Professor David J. Hand OBE FBA MMC
Senior Research Investigator and Emeritus
Professor of Mathematics
Imperial College, London
Chief Scientific Advisor
Winton Capital Management
____________________
Professor David Hand is Senior Research
Investigator and Emeritus Professor of Mathematics at Imperial College, London,
where he formerly held the Chair in Statistics. He is also Chief Scientific
Advisor to Winton Capital Management. He is a Fellow of the British Academy,
and an Honorary Fellow of the Institute of Actuaries, and has served (twice) as
President of the Royal Statistical Society. He is a non-executive
director of the UK Statistics Authority, and is Chair of the Board of the UK
Administrative Data Research Network. He has
published 300 scientific papers and 28 books, including Principles of Data Mining, Information
Generation, Measurement Theory and
Practice, The Improbability Principle, and The Wellbeing of Nations. In 2002 he was awarded the Guy Medal of
the Royal Statistical Society, and in 2012 he and his research group won the
Credit Collections and Risk Award for Contributions to the Credit Industry. He
was awarded the George Box Medal in 2016. In 2013 he was made OBE for services
to research and innovation.
____________________
For some
interviews and articles about my work see:
The
Improbability Principle
- NPR
- AEON
- Slate
Measurement: A Very Short
Introduction
The Wellbeing of Nations
- Royal Statistical
Society, with Paul Allin
Big data
- Big data
- National
statistics and data
H Measure
To download information relating to the H-measure, including
instructions on accessing R code, go to
____________________
Honours:
Books:
R178: Hand D.J. and Christen P. (2017) A note on using the F-measure for
evaluating record linkage algorithms. Statistics
and Computing, 19, DOI 10.1007/s11222-017-9746-6. Spiral http://hdl.handle.net/10044/1/46235
R177: Allin P.W. and Hand D.J. From a
system of national accounts to a process of national wellbeing accounting. Accepted by International Statistical Review.
R176: Batchelor B.G. and Hand D.J. (1976) Fast
Monte Carlo integration of pdf estimators. Journal
of Cybernetics, 5, 111-124.
R175: Allin P. and Hand D.J. (2016) New statistics
for old? – Measuring the wellbing of the UK (with discussion). Journal of the Royal Statistical Society,
Series A, Statistics and Society, 180,
3-43. http://hdl.handle.net/10044/1/28812
R174: Hand D.J. (2016) Big data and data sharing. Journal of the Royal Statistical Society,
Series A: Statistics in Society, 179,
1-3, http://hdl.handle.net/10044/1/33934
R173: Hand D.J. (2015) From evidence to understanding: a commentary on
Fisher (1922) ‘On the mathematical
foundations of theoretical statistics’ by Philosophical
Transactions of the Royal Society, A
373, Issue 22039, Article ID 20140252.
R172: Hand D.J. (2014) Wonderful examples, but let’s not close our eyes. Statistical Science, 29, 98-100.
R171: Hand D.J. and Anagnostopoulos C. (2014) A better beta for the
H-measure of classification performance. Pattern
Recognition Letters, 40, 41-46.
R170: Hand
D.J. and Adams N.M. (2013) Selection bias in credit scorecard evaluation. Journal of the Operational Research Society,
65, 408-415.
R169: Pavlidis
N.G., Tasoulis D.K., Adams N.M., and Hand D.J. (2012) Adaptive consumer credit
classification. Journal of the
Operational Research Society, 63,
1645-1654.
R168: Hand D.J. and Anagnostopoulos C. (2013) When
is the area under the receiver operating characteristic curve an appropriate
measure of classifier performance? Pattern
Recognition Letters, 34,
492-496.
R167: Henrion M., Hand D.J., Gandy A., and Mortlock
D.J. (2013) CASOS: A subspace method for anomaly detection in high dimensional
astronomical databases. Statistical
Analysis and Data Mining. 6,
53-72.
R166: Hand D.J. (2012) Assessing the performance of
classification methods. International
Statistical Review, 80, 400-414.
R165: Anagnostopoulos
C., Tasoulis D., Adams N.M., Pavlidis N.G., and Hand D.J. (2012) Online linear
and quadratic discriminant analysis with adaptive forgetting for streaming
classification. Statistical Analysis and
Data Mining, 5, 139-166.
R164: Ross G.J., .Adams N.M., Tasoulis D.K., and Hand D.J. (2012)
Exponentially weighted moving average charts for detecting concept drift. Pattern Recognition Letters, 33, 191-198.
R163: Hand D.J. (2011) Discussion of ‘Bayesian
models and methods in public policy and government settings’ by S.E.Fienberg. Statistical Science, 26, 227-230.
R162: Bentham J. and Hand
D.J. (2012) Data mining from a patient safety database: the lessons learned. Data Mining and Knowledge Discovery, 24, 195-217.
R161: Hand D.J. and Crowder M.J. (2012) Overcoming
selectivity bias in evaluating new fraud detection systems for revolving credit
operations. International Journal of Forecasting,
28, 216-223.
R160: Henrion M., Mortlock D.J., Hand D.J., and
Gandy A. (2011) A Bayesian approach to star-galaxy classification. Monthly Notices of the Royal Astronomical
Society, 412, 2286-2302.
R159: Brentnall A.R., Crowder M.J., and Hand D.J.
(2011) Approximate repeated-measure shrinkage. Computational Statistics and Data Analysis, 55, 1150-1159.
R158: Pavlidis N., Tasoulis D.K., Adams N.M., and
Hand D.J. (2011) λ-perceptron: an adaptive classifier for data streams. Pattern Recognition, 44, 78-96.
R157: Yu K, Ally A.K., Yang S., and Hand D.J. (2010) Kernel
quantile-based estimation of expected shortfall. The Journal of Risk, 12,
15-32.
R156: Heard N.A., Weston D.J., Platanioti K., and Hand D.J. (2010) Bayesian
anomaly detection methods for social networks. Annals of Applied Statistics, 4,
645-662.
R155: Hand D.J. (2010) Evaluating diagnostic tests:
the area under the ROC curve and the balance of errors. Statistics in Medicine, 29,
1502-1510.
R154: Anagnostopoulos C., Adams N.M., Hand D.J. (2010) Streaming covariance
selection with applications to adaptive querying in sensor networks. The Computer Journal, doi:
10.1093/comjnl/bxp123, 53,
1402-1414.
R153: Pavlidis N.G., Adams N.M., Nicholson D., and Hand D.J. (2010) Prospects
for bandit solutions in sensor management. The
Computer Journal, 53, 1370-1383.
R152: Brentnall A.R., Crowder M.J., and Hand D.J.
(2010) Likelihood-ratio changepoint features for consumer-behaviour models. Journal of the Operational Research Society,
61, 462-472.
R151: Anagnostopoulos C., Tasoulis, D.K., Adams
N.M, and Hand D.J. (2009) Temporally adaptive estimation of logistic
classifiers on data streams. Advances in
Data Analysis and Classification, 3,
243-261. DOI: 10.1007/s11634-009-0051-x
R150: Hand D.J. and Zhou F.
(2010) Evaluating models for classifying
customers in retail banking collections. Journal
of the Operational Research Society, 61,
1540-1547.
R149: Krzanowski
W.J. and Hand D.J. (2011) Testing the difference between two Kolmogorov-Smirnov
values in the context of Receiver Operating Characteristic curves. Journal of Applied Statistics, 38, 437-450.
R148: Brentnall A., Crowder M.J., and Hand D.J.
(2010) Predictive-sequential forecasting system development for cash machine
stocking. International Journal of Forecasting, 26, 764-776.
R147: Hand D.J. (2009) Mining the past to determine the future:
rejoinder. International Journal of Forecasting, 25,
461-462.
R146: Tasoulis D., Adams N.M., and Hand
D.J. (2010) Selective fusion of out-of-sequence measurements. Information Fusion, 11,
183-191.
R145: Hand D.J. (2009) Measuring classifier
performance: a coherent alternative to the area under the ROC curve. Machine Learning, 77, 103-123 , doi:10.1007/s10994-009-5119-5
R144: Jamain A.
and Hand D.J. (2009) Where are the large and difficult data sets? Advances in Data Analysis and Classification,
3, 25-38.
R143: Krzanowski W.J. and Hand D.J. (2009) A simple
method for screening variables before clustering microarray data. Computational Statistics and Data Analysis, 53, 2747-2753.
R142: Hand D.J. (2009) Modern statistics: the myth
and the magic (RSS Presidential Address). Journal
of the Royal Statistical Society, Series
A, 172, 287-306.
R141: Hand D.J. (2008) Breast cancer diagnosis from
proteomic mass spectrometry data: a comparative evaluation. Statistical Applications in Genetics and
Molecular Biology. 7, iss.2, article 15. DOI: 10.2202/1544-6115.1435
R140: Hand D.J. (2008) Mining the past to determine
the future: problems and possibilities. International
Journal of Forecasting, 25, 441-451.
R139: Pei T, Jasra A., Hand D.J., Zhu A-X., and
Zhou C. (2008) DECODE: a new method for discovering clusters of different
densities in spatial data. Data
Mining and Knowledge Discovery. 18, 337-369.
R138: Brentnall
A., Crowder, M.J., and Hand D.J. (2010) Predicting the amount individuals
withdraw at cash machines. Statistical
Modelling, 10, 197-214.
R137: Hand D.J., Brentnall A., and Crowder M.J.
(2008) Credit scoring: a future beyond empirical models. Journal of Financial Transformation, 23, 121-128.
R136: Whitrow C., Hand D.J., Juszczak P.,
Weston D., and Adams N.M. (2008) Transaction aggregation as a strategy for credit
card fraud detection. Data Mining and Knowledge Discovery, 18, 30-55.
R135: Juszczak
P., Adams N.M., Hand D.J., Whitrow C., and Weston D.J. (2008) Off-the-peg or
bespoke classifiers for fraud detection? Computational Statistics and Data
Analysis, 52, 4521-4532.
R134: Weston D.J., Hand
D.J., Adams N.M., Juszczak P., and Whitrow C. (2008) Plastic card fraud
detection using peer group analysis. Advances in Data Analysis and
Classification, 2(1), 45-62.
R133: Jamain A. and Hand D.J. (2008) Mining supervised
classification performance studies: a meta-analytic investigation. Journal of Classification, 25, 87-112.
R132: Brentnall A.R., Crowder M.J., and Hand D.J.
(2008) A statistical model for the temporal pattern of individual ATM
withdrawals. Applied Statistics, 57, 43-59.
R131: Krzanowski W.J.
and Hand D.J. (2007) A recursive partitioning tool for
maximising prediction accuracy. Advances
in Data Analysis and Classification, 1,
241-254.
R130: Twala
B.E.T.H., Jones M.C., and Hand D.J. (2008) Good methods for coping with missing
data in decision trees. Pattern
Recognition Letters, 29,
950-956.
R129: Wu X, Kumar V., Quinlan J.R., Ghosh J., Yang
Q., Motoda H., McLachlan G.J., Ng A., Liu B., Yu P.S., Zhou Z-H., Steinbach M.,
Hand D.J., and Steinberg D. Top 10 algorithms in data mining. (2008) Knowledge and Information Systems, 14, 1-37.
R128: Wu I-D. and Hand D.J. (2007) Handling
selection bias when choosing actions in retail credit applications. European Journal of Operational Research,
183, 1560-1568.
R127: Hand D.J., Whitrow C., Adams N.M., Juszczak
P., and Weston D. (2008) Performance criteria for plastic card fraud detection
tools. Journal of the Operational
Research Society, 59, 956-962.
R126: Zhang
Z.C. and Hand D.J. (2006) Detecting groups of anomalously similar objects in
large data sets. Intelligent Data
Analysis, 10, 473-483.
R125: Hand
D.J., Krzanowski W.J., and Crowder M.J. (2007) Optimal predictive partitioning.
Statistics and Computing, 17, 11-23.
R124: Crowder M.J., Hand D.J., and
Krzanowski W.J. (2007) On optimal intervention for customer lifetime value. European Journal of Operational Research,
183, 1550-1559.
R123: King M.D., Crowder M.J., Hand D.J., Harris
N.G., Williams S.R., Obrenovitch T.P., and Gadian D.G. (2005) Is anoxic
depolarisation associated with an ADC threshold? A Markov chain Monte Carlo analysis. NMR in
Biomedicine, 18, 587-594.
R122: Hand
D.J. (2006) Classifier technology and the illusion of progress (with discussion).
Statistical Science, 21, 1-34.
R121: Heard N., Holmes C.C., Stephens D.A., Hand
D.J., and Dimopoulos G. (2005) A Bayesian co-clustering of Anopheles gene
expression time series responses to multiple immune challenges. Proceedings of the National Academy of
Sciences, 102, 16939-16944.
R120: De Veaux R.D. and Hand D.J. (2005) How to lie
with bad data. Statistical Science, 20, 231-238.
R119: Crowder M.J. and Hand D.J. (2005) On loss distributions from
installment-prepaid loans. Lifetime Data
Analysis, 11, 545-564.
R118: Hand D.J. and Heard N.A. (2005) Finding groups in gene expression
data. Journal of Biomedicine and
Biotechnology, 2005, 215-225.
R117: Thomas L.C., Oliver R.W., and Hand D.J.
(2005) A survey of the issues in consumer credit modelling research. Journal of the Operational Research Society,
56, 1006-1015.
R116: Hand D.J. and Crowder M.J. (2005) Measuring
customer quality in retail banking. Statistical
Modelling, 5, 145-158.
R115: Hand D.J., Sohn S.Y., and Kim Y. (2005) Optimal bipartite scorecards. Expert Systems with Applications, 29, 684-690.
R114: Jamain A. and Hand D.J. (2005) The naive Bayes mystery. Pattern Recognition Letters, 26, 1752-1760.
R113: Hand D.J. and Bolton R.J. (2004) Pattern discovery and detection:
a unified statistical methodology. Journal
of Applied Statistics, 31,
885-924.
R112: Hand D.J. (2005) Good
practice in retail credit scorecard assessment.
Journal of the Operational
Research Society, 56, 1109-1117.
R111: McDonald, R.A., Eckley, I. A. and Hand, D.J. (2004) A Multi-Class
Extension to the Brownboost Algorithm. International
Journal of Pattern Recognition and Artificial Intelligence, 18, 905-931.
R110: Hand D.J. and Krzanowski W.J. (2005) A note on optimising k-means clustering
results with standard software packages. Computational
Statistics and Data Analysis, 49,
969-973.
R109: Hand D.J. (2005) Supervised classification
and tunnel vision. Applied Stochastic
Models in Business and Industry. 21,
97-109.
R108: Bolton R.J., Hand D.J. and Crowder M.J. (2004)
Significance tests for unsupervised pattern discovery in large continuous
multivariate data sets. Computational Statistics and Data Analysis, 46, 57-79.
R107: King M, Crowder MJ, and Hand DJ, Harris NG,
Williams SR, Obrenovitch TP, Gadian DG (2003) The temporal relationship between
the ADC and DC potential responses to transient focal ischemia in the rat: a
Markov chain monte carlo simulation analysis.
Journal of Cerebral Blood Flow and
Metabolism, 23, 677-688
R106: Hand
D.J. and Vinciotti V. (2003) Local versus global models for classification
problems: fitting models where it matters. The
American Statistician. 57,
124-131.
R105: Benton
T., Hand D.J., and Crowder M.J. (2004) Two zeds are better than one. Journal of Applied Statistics, 31, 239-247.
R104: Bolton R.J.,
Hand D.J., and Webb A.R. (2003) Projection techniques for nonlinear principal
components analysis. Statistics and
Computing, 13, 267-276.
R103: Yearling D. and Hand D.J. (2003) A Bayesian
network datamining approach for modelling the physical condition of the copper
access network within Broadband Britain. BT
Technical Journal, 21, 90-100.
R102: Till
R.J. and Hand D.J. (2003) Behavioural models of credit card usage. Journal of Applied Statistics, 30, 1201-1220.
R101: Benton T.C. and Hand D.J. (2002) Segmentation into predictable
classes. IMA Journal of Management
Mathematics, 13, 245-259.
R100: Hand
D.J. and Kelly M.G. (2002) Superscorecards. IMA
Journal of Management Mathematics. 13,
273-281.
R99: Hand
D.J. and Vinciotti V. (2002) Choosing k for
two-class nearest neighbour classifiers with unbalanced classes. Pattern Recognition Letters, 24, 1555-1562.
R98: Bolton
R.J. and Hand D.J. (2002) Statistical fraud detection: a review. Statistical Science, 17, 235-255.
R97: Li H.G. and
Hand D.J. (2002) Direct versus indirect credit scoring classifications. Journal of the Operational Research Society,
53, 1-8.
R96: Denison D.G.T, Adams N.M., Holmes C. and Hand
D.J. (2001) Bayesian partition modelling. Computational
Statistics and Data Analysis, 38,
475-485.
R95: Hand
D.J. and Kelly M.G. (2001) Lookahead scorecards for new fixed term credit
products. Journal of the Operational
Research Society, 52, 989-996.
R94: Hand
D.J. and Blunt G. (2001) Prospecting for gems in credit card data. IMA Journal of Management Mathematics, 12, 173-200.
R93: Hand
D.J. (2001) Modelling consumer credit risk. IMA
Journal of Management Mathematics, 12,
139-155.
R92: Fayers
P.M. and Hand D.J. (2002) Causal variables, indicator variables, and
measurement scales, with discussion. Journal
of the Royal Statistical Society, Series
A, 165, 233-261.
R91: Adams
N.M., Hand D.J., and Till, R.J. (2001) Mining for classes and patterns in
behavioural data. Journal of the
Operational Research Society, 52,
1017-1024.
R90: Hand
D.J. and Yu K. (2001) Idiot’s Bayes - not so stupid after all? International Statistical Review, 69, 385-398.
R89: Hand
D.J. and Till R.J. (2001) A simple generalisation of the area under the ROC
curve for multiple class classification problems. Machine Learning, 45,
171-186.
R88: Hand
D.J. (2001) Measuring diagnostic accuracy of statistical prediction rules. Statistica Neerlandica, 53, 3-16.
R87: Hand
D.J., Li H.G., and Adams N.M. (2001) Supervised classification with structured
class definitions. Computational
Statistics and Data Analysis, 36,
209-225.
R86: Mertens
B.J.A. and Hand D.J. (2000) Adjusted estimation for the combination of
classifiers. Intelligent Data Analysis,
4, 165-179.
R85: Hand
D.J. and Adams N.M. (2000) Defining attributes for scorecard construction. Journal of Applied Statistics, 27, 527-540.
R84: Hand
D.J. (2001) New uses of statistics in
retail banking. American Journal of Mathematical and Management Sciences. 20.
R83: Schiavo
R. and Hand D.J. (2000) Ten more years of error rate research. International Statistical Review, 68, 295-310.
R82: Hand
D.J., Blunt G., Kelly M.G., and Adams N.M. (2000) Data mining for fun and
profit. Statistical Science, 15, 111-131.
R81: Adams
N.M. and Hand D.J. (2000) An improved method for comparing diagnostic tests. Journal of Computing in Biology and Medicine,
30, 89-96.
R80: Adams
N.M. and Hand D.J. (2000) Improving the practice of classifier performance
assessment. Neural Computation, 12, 305-311.
R79: Kelly
M.G and Hand D.J. (1999) Credit scoring with uncertain class definitions. IMA Journal of Mathematics Applied in
Business and Industry, 10,
331-345.
R78: Taylor
P.C. and Hand D.J. (1999) Finding superclassifications with acceptable
misclassification rates. Journal of Applied Statistics, 26, 579-590.
R77: Adams
N.M. and Hand D.J. (1999) Comparing classifiers when the misallocation costs
are uncertain. Pattern Recognition, 32, 1139-1147.
R76: Stanghellini
E., McConway K.J., and Hand D.J. (1999)
A discrete variable chain graph for applicants for bank credit. Journal of the Royal Statistical Society,
Series C, Applied Statistics, 48,
239-251.
R75: Hand
D.J. (1998) Data mining - reaching beyond statistics. Research in Official Statistics, 2, 5-17.
R74: Hand
D.J., (1998) Data mining: statistics and more? The American Statistician, 52,
112-118.
R73: Hand
D.J., Oliver J.J. and Lunn A.D. (1998) Discriminant analysis when the classes
arise from a continuum. Pattern
Recognition, 31, 641-650.
R72: Hand
D.J. (1998) Breaking misconceptions - statistics and its relationship to
mathematics (with discussion). Journal of
the Royal Statistical Society, Series D, 47, 245-250 and 284-286.
R71: Hand D.J. (1998) Strategy, methods, and
solving the right problem. Computational
Statistics, 13, 5-14.
R70: Fayers
P.M. and Hand D.J. (1997) Generalising from phase III clinical trials:
survival, quality of life, and health economics. The Lancet, 350,
1025-1027.
R69: Fayers
P.M., Hand D.J., Bjordal K., and Grønvold M. (1997) Causal indicators in
quality of life research. Quality of Life
Research, 6, 393-406.
R68: Fayers P.M. and Hand D.J. (1997) Factor
analysis, causal indicators, and quality of life. Quality of Life Research, 6,
139-150.
R67: Hand
D.J. and Henley W.E. (1997) Statistical classification methods in consumer
credit scoring: a review. Journal of the Royal Statistical Society,
Series A, 160, 523-541.
R66: Krzanowski
W.J. and Hand D.J. (1997) Assessing error rate estimators: the leave-one-out
method reconsidered. The Australian Journal of Statistics, 39, 35-46.
R65: Henley W.E. and Hand D.J., (1997)
Construction of a k-nearest neighbour credit scoring system. IMA
Journal of Mathematics Applied in Business and Industry, 8, 305-321.
R64: Hand D.J., McConway K.J., and Stanghellini
E. (1997) Graphical models of applicants for credit. IMA
Journal of Mathematics Applied in Business and Industry, 8, 143-155.
R63: Oliver J.J. and Hand D.J. (1996) Averaging
over decision trees. Journal of
Classification, 13, 281-297.
R62:
Hand D.J. (1996) Statistics and the theory of measurement (with
discussion). Journal of the Royal Statistical Society, Series A, 159, 445-492.
R61:
Channon S. and Hand D.J. (1996) Verbal memory following temporal
lobectomy. Data and Statistics, 1, 215-219.
R60: Henley
W.E. and Hand D.J. (1996) A k-NN classifier for assessing consumer credit risk.
The Statistician, 45, 77-95.
R59: Hand D.J. (1995) Comparing allocation
rules. Statistics in Transition, 2 137–150.
R58: Hand D.J. (1995) An episode in the history
of measurement and statistics. Teaching Statistics, 17, 54–56.
R57: Hand D.J. (1994) Statistical expert
systems. Chance, 17, No.1, 28–31 and 34.
R56: Hand D.J. (1994) Assessing classification
rules. The Journal of Applied Statistics, 21,
3–16.
R55: Hand D.J. and Henley W.E. (1993/4) Can
reject inference ever work? IMA Journal
of Mathematics Applied in Business and Industry, 5, 45–55.
R54: Hand D.J. (1994) Deconstructing statistical
questions (with discussion), Journal of
the Royal Statistical Society, Series
A, 157, 317–356.
R53: Hand D.J. (1993) What is synergy?
revisited. Journal of Pharmaceutical Medicine, 3, 97–100.
R52: Hand D.J. (1993) Data, metadata, and
information. Statistical Journal of the
United Nations, 10, 143–151.
R51: Dunn G., Sham P.C., and Hand D.J. (1993)
Statistics and the nature of depression, Journal
of the Royal Statistical Society, Series
A, 156, 63–87. (Reprinted in Psychological Medicine, 23,
871–889)
R50: Hand D.J. (1992) On comparing two
treatments, The American Statistician,
46, 190–192.
R49: Almustafa M., Doyle F.H., Gutteridge D.H.,
Hand D.J., Davis T.M.E., Spinks T.J., Freemantle C., and Joplin G.F.
(1992) Effects of treatments by calcium and sex hormones on vertebral
fracturing in osteoporosis, Quarterly
Journal of Medicine, New Series 83,
No. 300, 283–294.
R48: Hand D.J. (1992) Statistical methods in
diagnosis, Statistical Methods in Medical
Research, 1, 49–67.
R47: Cooper C., Shah S., Hand D.J.,
Compston J., Davie M., and Woolf A. (1991) Screening for vertebral osteoporosis
using individual risk factors, Osteoporosis
International, 2, 48–53.
R46: Fitzmaurice G.M., Krzanowski W.J., and Hand
D.J. (1991) A Monte Carlo study of the 632 bootstrap estimator of error rate, Journal of Classification, 8, 239–250.
R45: Dodge Y. and Hand D.J. (1991) What should
future statistical software look like?, Computational
Statistics and Data Analysis, 12,
369–72.
R44: Thompson M.J., Hand D.J., and Everitt B.S.
(1991) Contradictory correlations between derived scales, Statistics in Medicine, 10,
1315–1319.
R43: Hand D.J. (1991) Expert systems and
statistics, The Journal of Applied
Statistics, 18, 1–2.
R42: Myles J.P. and Hand D.J. (1990) The
multi-class metric problem in nearest neighbour discrimination rules, Pattern Recognition, 23, 1291–7.
R41: Hand D.J. (1990) Introduction to AI and
Statistics II, Annals of Mathematics and
Artificial Intelligence, 2, 1–4.
R40: Hand D.J. (1990) Practical experience in
developing statistical knowledge enhancement systems, Annals of Mathematics and Artificial Intelligence, 2, 197–208.
R39: Multiple authors (1989) Relative efficacy
of intravenous methylprednisolone and ACTH in the treatment of acute relapse in
MS, Neurology, 39, 969–971.
R38: Hand D.J. (1987) A statistical knowledge
enhancement system, Journal of the Royal
Statistical Society, Series A, 150,
335–45.
R37: Hand D.J. and Fitzmaurice G.M. (1987)
Error rate estimation by mixture decomposition, Computers and Mathematics with Applications, 14, 573–578.
R36: Fitzmaurice G.M. and Hand D.J. (1987) A
comparison of two average conditional error rate estimators, Pattern Recognition Letters, 6, p221–4.
R35: Hand D.J. (1987) Artificial intelligence
and medicine, Journal of the Royal
Society of Medicine, 80, 653–65.
R34: Hand D.J. (1987) A shrunken leaving-one-out
estimator of error rate, Computers and
Mathematics with Applications, 14,
161–7.
R33: Hand D.J. (1987) Screening versus
prevalence estimation, Applied Statistics,
36, 1–7.
R32: Williams P., Tarnopolsky A., Hand D.J., and
Shepherd M. (1986) Minor psychiatric morbidity and general practice
consultation: the West London Study, Psychological
Medicine Monograph Supplement, 9.
R31: Hand D.J. (1986) An optimal error rate
estimator based on average conditional error rate: asymptotic results, Pattern Recognition Letters, 4, 347–50.
R30: Hand D.J. (1986) Recent advances in error
rate estimation, Pattern Recognition
Letters, 4, 335–46.
R29: Hand D.J. and Reading A.E. (1986)
Discriminant analysis of the McGill Pain Questionnaire, Psychological Reports, 59,
763–70.
R28: Hand D.J. (1986) Expert systems in
statistics, Knowledge Engineering Review,
1, No. 3, 2–10.
R27: Hand D.J. (1986) Estimating class sizes by
adjusting fallible classifier results, Computers
and Mathematics with Applications, 12a,
No. 2, 289–99.
R26: Clements J.C. and Hand D.J. (1985)
Permutation statistics in single case designs’, Behavioural Psychotherapy, 13,
288–99.
R25: Hand D.J. (1985) The role of statistics in
psychiatry, Psychological Medicine, 15, 471–6.
R24: Little A., Levy R., Chuaqui P., and Hand
D.J. (1985) A double-blind, placebo controlled trial of high-dose lecithin in
Alzheimer’s disease’, Journal of
Neurology, Neurosurgery, and Psychiatry, 48, 736–42.
R23: Hand D.J. (1985) Statistical expert
systems: necessary attributes, The
Journal of Applied Statistics, 12,
19–27.
R22: Cundy T., Hand D.J., Oliver D.O., Woods
C.G., Wright F.W., and Kanis J.A. (1985) Who gets renal bone disease before
beginning dialysis?, British Medical
Journal, 290, 271–5.
R21: Hand D.J. (1984) Statistical expert
systems: design, The Statistician, 33, 351–69.
R20: Bass C., Wade C., Hand D.J., and Jackson G.
(1983) Patients with angina with normal and near normal coronary arteries:
clinical and psychosocial state 12 months after angiography, British Medical Journal, 287, 1505–8.
R19: Hand D.J. (1983) A comparison of two
methods of discriminant analysis applied to binary data, Biometrics, 39, 683–94.
R18: Smith A.M.R., Lee L.S., and Hand D.J.
(1983) Interactive user-friendly interfaces to statistical packages’, The Computer Journal, 26, 199–204.
R17: Reading A.E., Hand D.J., and Sledmere C.M.
(1983) A comparison of response profiles obtained on the McGill Pain
Questionnaire and an adjective checklist’, Pain,
16, 375–83.
R16: Hand D.J. (1983) Common errors in data
analysis I: apparent error rate of classification rules, Psychological Medicine, 13,
201–3.
R15: Dische S., Yule W., Corbett J., and Hand
D.J. (1983) Childhood nocturnal enuresis: factors associated with outcome of
treatment with an alarm’, Developmental
Medicine and Child Neurology, 25,
67–80.
R14: Hand D.J. (1983) An applicable theorem in
matrix algebra’, The Mathematical Gazette,
67, No. 439, 58–9.
R13: Williams P., Hand D.J., and Tarnopolsky A.
(1982) The problem of screening for uncommon disorders — a comment on the
Eating Attitudes Test, Psychological
Medicine, 12, 431–4.
R12: Hand D.J. (1982) Statistical tests in
experimental psychiatric research, Psychological
Medicine, 12, 415–21.
R11: Thompson C. and Hand D.J. (1981)
Identification of disease entities, British
Journal of Psychiatry, 139,
256–257.
R10: Jenkins L.M., Tarnopolsky A., and Hand D.J.
(1981) Psychological admissions and aircraft noise from London Airport four
year three hospital study, Psychological
Medicine, 11, 765–782.
R9: Hand D.J. (1981) Artificial intelligence,
Psychological Medicine, 11, 449–53. (Reprinted in The Spectrum of Psychological Research, ed. M. Shepherd, Cambridge
University Press, 1984)
R8: Hand D.J. (1981) Branch and bound in
statistical data analysis, The
Statistician, 30, 1–13.
R7: Tarnopolsky A., Watkins G., and Hand D.J.
(1980) Aircraft noise and mental health I: prevalence of individual symptoms, Psychological Medicine, 10, 683–98.
R6: Williams P., Tarnopolsky A., and Hand
D.J. (1980) Case definition and case identification in psychiatric
epidemiology: review and assessment, Psychological
Medicine, 10, 101–14.
R5: Jenkins L.M., Tarnopolsky A., Hand D.J.,
and Barker S.M. (1979) Comparisons of three studies of aircraft noise and
psychiatric hospital admissions conducted in the same area, Psychological Medicine, 9, 681–93.
R4: Tarnopolsky A., Hand D.J., McLean E.K.,
Roberts H., and Wiggins R.D. (1979) Validity and uses of a screening
questionnaire (GHQ) in the community, British
Journal of Psychiatry, 134,
508–15.
R3: Hand D.J. and Batchelor B.G. (1978)
Experiments on the edited condensed nearest neighbour rule, Information Sciences, 14, 171–80.
R2: Batchelor B.G. and Hand D.J. (1975) On
the graphical analysis of pdf estimators for pattern recognition, Kybernetes, 4, 239–46.
R1: Batchelor B.G. and Hand D.J. (1975)
Preliminary note on the classification of vectors with some unknown
descriptors, Kybernetes, 4, 105–9.
Popular articles
P24: Hand
D.J. (2017) The danger of not seeing what isn’t there: selection bias in
statistics and machine learning. HFM
Technology, 41, 20-21.
P23: Hand
D.J. (2017) Measuring sticks - interview on the importance of measurement. British Academy Review, No.29, 12-15.
P22: Hand
D.J. (2017) The deceptions of luck. Nautilus,
12 Jan 2017, http://nautil.us/issue/44/luck/the-deceptions-of-luck
P21: Hand D.J. (2014) All ravens are black: puzzles and paradoxes in
probability and statistics. In 50 Visions
of Mathematics, ed. S. Parc, Oxford University Press, 80-83.
P20: Allin
P. and Hand D.J. (2015) Getting the measure of modern life. Significance, February, p40-42
P19: Hand D.J. (2014) David J. Hand’s lottery tips. New York Times, 23 Feb 2014.
P18: Hand D.J. (2014) Lottery tickets and long shots. Los Angeles Times, 16 March 2014.
P17: Hand D.J. (2014) Five laws (and our brains) make one in a
billion events happen every day. City AM.
3 March 2014.
http://www.cityam.com/article/1393820179/five-laws-and-our-brains-make-one-billion-events-happen-every-day
P16: Hand D.J. (2008) Mathematics or
mismanagement: the crash of 2008. Mathematics
Today, June, 106-107. Reproduced in
Newsletter of the London Mathematical
Society, no.382, June, p15.
P15: Hand D.J. (2009) How we are fighting the battle against fraud.
Credit Collections and Risk, March,
47-48.
P14: Hand
D.J. (2008) The perils of data mining for credit applications. Credit Collections and Risk, October,
p48-49.
P13: Hand D.J. (2008) A time to experiment. Credit Collections and Risk, May, p18.
P12: Hand D.J. (2008)
Personal privacy, data discs, and realistic risk. Significance, March, p11-14.
P11: Hand D.J. (2007)
Deception and dishonesty with data: fraud in science. Significance, v4, no.1, p22-25.
P9: Hand D.J. (2005) Data analysis in personal financial services:
a rich opportunity. Significance, 2, 110-113.
P8: Hand D.J. (2005) Size matters. Significance, 2, 81-83.
P7: BBC radio programme on Election Polls,
broadcast March 1992.
P6: Hand D.J., C. Andrew, and
S. Subotsky, ‘Publications at the Institute of Psychiatry’, Bethlem and Maudsley Gazette, 33, p41–43, 1986.6.
P5: Hand D.J., ‘Research and teaching — one
statistician’s view’, Bethlem and
Maudsley Gazette, Winter, 1983,
p20–22.
P4: Hand D.J., ‘Artificial intelligence’, Bethlem and Maudsley Gazette, Summer, 1980, p20–2.
P3: Hand D.J., ‘Evolutionary programming — an
intelligent answer?’ Personal Computer
World, 1, No. 12, p45–7, 1979.
P2: Hand D.J., ‘Catastrophe theory’, Bethlem and Maudsley Gazette, Winter, 1978, p6–9.
P1: Hand D.J., ‘Pattern recognition — the
ultimate interface’, Personal Computer
World, 1, No. 3, p62–5, 1978.
Letters
in Journals
L25: Hand D.J. (2017) Seconding Vote of Thanks
to Cannings and Samworth: Random projection ensemble classification. To appear in Journal of the
Royal Statistical Society, Series B.
L24: Hand D.J. (2007) Discussion contribution to
Diggle, Farewell, and Henderson, 2007 Analysis of longitudinal data with
drop-out: objectives, assumptions, and a proposal, JRSS-C, 56, 499-550
L23: Hand DJ and Herzberg AM (2016) Contribution
to the discussion on ‘Perils and potentials of self-selected entry to
epidemiological studies and surveys’, by Keiding and Louis, Journal of the Royal Statistical Society,
Series A, Statistics and Society, 179,
358-359.
L22: Hand D.J. (1995) Improving the quality of
statistics in psychiatric research. British
Journal of Psychiatry, 167,
689-691.
L21: Hand D.J. (2010) Fraud detection in telecommunications and
banking: discussion of Becker, Volinsky, and Wilks. Technometrics, 52,
34-38.
L20: Hughes, S, Keene, O, Howitt, N, Roes, K,
Ashby, D, Beltangady, M, Bird, SM, Burton, C, Buyse, M, Day, S, van Ewijk, P,
Fletcher, C, Grieve, AP, Guinot, C, Hand, DJ, Hemmings, R, Holt, D, Hothorn, L,
Jagers, P, Keiding, N, Korhonen, P, Lesaffre, E, Lewis, JA, Molenberghs, G,
Neumann, N, Olsen, KJ, van Osta, G, Pocock, S, Rockhold, F, Rossi, A, Senn, S,
Stijnen, T, Vaeth, M, Wiklund, SJ, Wolfram, J, (2008) European regulatory agencies should employ full time statisticians,
British Medical Journal, 336, 250 – 250.
L19: Hand D.J. (2008) Comment on Briggs and
Zaretski: The skill plot: A graphical technique for evaluating continuous
diagnostic tests, Biometrics, 64,
259.
L18: Hand
D.J. (2004) Proposal of vote of thanks for ‘Clustering objects on subsets of
attributes’ by J.H.Friedman and J.J.Meulman, Journal of the Royal Statistical Society, Series B, 66, 839-840.
L17: Hand
D.J. (2000) Contribution to the discussion of ‘The philosophy of statistics’ by
Lindley, The Statistician, 49, 293-337.
L16: Hand
D.J. (1999) Contribution to the discussion of ‘Data mining reconsidered:
encompassing and the general-to-specific approach to specification search’ by
Hoover and Perez. Econometrics Journal,
2, 241-243.
L15: Hand
D.J. (1999) Contribution to the discussion of Research Methodology, ed. Adèr and Mellenbergh., Sage Publications,
333-335.
L14: Hand D.J. (1999) Propose vote of thanks for
‘Statistical heresies’ by J.K.Lindsey, Journal
of the Royal Statistical Society, Series D, 48, 1-40.
L13: Fayers P.M., Groenvold M., and Hand D.J.
and Bjordal K. (1998) Clinical impact versus factor analysis for quality of
life questionnaire construction. Journal
of Clinical Epidemiology, 51,
285-286.
L12: Hand D.J. (1997) Contribution to discussion
of Copas and Li, Journal of the Royal
Statistical Society, Series B, 59,
80.
L11: Hand D.J. (1997) Contribution to discussion
of Breiman and Friedman, Journal of the
Royal Statistical Society, Series B, 59,
40.
L10: Hand
D.J. (1995) Invited commentary on ‘The use of statistics in the British Journal
of Psychiatry’ by S.M. McGuigan. British Journal of Psychiatry, 167, 689.
L9: Hand
D.J. (1995) Screening for stratification in two-phase (‘two-stage’)
epidemiological surveys. Statistical Methods in Medical Research,
4, 263.
L8: Hand D.J. (1995) Contribution to
discussion of Chatfield, Journal of the
Royal Statistical Society, Series A, 158,
448.
L7: Hand D.J. (1994) Contribution to
discussion of Ripley, Journal of the
Royal Statistical Society, Series B,
56, 439-440.
L6: Hand D.J. (1993) Comment on “Nominal,
ordinal, interval, and ratio typologies are misleading”. The American Statistician, 47,
p314–315.
L5: Hand D.J. (1993) Reply to Nemenyi. The American Statistician, 47, p159.
L4: Hand D.J. (1990) Proposal of vote of
thanks to papers by Edwards and by Lauritzen and Wermuth, Journal of the Royal Statistical Society, Series B, 52, p51–52.
L3: Hand D.J. (1988) Second vote of thanks to
Spiegelhalter and Lauritzen, Journal of
the Royal Statistical Society, Series B, 50, p195–6.
L2: Hand D.J. (1987) Contribution to
discussion of Cleveland and McGill, Journal
of the Royal Statistical Society, Series A, 150, 213.
L1: Hand D.J. (1979) ‘Psychiatric examples of
Simpson’s paradox’, British Journal of
Psychiatry, 135, p90–1.
Invited
journal and conference articles
I110: Hand D.J. Measurement: A Very Short
Introduction - Rejoinder to discussion. To appear in Measurement: Interdisciplinary Research and Perspectives. DOI: 10.1080/15366367.2017.1360022
I109: Hand DJ (2016) Never say never. In The Best
Writing on Mathematics. ed Pitici M, Princeton University Press, Princeton.
Previously published in Scientific
American, 310.2, 72-74, 2014.
I108: Hand D.J. (2016) Statistical challenges in retail credit analysis. In UK
Success Stories in Industrial Mathematics, edited by Philip Aston, Tony
Mulholland, and Katy Tant, publ. Springer, New York. p281-288.
I107: Hand D.J. (2015) It’s not rocket science. Bulletin of the Institute of Mathematical Statistics, 44, 3, p13.
I106: Hand D.J. (2015) The improbability principle. Bulletin of the Institute of Mathematical
Statistics, 44, 2, p7.
I105: Hand D.J.
(2015) Statistics and computing: the genesis of data science. Statistics and Computing, 25, 705-211. DOI: 10.1007/s11222-015-9565-6
I104: Hand D.J. (2015) Data and privacy: a question of balance. In Statistics,
Science, and Public Policy XIX: Communication, Knowledge, and Understanding.
April 23-26, 2014, ed. A.M.Herzberg, Queen's University, Canada. 123-127.
I103: Hand D.J. (2014) Measuring national wellbeing. Bulletin of the Institute of Mathematical
Statistics, 43, 5, p5.
I102: Hand D.J. (2014) Solving the right problem. Bulletin of the Institute of Mathematical Statistics, 43, 3 p6.
I101: Hand D.J. (2014) Data, data, everywhere, but let’s just stop and
think. Bulletin of the Institute of
Mathematical Statistics, 43, 1,
p4.
I100: Hand D.J. (2014) Obituary for Dennis Lindley. The Guardian, http://www.theguardian.com/science/2014/mar/16/dennis-lindley
I99: Hand D.J. Problems with science? (2014) Psychology and statistics: ready for the future? Liber Amicorum for
Willem J. Heiser, ed M.de Rooij and C.M.van Putten, Leiden University,
185-193.
I98: Hand D.J. (2013) Data not
dogma: big data, open data, and the opportunities ahead. In Advances in Intelligent Data Analysis, XII,
12th International Symposium, LNCS 8207, Springer, Berlin, 1-12.
I97: Hand D.J. (2014) What evidence? Herstmonceux conference, In Statistics,
Science, and Public Policy XVIII: Evidence, Equality, and Poliicy. ed.
A.M.Herzberg, Queen's University, Canada, 21-25.
I96: Hand D.J. (2013) From evidence to understanding: a precarious
path. European Review, 21, Supplement No. 1, S32-S39.
I95: Hand D.J. (2013) The dilemmas
of open data. In Statistics, Science, and Public Policy XVII: Democracy, danger, and
dilemmas. April 18-21, 2012, ed. A.M.Herzberg, Queen's University, Canada.
67-74.
I94: Hand D.J. (2012) Credit scoring, insurance and
discrimination. In Statistics, Science, and Public Policy XVI: Risks, Rights, and Regulations.
April 17-20, 2011, ed. A.M.Herzberg, Queen's University, Canada. 85-90.
I93: Hand D.J. (2012) Open data: problems and
promise. ESRC Methods News, p3,
August, 2012. http://www.ncrm.ac.uk/news/methodsnews.php And reprinted in the newsletter of the Social
Research Association
http://www.the-sra.org.uk/
I92: Hand
D.J. (2012) Open data creates pitfalls as well as opportunities. Research Fortnight News, 25th
July.
I91: Hand
D.J. (2012) Open data is a force for good, but not without risks. The Guardian, 10th July.
http://www.guardian.co.uk/society/2012/jul/10/open-data-force-for-good-risks?INTCMP=SRCH
I90: Hand
D.J. (2012) Voyages of discovery. In Journeys
to Data Mining, ed. M.M.Gaber, p77-91, Springer, Berlin.
I89: Hand
D.J. (2012) Mathematics and statistics in finance. A Global Village, 7,
11-15.
I88: Hand
D.J. (2012) Strength through synergy: presentation to the Institute and Faculty
of Actuaries Open Forum, 27 Sept 2010. British
Actuarial Journal,
I87: Hand D.J. (2011) Money, drugs, temperature and
politicians: the interplay of security and ethics. In
Statistics, Science, and Public Policy
XV: Ethics, Security, and Society. April 21-24, 2010, ed. A.M.Herzberg,
Queen's University, Canada. 9-16.
I86: Hand D.J. (2010) The laws of coincidence, Lechevallier, Y. and Saporta, G. (eds), COMPSTAT2010, Proceedings of the 19th
International Conference on Computational Statistics, Springer,
167-176.
I85: Hand D.J. (2010) Statistics: an overview. International Encyclopedia of Statistical
Science, ed. Miodrag Lovric
I84: Hand D.J. (2009) Let the facts speak for
themselves. In Statistics, Science, and Public Policy XIII: Government, Science, and
Politics. April 18-21, 2007, ed. A.M.Herzberg, Queen's University, Canada.
117-123.
I83: Hand D.J. (2007)
The information economy: personal privacy and public protection. In Statistics, Science, and Public Policy XI:
Government, Science, and Politics. April 18-21, 2007, ed. A.M.Herzberg,
Queen's University, Canada. 37-42.
I82: Hand D.J. (2009) Naive Bayes. In The Top Ten Algorithms in Data Mining,
ed. X.Wu and V.Kumar, Chapman and Hall, Boca Raton. p163-177.
I81: Hand D.J. (2009) Common sources of
unreliability in scientific evidence. In The
Admissibility of Expert Witness Evidence in Criminal Proceedings in England and
Wales, Consultation Paper no. 190,
The Law Commission. 90-92.
I80: Hand D.J. and Weston D.J. (2008)
Statistical techniques for fraud detection, prevention, and assessment. In Mining Massive Data Sets for Security,
ed. Fogelman-Soulié, Perrotta D., Pisorski J., and Steinberger R.. IOS Press, Amsterdam. 257-270.
I79: Hand D.J. (2007) Principles of data
mining. Drug Safety, 30, 621-622.
I78: Hand D.J. (2008) Measurement in public
policy: hitting a moving target. In Statistics,
Science, and Public Policy IX: Government, Science, and Politics. April
18-21, 2007, ed. A.M.Herzberg, Queen's University, Canada. 105-111.
I77: Hand D.J. (2007) Mining personal banking
data to detect fraud. In Selected
Contributions in Data Analysis and Classification. ed. P.Brito, P.Bertrand,
G.Cucumel, and F de Carvalho. Berlin: Springer, 377-386.
I76: Hand D.J. (2007) Measuring what matters.
Festschrift in honour of Hans Lenz, publ. Dr Kovac., 55-61.
I75: Hand
D.J. (2006) Universities: neither manufacturing nor service, but co-operative
industry. In Statistics, Science, and
Public Policy X, Education, Economics, and Politics. ed. A.M.Herzberg,
Queen’s University, Canada, 109-114.
I74: Hand
D.J. (2006) Size matters: measurement and science. Proceedings of Polish Classification Society,
Conference, Wisła, Poland.
I73: Hand
D.J. (2006) Protection or privacy: data mining and personal data. In Advances
in Knowledge Discovery and Data Mining: 10th Pacific-Asia Conference, PAKDD
2006, Singapore, April 9-12, 2006. Eds: Wee Keong Ng, Masaru
Kitsuregawa, Jianzhong Li, Kuiyu Chang. Berlin: Springer. p1-10.
I72: Hand D.J. (2005) Grade inflation. In Statistics,
Science, and Public Policy IX: Government, Science, and Politics. April
21-24, 2004, ed. A.M.Herzberg and R.W.Oldford, Queen's University, Canada,
115-121.
I71 : Hand D.J. (2005) Data mining. In Encyclopedia of Statistics in Behavioural Science, Vol 1, ed.
B.S.Everitt and D.C.Howell, Wiley, 461-465.
I70: Hand D.J. (2005) Modern data analysis tools in personal
financial services: a quantitative revolution? In Data Mining et Apprentissage Statistique Applications en Assurance,
Niort, 7-14.
I69: Hand D.J. (2005) Pattern
recognition. In Handbook of Statistics, Vol 24,
ed. C.R.Rao and Ed Wegman. Elsevier, 213-228.
I68: Hand
D.J. (2004) Pattern discovery: preface. Special issue of Journal of Applied Statistics, 31,
883-884.
I67: Hand
D.J. (2004) Strength in diversity: the advance of data analysis. In Machine Learning, CML, 2004, Proceedings of
the 15th European Conference on Machine Learning, Pisa, September, 18-26.
eds Boulicaut J-F, Esposito F., Giannotti F, and Pedreshchi D. Springer. And jointly printed in Knowledge Discovery in Databases: PKDD 2004: Proceedings of the 8th
European Conference on Principles and Practice of Knowledge Discovery in
Databases, Pisa, September, 18-26. eds Boulicaut J-F, Esposito F.,
Giannotti F, and Pedreschi D. Springer.
I66: Hand
D.J. (2004) Academic obsessions and classification realities: ignoring
practicalities in supervised classification.
In Classification, Clustering and
Data Mining Applications. ed. D.Banks, L.House, F.R.McMorris, P.Arabie, and
W.Gaul. Springer.209-232.
I65: Hand
D.J. (2004) Crime, statistics, and behaviour.
In Statistics, Science, and Public
Policy VIII: Science, Ethics, and the Law. April 23-26, 2003, ed.
A.M.Herzberg and R.W.Oldford, Queen's University, Canada, 181-187.
I64: Hand
D.J. (2003) Choosing the right ‘optimal’ model in supervised classification. In
Literacia e Estaíistica, Actas do X
Congresso Anual da Socieda Portugesa de Estatística, Porto, 25-28 September,
2002, 31-41.
I63: Hand
D.J. (2004) Credit scoring. Encyclopedia
of Actuarial Science. ed. J.Teugels and B.Sundt. Chichester: Wiley. Vol.1,
410-41.
I62: Hand
D.J. (2003) Pattern discovery in data mining. In Analisi statistica multivariata per le sceinze economico-sociali, le
science naturali e la tecnologia. Società
Italialia di Statistica, Salita de' Creszenzi 26, 00186 Roma.15-26.
I61: Hand
D.J. (2003) Individual freedom and the choice of umbrella. In Statistics, Science, and Public Policy VII:
Environment, Health, and Globalization. April 17-20, 2002, ed. A.M.Herzberg
and R.W.Oldford, Queen's University, Canada, 213-218.
I60: Hand D.J. (2003) Selling mackerel by the
pound. In Statistics, Science, and Public Policy VII: Environment, Health, and
Globalization. April 17-20, 2002, ed. A.M.Herzberg and R.W.Oldford, Queen's
University, Canada, 67-72.
I59: Vinciotti
V. and Hand D.J. (2002) Scorecard construction with unbalanced class sizes. The Journal of Iranian Statistical Society, 2,
189-205.
I58: Hand
D.J. (2002) Discussion and conclusions. In Statistics,
Science, and Public Policy VI: Science and Responsibility. April 18-21,
2001, ed. A.M.Herzberg and R.W.Oldford, Queen's University, Canada, 267-271.
I57: Hand
D.J. (2002) The framing of decisions as distinct from the making of decisions.
In Statistics, Science, and Public
Policy: VI: Science and Responsibility. April 18-21, 2001, ed. A.M.Herzberg
and R.W.Oldford, Queen's University, Canada, 157-161.
I56: Hand
D.J. (2002) A discussion of cultures: two or three. In Statistics, Science, and Public Policy VI: Science and Responsibility.
April 18-21, 2001, ed. A.M.Herzberg and R.W.Oldford, Queen's University,
Canada, 81-83.
I55: Hand
D.J. Neural networks. Encyclopedia of
Environmetrics. el-Shaarawi AH, Piegorsch WW, editors. Chichester: Wiley.
I54: Hand
D.J. Artificial intelligence. Encyclopedia
of Environmetrics. el-Shaarawi AH, Piegorsch WW, editors. Chichester: Wiley.
I53: Hand
D.J. Data mining. Encyclopedia of
Environmetrics. el-Shaarawi AH, Piegorsch WW, editors. Chichester:
Wiley. Revised in D. Hand (2012). Data
mining in Encyclopedia
of Environmetrics Second Edition, A.-H. El-Shaarawi and
W. Piegorsch (eds). John Wiley
& Sons Ltd, Chichester, UK, pp. 1773-1777. 2013. DOI 10.1002/9780470057339.vad002.pub2.
I52: Hand D.J. Modern data analysis: a clash of
paradigms. Classification, Automation,
and New Media. Springer, 75-85.
I51: Hand
D.J., Adams N.M. and Kelly M.G. (2001) Multiple classifier systems based on
interpretable linear classifiers. Proceedings
of the Second International Workshop on Multiple Classifier Systems, MCS 2001,
Cambridge, July, 136-147.
I50: Hand D.J. (2001) Education to equip people
for change. In Statistics, Science, and
Public Policy V: Society, Science, and Education. ed. A.M.Herzberg and I.
Krupka, Queen’s University, Canada, 197-201.
I49: Hand
D.J. (2001) Reject inference in credit operations. Handbook of Credit Scoring.
Ed. Elizabeth Mays. Chicago: Glenlake Publishing. p225-240.
I48: Hand
D.J. and Blunt G. (2000) Prospecting for gems in credit card data. Proceedings
of the Workshop on Statistical Modelling for Data Mining, University of
Pavia, October 25th - 26th.
I47: Hand
D.J. (2000) Mining medical data. Statistical
Methods in Medical Research, 9, 1-3.
I46: Hand
D.J. (2000) Methodological issues in data mining. COMPSTAT 2000: Proceedings in Computational Statistics, ed.
J.G.Bethlehem and P.G.M. van der Heijden. Physica-Verlag, 77-85.
I45: Hand
D.J. (1999) Measurement and the nature of science: the impact on the
relationship between science and the public. In Statistics Science and Public Policy, III: Science and the Public Trust.
ed. A.M.Herzberg and I.Krupka, Queen’s University, Canada, 103-108.
I44: Hand
D.J. (2002) Statistics. Handbook of
Knowledge Discovery and Data Mining, ed. W. Klösgen and J. Zytkow.Oxford:
Oxford University Press. 637-643.
I43: Hand
D.J., (1999) Intelligent data analysis and deep understanding. In Causal Models and Intelligent Data
Management, ed. A. Gammerman, Springer-Verlag. 67-80
I42: Hand
D.J. (1999) Statistics and data mining: intersecting disciplines. SIGKDD Explorations, 1, 16-19.
I41: Hand
D.J.(1999) Data mining: new challenges for statisticians. Proceedings of the ASC International Conference, 1999. ed.
C.Christie and J.Francis et al., Association for Survey Computing, 21-29. Also Social Science Computer Review, (2000) 18, 442-449.
I40: Hand
D.J. (1999) Why data mining is more than statistics writ large. Bulletin of the International Statistical
Institute, 52nd Session, Vol. 1, 433-436.
I39: Hand
D.J. (1998) Reject inference in credit operations. In Credit Risk Modelling: Design and Application, ed. By Elizabeth F.
Mays, publ. Glenlake Publishing, 181-190.
I38: Hand D.J. (1998) Scientific method and
statistics. Encyclopedia of
Biostatistics, Wiley. 3967-3971.
I37: Hand D.J. (1998) Measurement scale. Encyclopedia of Biostatistics, Wiley.
2521-2524.
I36: Hand D.J. (1998) Artificial intelligence. Encyclopedia of Biostatistics, Wiley.
193-196.
I35: Hand D.J. (1998) Discriminant analysis,
Linear. Encyclopedia of Biostatistics,
Wiley. 1168-1179.
I34: Hand D.J. (1998) The importance of statistics in the
gathering and analysis of data. In Statistics,
Science, and Public Policy. Ed. A.M.Herzberg and I.Krupka. Kingston:
Queen’s University. 103-105.
I33: Hand
D.J. (1997) Scientific and statistical hypotheses: bridging the gap. Understanding
Social Research: perspectives on methodology and practice, ed G.McKenzie,
J.Powell, and R.Usher, Falmer Press, 124-136.
I32: Hand D.J. (1997) Intelligent data
analysis: issues and opportunities. In Advances
in Intelligent Data Analysis: Reasoning about Data. ed. Xiaohui Liu, Paul
Cohen, and Michael Berthold.. Berlin: Springer. 1-14. Reprinted in Intelligent Data Analysis, 2,
67-79, 1998.
I31: Hand D.J. and Henley W.E. (1997) Some
developments in statistical credit scoring, in Machine learning and statistics: the interface. ed. G.Nakhaeizadeh
and C.Taylor. Wiley. 221-237.
I30:
Hand D.J., (1996) Classification and computers: shifting the focus. In COMPSTAT - Proceedings in Computational
Statistics, 1996. ed. A.Prat. Physica-Verlag. p77-88.
I29: Hand D.J. (1996) Further statistical
methods. Research Methods, ed. A.
Greenfield, Edward Arnold. 189-194. Revised 2016.
I28: Lunneborg C.E. and Hand D.J. (1996) Data analysis by computer. Research Methods, ed. A. Greenfield,
Edward Arnold. 195-203.
I27: Hand D.J. (1996) Elementary
statistics. Research Methods, ed. A. Greenfield, Edward Arnold. 181-188.
I26: Hand D.J. (1994) Recent results in pattern
recognition theory and applications. In Current topics in pattern recognition
research, 1, 113–123.
I25: Hand D.J. (1994) The impact of artificial
intelligence on statistical data analysis. Softstat–93: Advances in statistical software 4, ed.
F. Faulbaum. Fischer-Verlag. 3–10.
I24: Hand D.J. (1994) Artificial intelligence
and statistics: synergy in action, in Artificial
Intelligence in Mathematics, ed. J. Johnson, S. McKee and A. Vella. The
Clarendon Press, 265-278.
I23: Hand D.J. and W.E. Henley (1994) Inference
about rejected cases in discriminant analysis. In New approaches in classification and data analysis. ed. E. Diday et al. Springer-Verlag. 292-299.
I22: Hand D.J. (1994) Statistics and computing:
the promise and the risk. In AI and Computer Power: the Impact on Statistics. ed. Hand D.J. Chapman & Hall, 1-8.
I21: Hand D.J. Information technology and
statistics, in International
Encyclopaedia of Information Technology, ed. P. Hills, publ. Croom
Helm.
I20: Gale W.A., Hand D.J., and Kelly A.E.
(1993) Statistical applications of artificial intelligence, in Handbook of Statistics, Vol 9, ed. C.R.
Rao. Elsevier, 535–576.
I19: Hand D.J. (1993) AI in statistics, New Techniques and Technologies in
Statistics, Office for Official Publications of the European Communities,
133–140.
I18: Hand D.J. (1992) Microdata, macrodata, and
metadata, in Computational Statistics,
Vol. 2, ed. Y. Dodge and J. Whittaker.
Heidelberg; Physica-Verlag, 325–340.
I17: Hand D.J. (1991) How to analyse your
repeated measures data, in Proceedings of
the Workshop on design of longitudinal studies and analysis of repeated
measures data. ed. S.R. Wilson. Centre for Mathematics and Its Applications.
3-16.
I16: Hand D.J. (1991) Statistics, in Software Engineer’s Reference Book, ed.
J.A. McDermid, Publ. Butterworth, 6/3–6/11.
I15: Hand D.J. and Cubitt R. (1991) Statistical
expert systems, in Statistical and
scientific databases, ed. Z. Michalewicz. Publ. Ellis-Horwood, 421–429.
I14: Hand D.J. (1991) Classification trees, in New Developments in Statistics for
Psychology and the Social Sciences, Vol. 2, ed. A. and S. Lovie, London:
Routledge, 81–94.
I13: Hand D.J. (1990) Emergent themes in
statistical expert systems, in Knowledge,
Data, and Computer-Assisted Decisions, ed. M. Schader and W. Gaul,
Springer-Verlag, 279–288.
I12: Hand D.J. (1989) The applications of
artificial intelligence in statistics, in Development
of Statistical Expert Systems, Eurostat News Special Edition, EEC,
Luxembourg, 35–48.
I11: Hand D.J. (1989) Artificial intelligence
in psychiatric research, in Microcomputers,
Psychology, and Medicine, ed. R.
West, M. Christie, and J. Weinman, J. Wiley and Sons. 45-55.
I10: Hand D.J. (1989) Discriminant analysis for
psychiatric screening, in Assignments in
Applied Statistics, ed. S.
Conrad, Wiley, 137–46.
I9: Hand D.J. and Glover E.J. (1989) The
impact of information technology, in The
Scope of Epidemiological Psychiatry,
ed. P. Williams, G. Wilkinson, and K. Rawnsley, publ. Routledge,
128–36.
I8: Hand D.J. (1987) Statistical expert
systems research, The Professional
Statistician, 6, No. 10, December,
10–12.
I7: Hand D.J. (1987) The application of
expert systems in statistics, in Interactions
in Artificial Intelligence and Statistical Methods, ed. Bob Phelps, Aldershot: Gower Technical Press.
I6: Hand D.J. (1986) Cross-validation in
error rate estimation, Proceedings of the
13th Biometric Conference, Seattle.
I5: Hand D.J. (1986) Pattern recognition —
or how to tell it’s one of those, in The
Fascination of Statistics, ed.
T.H. Hassard et al, Marcel-Dekker. 65-72.
I4: Hand D.J. (1985) Choice of statistical
technique, ISI Bulletin, Proceedings of the 45th (Centennial)
Session, Amsterdam, August, 1985, Vol. 3, 21.1–1 to 21.1–16.
I3: Hand D.J. (1984) Experimental design and
sample selection, in The Scientific Basis
of Psychopathology, ed. P.
McGuffin, M.F. Shanks, and R.J. Hodgson, Academic Press, 701–13.
I2: Hand D.J. (1984) Statistics, in The Scientific Basis of Psychopathology,
ed. P. McGuffin, M.F. Shanks, and R.J. Hodgson, Academic Press, 679–99.
I1: Hand D.J. (1978) A survey of techniques
for classifying incomplete vectors, in Data
structure analysis and its applications; ENST-C-78002, ed. J. Kittler,
Ecole Nationale Superieure des Telecommunications, Paris.
Contributed articles
C67: Roulston
M, Hand D.J., and Harding D.W. (2016) Establishing a real-money prediction
market for climate on decadal horizon, Poster presented at the American
Geophysical Union Fall Meeting, 12-16 December 2016, San Francisco.
C66: Hand D.J. (2016) The case against a
paradigm shift in the way we use data. Journal
of the Foundation for Science and Technology, 21, 10-12.
C65: Hand D.J. (1993) Hyposemiology, In Statistical Meta
Information Systems,Proceedings of the Conference, Luxembourg 2-4 February,
p417-9, Eurostat.
C64: Hand D.J. (2010) Statistics in government,
with crime statistics as a case study. Foundation
for Science and Technology,
http://www.foundation.org.uk/events/audios/audiopdf.htm?e=430&s=1169
C63: Adams, N.M., Tasoulis, D.K., Anagnostopoulos, C. and Hand, D.J.
(2010) Temporally-adaptive linear classification for handling population drift
in credit scoring, Lechevallier,
Y. And Saporta. (eds), COMPSTAT2010,
Proceedings of the 19th International Conference on
Computational Statistics, Springer, 167-176.
C62: Bentham
J. and Hand D.J. (2009) Detecting new kinds of patient safety incidents. Discovery Science, 2009. Springer Lecture Notes on Artificial
Intelligence, 5808, ed. J. Gama et al,
51-65.
C61: Hand D.J.
and Blunt G. (2009) Estimating the iceberg: how much fraud is there in the UK? Journal of Financial Transformation, 25,
part 1, p19-29. http://www.capco.com/?q=content/journal-detail&sid=1094
C60: Hand D.J. and Yu K. (2009) Justifying adverse actions with new
scorecard technologies. Journal of
Financial Transformation, 26,
87-91.
C59: Hand
D.J. (2009) Did over-reliance on financial models for risk assessment create
the financial crisis? Foundation for
Science and Technology Journal, 20,
28-29. http://www.foundation.org.uk/events/pdf/20090610_Hand.pdf. And in Best
Writing on Mathematics, 2011, Princeton University Press, under the title
‘Did over-reliance on mathematical models for risk assessment create the
financial crisis?’, p67-74, Princeton University Press, 2012.
C58: Brentnall, A. R., M. J. Crowder, and D. J.
Hand (2008). Empirical random-effects models to predict the amount individuals
withdraw at cash machines. In P. H. Eilers (Ed.), Proceedings of the 23rd International Workshop on Statistical Modelling,
pp. 131-136.
C57: Tasoulis,
D.K, Adams, N.M. and Hand D.J. (2008) Exploiting and handling delayed
measurements in sensor systems, SENSORCOMM ’08, Second International
Conference on Sensor Technologies and Applications, 2008, 166-171.
C56: Whitrow C., Hand D.J.,
Adams N.M., Weston D., and Juszczak P. (2008) Combining fraud detection
methods. International Crime Science
Conference, British Library.
C55: Pavlidis, N.G., Tasoulis,
D.K., Adams, N.M. and Hand, D.J. (2008) Dynamic multi-armed bandit with covariates.
ECAI 2008, 18th European
Conference on Artificial Intelligence, M. Ghallab, C.D. Spyropoulos,
N. Fakotakis and N. Avouris (Eds), 777-778.
C54: Tasoulis D, Adams N.M., Weston D.J. , and
Hand D.J. (2008) Mining information from plastic card transaction streams. COMPSTAT 2008, Proceedings in
Computational Statistics: 18th Symposium Held in Porto, Portugal 2008, Paula
Brito (ed). Physica-Verlag 2008; Volume 2, 315-322.
C53: Anagnostopoulos,
C., Tasoulis, D.K., Adams, N.M. and Hand, D.J. (2008) Online optimization for
variable selection in data streams. ECAI 2008, 18th European
Conference on Artificial Intelligence, M. Ghallab, C.D. Spyropoulos, N.
Fakotakis and N. Avouris (Eds), 132-136.
C52: Anagnostopoulos, C.,
Adams, N.M. and Hand, D.J. (2008) Deciding what to observe next: adaptive
variable selection for regression in multivariate data streams. In Proceedings of the ACM Symposium on Applied
Computing (SAC), 961-965.
C51: Pavlidis N., Tasoulis D.K., Hand D.J.,
(2008) Simulation studies of multi-armed bandits with covariates.
In 10th International Conference on Computer Modelling and Simulation,
Cambridge, 493-498.
C50: Tasoulis, D.K, Adams, N.M. and Hand D.J. (2008) Simulation and analysis
of delay handling mechanisms in sensor networks” in Proceedings of the 10th International Conference on Computer
Modelling and Simulation, 661-666.
C49: Tasoulis D.K., Adams N.M., and Hand D.J.
(2007) Should delayed measurements always be incorporated in filtering? 15th International Conference on Digital
Signal Processing, 264-267.
C48: Tasoulis D.K., Adams N.M., and Hand D.J. (2007) Selective fusion
of delayed measurements in filtering. In IEEE
International Workshop on Machine Learning for Signal Processing, 336-341.
C47: Tasoulis
D.K., Adams N.M., and Hand D.J. (2006) Unsupervised clustering in streaming
data. IEEE International Conference on
Data Mining. 638-642.
C46: Adams
N.M., Hand D.J., Montana G., Weston D.J., and Whitrow C.W. (2006) Fraud
detection in consumer credit. Expert
Update, 9(1), 21-27.
C45: Hand D.J. and Zhang Z. (2005) Spotting the difference: detecting
local structures in large data sets. Expert
Update, 8, 11-18.
C44: Hand D.J.,
Adams N.M., and Heard N.A. (2004) Pattern discovery tools for detecting
cheating in student coursework. In Local Pattern Detection: International
Seminar, Dagstuhl Castle, Germany, April 12-16, 2004, eds K.Morik, J-F
Boulicaut, and A. Siebes. 39-52. Springer-Verlag, Berlin.
C43: Zhang Z. and Hand D.J. (2005) Detecting
groups of anomalously similar objects in large data sets. In Advances in
Intelligent Data Analysis VI: 6th International Symposium on Intelligent Data
Analysis, IDA 2005, Madrid, Spain. September
8-10, 2005. Ed. A. Fazel Famili, Joost N. Kok, José M. Peña, et al. p509-519.
C42: King M., Crowder M.J., Hand D.J., Harris N.G.,
Williams S.R, Obrenovitch T.P, Gadian D.G.. (2003) Is there an ADC threshold
for depolarisation? An MCMC analysis. Proc.
Of the 11th Annual Meeting of the Int. Soc. Magn. Reson. Med., Toronto.
Society of Magnetic Resonance in Medicine, Berkeley, CA, p1944
C41: King
MD, Crowder MK, Hand DJ, Harris NG, Williams SR, Obrenovitch TP, Gadian DG
(2002) A Markov chain Monte Carlo simulations analysis of the temporal apparent
diffusion coefficient and DC potential responses to focal ischaemia. Proc of the 10th Annual Meeting
of the Int Soc Magn Reson Med , Honolulu. Society of Magnetic Resonance in
Medicine, Berkely CA, p1175.
C40: McDonald R.A., Eckley I.A. and Hand D.J. (2004) A classifier
combination tree algorithm. In Structural,
Syntactic, and Statistical Pattern Recognition, ed. A.Fred, T.Caelli,
R.P.W. Duin, A.Campilho, and D de Ridder, Springer, 609-617.
C39: McDonald
R., Hand D.J., and Eckley I. (2003) An empirical comparison of three boosting
algorithms on real data sets with artificial class noise, in Proceedings of MCS2003 (LNCS 2709), ed.
T. Windeatt and F. Roli, p 35-44, 2003,
Berlin Springer-Verlag.
C38: Bolton
R.J., Hand D.J., and Adams N.N. (2002) Determining hit rate in pattern search.
In Pattern Detection and Discovery,
ed. D.J.Hand, N.M.Adams, and R.J.Bolton. Springer. 36-48.
C37: Hand
D.J. (2002) Pattern detection and discovery. In Pattern Detection and Discovery, ed. D.J.Hand, N.M.Adams, and
R.J.Bolton. Springer. 1-12.
C36: Bolton
R.J.and Hand D.J. (2001) Significance tests for patterns in continuous
data. In Proceedings of the 2001 IEEE International Conference on Data
Mining, ed. N.Cercone, T.Y.Lin, and X.Wu. IEEE Computer Society, Los
Alamitos, California. 67-74.
C35: Yearling D. and Hand D.J. (2001) Investigating temporal
patterns of fault behaviour within large telephony networks. In Advances in Intelligent Data Analysis,
ed F.Hoffmann, D.J. Hand, N.Adams, D.Fisher, and G.Guimaraes. Cascais, Portugal. 340-349.
C34: Cohen
P., Adams N., and Hand D.J. (2001) The IDA’01 robot data challenge. In Advances in Intelligent Data Analysis,
ed F.Hoffmann, D.J. Hand, N.Adams, D.Fisher, and G.Guimaraes. Springer. 378-381.
C33: Ferreira
J.T.A.S., Denison D.G.T, and Hand D.J. (2001) Data mining with products of
trees. In Advances in Intelligent Data
Analysis, ed F.Hoffmann, D.J. Hand, N.Adams, D.Fisher, and
G.Guimaraes. Cascais, Portugal. 167-176
C32: Norgate, S.H., Adams, N., Rose, S.P.R., Hand, D.
(2001) A meta-analysis of behaviour genetic studies of I.Q.: evidence for 'g'
factor?' Paper presented at the British Psychological Society joint
Developmental Education Section Conference, University of Worcester, September
7th.
C31: Hand
D.J. (2000) Synergy in drug combinations. In Data Analysis, ed. W.Gaul, O.Opitz, and M.Schader. Berlin,
Springer, 471-5.
C30: Denison, D.G.T, Adams, N.M., Holmes, C. and Hand,
D.J. (2000). Bayesian Partition Modelling. Proceedings
of NMDM2000, International Meeting on Nonlinear Methods and Data Mining,
Rome, 25-26 September 2000.
C29: Hand
D.J. (1999) Introduction. In Intelligent
Data Analysis, ed. M.Berthold and D.J.Hand, Springer, 1-14.
C28: Mertens
B.J.A. and Hand D.J. (1999) Adjusted estimation for the combination of
classifiers. Advances in Intelligent Data
Analysis, ed. D.J.Hand, J.N.Kok, and M.R.Berthold. Springer, Berlin.
317-330.
C27: Kelly
M.G., Hand D.J., and Adams N.M. (1999) Supervised classification problems: how
to be both judge and jury. Advances in Intelligent Data Analysis,
ed. D.J.Hand, J.N.Kok, and M.R.Berthold. Springer, Berlin. 235-244.
C26: Kelly
M.G., Hand D.J., and Adams N.M. (1999) The impact of changing populations on
classifier performance. Proceedings of
the Fifth ACM SIGKDD International Conference on Knowledge Discovery and Data
Mining, ed. S.Chaudhuri and D.Madigan, Association for Computing Machinery,
New York. 367-371.
C25: Hand
D.J. (1998) Consumer credit and statistics. In Statistics in Finance, ed. D.J. Hand and S.D.Jacka, London, Arnold,
69-81.
C24: Adams
N.M., Hand D.J., and Li H.G. (1998) A simulation study of indirect prognostic
classification. In Proceedings in
Computational Statistics, COMPSTAT-98, ed. R.Payne and P.Green, Heidelberg,
Physica- Verlag, 149-154.
C23: Kelly
M.G., Hand D.J., and Adams N.M. (1998) Defining the goals to optimise data
mining performance. Proceedings of the
Fourth International Conference on Knowledge Discovery and Data Mining, ed.
R.Agrawal, P.Stolorz, and G. Piatetsky-Shapiro. Menlo Park: AAAI Press.
234-238.
C22: Hand
D.J. Data mining - reaching beyond statistics. (1998) Proceedings of the KESDA98 conference, Luxembourg, April.
C21: Schiavo
R.A. and Hand D.J. (1998) Neural networks, PAC learning, and error rate
estimation. XXXIX Riunione Scientifica
della Societa’ Italiana di Statistica, Sorrento, April.
C20:
Mertens B.J.A. and Hand D.J. (1997) Biased methods of classification in
high dimensions: a comparative assessment. In Classification and Knowledge Organization, ed. R.Klar and O.Opitz,
Berlin: Springer. Pp 162-170.
C19:
Gower J.C., Hand D.J. and Ngouenet R.F. (1997) The development of
interactive graphical software for a unified biplot methodology. In Computing Science and Statistics, 29,
eds: EJ Wegman and SP Azen, International Association for Statistical
Computing, Pasadena, California, pp 22-27.
C18: Hand
D.J., Yu K., and Adams N. (1997) Assessing and improving classification
rules. Preliminary Papers of the Sixth International Workshop on AI and
Statistics, Florida, January. Ed.
D.Madigan and P.Smyth. Society for AI and Statistics. 243-253.
C17: Oliver J.J. and Hand D.J. (1995) On pruning
and averaging decision trees. In Machine
Learning: Proceedings of the 12th International Conference on Machine Learning.
Ed. A.Prieditis and S.Russell, Tahoe City, California, Morgan Kauffman.
C16: Hand D.J. (1994) Statistical strategy: step
1. Selecting
Models from Data : Artificial Intelligence and Statistics IV, eds. P.
Cheeseman and R.W. Oldford.
Springer-Verlag, p3-9.
C15: Oliver J.J. and Hand D.J. (1994) Averaging
over decision stumps. Machine Learning:
ECML–94 Proceedings of the European Conference on Machine Learning, eds.
F. Bergadano and L. de Raedt, Catania, Italy, Berlin:
Springer-Verlag, p231–241.
C14: Hand D.J. (1993) Perspectives in
classification and the future of the IFCS. IFCS
Newsletter, 7, p4–6, October.
C13: Hand D.J. (1993) The first step in
statistical consultancy, Proceedings of
1992 International Biometric Conference, Hamilton, New Zealand, p221–228.
C12: Hand D.J. (1993) Measurement scales as
metadata, in Artificial intelligence
Frontiers in Statistics, ed Hand D.J..
Chapman & Hall, p54–64.
C11: Hand D.J. (1992) On editing journals, News and Notes of the Royal Statistical
Society, Vol. 18, No. 6. And reprinted in As the publisher and the editor said to the author, 2nd ed.,
Bradford: MCB University Press, p15–16, (1993).
C10: Hand D.J. (1987) Bibliography on
statistical consulting, in The
Statistical Consultant in Action, ed.
Hand D.J. and B.S. Everitt, Cambridge University Press, p180–2.
C9: Hand D.J. and Everitt B.S. (1987)
Statistical consultancy, in The
Statistical Consultant in Action, ed. Hand D.J. and B.S. Everitt, Cambridge
University Press, p1–10.
C8: Hand D.J. (1986) Patterns in statistical
strategy, in Artificial Intelligence and
Statistics, ed. W. Gale, publ. Addison Wesley.
C7: Hand D.J. (1982) Statistical pattern
recognition on binary variables, in Pattern
Recognition Theory and Applications,
ed. J. Kittler, K.S. Fu, and L.F. Pau, publ. D. Reidel Publishing Company,
Boston, p19–33.
C6: Tarnopolsky A., Hand D.J., Barker S.M.,
and Jenkins L.M. (1980) Aircraft noise annoyance and mental health: a
psychiatric viewpoint, Proceedings of the
Third International Congress on Noise as a Public Health Problem, Freiburg, September, 1978,
American-Speech-Language Association Report No. 10, p588–93.
C5: Hand D.J., Tarnopolsky A. , Barker S.M.,
and Jenkins L.M. (1980) Relationships between psychiatric hospital admissions
and aircraft noise: a new study, Proceedings
of the Third International Congress on Noise as a Public Health Problem, Freiburg, September, 1978, American
Speech-Language-Hearing Association Report No. 10, p277–82.
C4 Batchelor B.G., and Hand D.J. (1976) A
pattern recognition competition, Proceedings
of the Third International Joint Conference on Pattern Recognition, San Diego.
C3: Hand D.J. and Batchelor B.G. (1976) The
classification of incomplete vectors, Proceedings
of the Third International Joint Conference on Pattern Recognition, San Diego.
C2: Hand D.J. and Batchelor B.G. (1975)
Classification of incomplete vectors using orthogonal function methods, Proceedings of the Third International
Conference of Cybernetics and Systems,
Bucharest
C1: Hand D.J. and Batchelor B.G. (1974) A
preliminary note on pattern classification using incomplete vectors, Proceedings of the Second International
Joint Conference on Pattern Recognition, Copenhagen.