Imperial College London

ProfessorDavidHand

Faculty of Natural SciencesDepartment of Mathematics

Senior Research Investigator
 
 
 
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Contact

 

+44 (0)20 7594 2843d.j.hand Website CV

 
 
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Assistant

 

Mrs Louise Rowland +44 (0)20 7594 2843

 
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Location

 

547Huxley BuildingSouth Kensington Campus

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Summary

 

Publications

Publication Type
Year
to

282 results found

Hand DJ, 2002, The framing of decisions as distinct from the making of decisions, Kingston, Ontario, Statistics, science and public policy VI : science and responsibility: proceedings of the conference on statistics, science and public policy held at Herstmonceux Castle, Hailsham, U.K., 18 - 21 April 2001, Publisher: Queen's University, Pages: 157-161

CONFERENCE PAPER

Hand DJ, 2002, Data mining, Encyclopedia of environmetrics, Editors: el-Shaarawi, Piegorsch, Chichester, Publisher: Wiley, Pages: 1-8, ISBN: 9780471899976

BOOK CHAPTER

Hand DJ, 2002, Statistics, Handbook of data mining and knowledge discovery, Editors: Klosgen, Zytkow, Oxford, Publisher: Oxford University Press, Pages: 637-643, ISBN: 9780195118315

BOOK CHAPTER

Hand DJ, Adams NM, Bolton RJ, Hand DJ, Adams NM, Bolton RJet al., 2002, Pattern detection and discovery : ESF exploratory workshop, London, UK, 16 - 19 September 2002 : proceedings, Berlin, Publisher: Springer-Verlag, ISBN: 9783540441489

BOOK

Hand DJ, Hand DJ, Hand DJ, 2002, Modern data analysis: a clash of paradigms, Berlin, 24th annual conference of the German-Classification-Society, University of Passau, Passau, Germany, 15 - 17 March 2000, Publisher: Springer-Verlag, Pages: 75-85, ISSN: 1431-8814

Several distinct intellectual communities are involved in modern developments in data analysis. Of these, perhaps the most important are statistics and computing science. These two disciplines have different emphases, different strengths, and different weaknesses. Statistical data analysis has the merit of a clear and principled theoretical base, but this has been earned at the cost of restricting the class of problems to which the methods may be applied. In contrast, data analysis derived from a computing science background often lacks a sound theoretical base, but this frees it to tackle a wider range of problems. This talk looks at the historical contexts from which the two approaches arose, and examines some of the similarities and differences between them.

CONFERENCE PAPER

Hand DJ, Kelly MG, 2002, Superscorecards, IMA Journal of Management Mathematics, Vol: 13, Pages: 273-282, ISSN: 1471-678X

JOURNAL ARTICLE

King MD, Crowder MJ, Hand DJ, Harris NG, Williams SR, Obrenovitch TP, Gadian DG, King MD, Crowder MJ, Hand DJ, Harris NG, Williams SR, Obrenovitch TP, Gadian DGet al., 2002, A Markov chain Monte Carlo simulations analysis of the temporal apparent diffusion coefficient and DC potential responses to focal ischaemia (CD-ROM), Berkley, CA, 10th annual meeting of the International Society for Magnetic Resonance in Medicine, Honolulu, 18 - 24 May 2002, Publisher: International Society for Magnetic Resonance in Medicine, Pages: 1175-1175

CONFERENCE PAPER

Li HG, Hand DJ, Li HG, Hand DJet al., 2002, Direct versus indirect credit scoring classifications, JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, Vol: 53, Pages: 647-654, ISSN: 0160-5682

JOURNAL ARTICLE

Provost F, Breiman L, Bolton RJ, Hand DJet al., 2002, Statistical fraud detection: A review - Comments and rejoinders, STATISTICAL SCIENCE, Vol: 17, Pages: 249-255, ISSN: 0883-4237

JOURNAL ARTICLE

Vinciotti V, Hand DJ, 2002, Scorecard construction with unbalanced class sizes, Journal of Iranian Statistical Society, Vol: 2, Pages: 189-205

JOURNAL ARTICLE

Adams NM, Hand DJ, Till R, Adams NM, Hand DJ, Till RJet al., 2001, Mining for classes and patterns in behavioural data, JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, Vol: 52, Pages: 1017-1024, ISSN: 0160-5682

JOURNAL ARTICLE

Bolton RJ, Hand DJ, Bolton RJ, Hand DJ, Bolton RJ, Hand DJet al., 2001, Significance tests for patterns in continuous data, Los Alamitos, IEEE international conference on date mining San Jose, California, Publisher: I E E E, Pages: 67-74

In this paper we consider the question of uncertainty of detected patterns in data mining. In particular, we develop statistical tests for patterns found in continuous data, indicating the significance of these patterns in terms of the probability that they have occurred by chance. We examine the performance of these tests on patterns detected in several large data sets, including a data set describing the locations of earthquakes in California and another describing flow cytometry measurements on phytoplankton.

CONFERENCE PAPER

Cohen P, Adams N, Hand DJ, Cohen P, Adams N, Hand DJet al., 2001, The IDA'01 robot data challenge, Berlin, Advances in intelligent data analysis: 4th international conference, IDA 2001, Cascais, Portugal, 13 - 15 September 2001. Proceedings, Publisher: Springer, Pages: 378-382

CONFERENCE PAPER

Ferreira, JTAS, Denison DGT, Hand DJet al., 2001, Data mining with products of trees, Berlin, Advances in intelligent data analysis: 4th international conference, IDA 2001, Cascais, Portugal, 13 - 15 September 2001, proceedings, Publisher: Springer, Pages: 167-176

CONFERENCE PAPER

Hand DJ, Hand DJ, Hand DJ, Hand DJet al., 2001, Measuring diagnostic accuracy of statistical prediction rules, Workshop on Prediction in Medical Statistics, Publisher: BLACKWELL PUBL LTD, Pages: 3-16, ISSN: 0039-0402

Many different statistical methods have been developed for predicting the disease classes of patients. However, in order to have confidence in the results of such methods, their performance needs to be assessed. Different performance measures are reviewed and the circumstances in which they are relevant are described. Subtleties exist which must be taken into account to ensure that the measure chosen matches the objectives. Examples are given showing different interpretations of future diagnostic performance.

CONFERENCE PAPER

Hand DJ, Kelly MG, Hand DJ, Kelly MGet al., 2001, Lookahead scorecards for new fixed term credit products, JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, Vol: 52, Pages: 989-996, ISSN: 0160-5682

JOURNAL ARTICLE

Hand DJ, Li HG, Adams NM, J Hand D, Gui Li H, M Adams Net al., 2001, Supervised classification with structured class definitions, COMPUTATIONAL STATISTICS & DATA ANALYSIS, Vol: 36, Pages: 209-225, ISSN: 0167-9473

JOURNAL ARTICLE

Hand DJ, Till RJ, 2001, A simple generalisation of the area under the ROC curve for multiple class classification problems, MACHINE LEARNING, Vol: 45, Pages: 171-186, ISSN: 0885-6125

JOURNAL ARTICLE

Hand DJ, Yu K, 2001, Idiot's Bayes: Not So Stupid after All?, International Statistical Review / Revue Internationale de Statistique, Vol: 69, Pages: 385-385, ISSN: 0306-7734

JOURNAL ARTICLE

Hand DJ, Yu KM, Hand DJ, Yu Ket al., 2001, Idiot's Bayes - Not so stupid after all?, INTERNATIONAL STATISTICAL REVIEW, Vol: 69, Pages: 385-398, ISSN: 0306-7734

JOURNAL ARTICLE

Hand DJ, 2001, Reject inference in credit operations, Handbook of credit scoring, Editors: Mays, Chicago, Publisher: Glenlake, Pages: 225-240, ISBN: 9781579583026

BOOK CHAPTER

Hand DJ, 2001, Education to equip people for change, Kingston, Ontario, Statistics, science and public policy V : society, science and education: proceedings of the conference on statistics, science and public policy held at Herstmonceux Castle, Hailsham, U.K., 26 - 29 April 2000, Publisher: Queen's University, Pages: 197-201

CONFERENCE PAPER

Hand DJ, 2001, Modelling consumer credit risk, IMA Journal of Management Mathematics, Vol: 12, Pages: 139-156, ISSN: 1471-678X

JOURNAL ARTICLE

Hand DJ, Adams NM, Kelly MG, Hand DJ, Adams NM, Kelly MGet al., 2001, Multiple classifier systems based on interpretable linear classifiers, Berlin, Second international workshop, MCS 2001, Cambridge, UK, 2 - 4 July 2001, Publisher: Springer, Pages: 136-147

CONFERENCE PAPER

Hand DJ, Blunt G, 2001, Prospecting for gems in credit card data, IMA Journal of Management Mathematics, Vol: 12, Pages: 173-200, ISSN: 1471-678X

JOURNAL ARTICLE

Hand DJ, Mannila H, Smyth P, 2001, Principles of data mining, Cambridge, MA, Publisher: MIT Press, ISBN: 9780262082907

BOOK

Hoffmann F, Hand DJ, Adams N, Fisher D, Guimaraes G, Hoffmann F, Hand DJ, Adams N, Fisher D, Guimaraes Get al., 2001, Advances in intelligent data analysis : 4th international conference, IDA 2001 Cascais, Portugal, 13 - 15 September 2001 proceedings, Berlin, Publisher: Springer-Verlag, ISBN: 9783540425816

BOOK

Norgate SH, Adams N, Rose SPR, Hand DJet al., 2001, A meta-analysis of behaviour genetic twin studies of intelligence: evidence of 'g' factor?', Paper presented at the British Psychological Society joint developmental education section conference, University of Worcester, 7 September 2001, Pages: 1-31

CONFERENCE PAPER

Thodiyil PA, Hand DJ, Kakkar AK, 2001, Differential procoagulant gene expression may explain variation in thromboembolic risks in ovarian and breast cancer., BLOOD, Vol: 98, Pages: 445A-446A, ISSN: 0006-4971

JOURNAL ARTICLE

Yearling D, Hand DJ, 2001, Investigating temporal patterns of fault behaviour within large telephony networks, Berlin, Advances in intelligent data analysis: 4th international conference, IDA 2001, Cascais, Portugal, 13 - 15 September 2001. Proceedings, Publisher: Springer, Pages: 340-349

CONFERENCE PAPER

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