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 CV

 
 
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Assistant

 

Mrs Agnieszka Damasiewicz Niccolai +44 (0)20 7594 2843

 
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Location

 

547Huxley BuildingSouth Kensington Campus

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Summary

 

Publications

Publication Type
Year
to

290 results found

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 Jet al., 2008, European regulatory agencies should employ full time statisticians, BRITISH MEDICAL JOURNAL, Vol: 336, Pages: 250-250, ISSN: 0959-8146

JOURNAL ARTICLE

Tasoulis DK, Adams NM, Hand DJ, 2008, Simulation and Analysis of Delay Handling Mechanisms in Sensor Networks, UKSim 10th International Conference on Computer Modelling and Simulation (EUROSIM/UKSim), Publisher: IEEE COMPUTER SOC, Pages: 661-666

CONFERENCE PAPER

Pavlidis NG, Tasoulis DK, Hand DJ, 2008, Simulation studies of Multi-Armed Bandits with Covariates (Invited Paper), UKSim 10th International Conference on Computer Modelling and Simulation (EUROSIM/UKSim), Publisher: IEEE COMPUTER SOC, Pages: 493-498

CONFERENCE PAPER

Pavlidis NG, Tasoulis DK, Adams NM, Hand DJet al., 2008, Dynamic Multi-Armed Bandit with Covariates, 18th European Conference on Artificial Intelligence, Publisher: IOS PRESS, Pages: 777-+, ISSN: 0922-6389

CONFERENCE PAPER

Agrawal MC, Caudill SB, Chakraborti S, Draper N, Dryden I, Gani J, Gilmour SG, Govindarajulu Z, Hand DJ, Franses PH, Kacker R, Khamis H, Khuri AI, Lewis T, Mardia K, McLachlan G, Naik D, Prescott P, Kumar VSS, Tomizawa S, Wynn Het al., 2008, Professor Gopal Kanji's retirement as editor of Journal of Applied Statistics, JOURNAL OF APPLIED STATISTICS, Vol: 35, Pages: 1-8, ISSN: 0266-4763

JOURNAL ARTICLE

Wu X, Kumar V, Quinlan JR, Ghosh J, Yang Q, Motoda H, McLachlan GJ, Ng A, Liu B, Yu PS, Zhou Z-H, Steinbach M, Hand DJ, Steinberg Det al., 2008, Top 10 algorithms in data mining, KNOWLEDGE AND INFORMATION SYSTEMS, Vol: 14, Pages: 1-37, ISSN: 0219-1377

JOURNAL ARTICLE

Anagnostopoulos C, Tasoulis D, Hand DJ, Adams NMet al., 2008, Online optimization for variable selection in data streams, 18th European Conference on Artificial Intelligence, Publisher: IOS PRESS, Pages: 132-+, ISSN: 0922-6389

CONFERENCE PAPER

Brentnall AR, Crowder MJ, Hand DJ, 2008, A statistical model for the temporal pattern of individual automated teller machine withdrawals, JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES C-APPLIED STATISTICS, Vol: 57, Pages: 43-59, ISSN: 0035-9254

JOURNAL ARTICLE

Anagnostopoulos C, Adams NM, Hand DJ, 2008, Deciding what to observe next: adaptive variable selection for regression in multivariate data streams, 23rd Annual ACM Symposium on Applied Computing, Publisher: ASSOC COMPUTING MACHINERY, Pages: 961-965

CONFERENCE PAPER

Hand DJ, 2008, Breast cancer diagnosis from proteomic mass spectrometry data: a comparative evaluation., Stat Appl Genet Mol Biol, Vol: 7

The performance results of a wide range of different classifiers applied to proteomic mass spectra data, in a blind comparative assessment organised by Bart Mertens, are reviewed. The different approaches are summarised, issues of how to evaluate and compare the predictions are described, and the results of the different methods are examined. Although the different methods perform differently, their rank ordering varies according to how one measures performance, so that one cannot draw unequivocal conclusions about which is 'best.' Instead, it is clear that what matters is not the method by itself, but the interaction of method and user - the degree of sophistication of the user with a method. Nevertheless, such competitions do serve the useful role of setting (constantly improving) baselines against which new researchers can pit their wits and methods, as well as providing standards against which new methods should be assessed.

JOURNAL ARTICLE

Crowder M, Hand DJ, Krzanowski W, 2007, On optimal intervention for customer lifetime value, EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, Vol: 183, Pages: 1550-1559, ISSN: 0377-2217

JOURNAL ARTICLE

Wu I-D, Hand DJ, 2007, Handling selection bias when choosing actions in retail credit applications, EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, Vol: 183, Pages: 1560-1568, ISSN: 0377-2217

JOURNAL ARTICLE

Krzanowski WJ, Hand DJ, 2007, A recursive partitioning tool for interval prediction, ADVANCES IN DATA ANALYSIS AND CLASSIFICATION, Vol: 1, Pages: 241-254, ISSN: 1862-5347

JOURNAL ARTICLE

Hand DJ, 2007, Statistical Development of Quality in Medicine by Per Winkel, Nien Fan Zhang, International Statistical Review, Vol: 75, Pages: 417-417

JOURNAL ARTICLE

Hand DJ, 2007, Matrix Methods in Data Mining and Pattern Recognition by Lars Eldén, International Statistical Review, Vol: 75, Pages: 418-418

JOURNAL ARTICLE

Hand DJ, 2007, Dynamic Data Assimilation: A Least Squares Approach by John M. Lewis, S. Lakshmivarahan, Sudarshan Dhall, International Statistical Review, Vol: 75, Pages: 410-410

JOURNAL ARTICLE

Hand DJ, 2007, Data Mining the Web: Uncovering Patterns in Web Content, Structure, and Usage by Zdravko Markov, Daniel T. Larose, International Statistical Review, Vol: 75, Pages: 409-409

JOURNAL ARTICLE

Hand DJ, 2007, Data Mining for Business Intelligence: Concepts, Techniques, and Applications in Microsoft Office Excel with XLMiner by Galit Shmueli, Nitin R. Patel, Peter C. Bruce, International Statistical Review, Vol: 75, Pages: 256-256

JOURNAL ARTICLE

Hand DJ, 2007, The Risks of Financial Institutions edited by Mark Carey, Rene M. Stulz, International Statistical Review, Vol: 75, Pages: 266-267

JOURNAL ARTICLE

Hand DJ, 2007, Finite Mixture and Markov Switching Models by Sylvia Frühwirth-Schnatter, International Statistical Review, Vol: 75, Pages: 255-255

JOURNAL ARTICLE

Hand DJ, 2007, The Nature of Statistical Evidence by Bill Thompson, International Statistical Review, Vol: 75, Pages: 254-255

JOURNAL ARTICLE

Hand DJ, Krzanowski WJ, Crowder MJ, 2007, Optimal predictive partitioning, STATISTICS AND COMPUTING, Vol: 17, Pages: 11-21, ISSN: 0960-3174

JOURNAL ARTICLE

Tasoulis DK, Adams NM, Hand DJ, 2007, Should delayed measurements always be incorporated in filtering?, 15th International Conference on Digital Signal Processing, Publisher: IEEE, Pages: 264-+

CONFERENCE PAPER

Hutton JL, Collett D, McNicol J, Glasbey C, Brewer M, Horgan G, McKendrick I, Elston D, Chatfield C, Fienberg SE, Hennig C, Hand DJ, Draper D, Zahn D, Ader HJ, Bidgood P, McNiece R, Butler A, Dixon PM, MacGillivray Het al., 2007, Discussion on the paper by Taplin, JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES A-STATISTICS IN SOCIETY, Vol: 170, Pages: 290-300, ISSN: 0964-1998

JOURNAL ARTICLE

Hand DJ, 2007, Principles of data mining, DRUG SAFETY, Vol: 30, Pages: 621-622, ISSN: 0114-5916

JOURNAL ARTICLE

Hand DJ, 2007, Principles of data mining, 3rd Biennial Conference on Signal Detection and Interpretation, Pages: 621-622

Data mining is the discovery of interesting, unexpected or valuable structures in large datasets. As such, it has two rather different aspects. One of these concerns large-scale, 'global' structures, and the aim is to model the shapes, or features of the shapes, of distributions. The other concerns small-scale, 'local' structures, and the aim is to detect these anomalies and decide if they are real or chance occurrences. In the context of signal detection in the pharmaceutical sector, most interest lies in the second of the above two aspects; however, signal detection occurs relative to an assumed background model, therefore, some discussion of the first aspect is also necessary. This paper gives a lightning overview of data mining and its relation to statistics, with particular emphasis on tools for the detection of adverse drug reactions.

CONFERENCE PAPER

Hand DJ, 2006, Classifier technology and the illusion of progress, STATISTICAL SCIENCE, Vol: 21, Pages: 1-14, ISSN: 0883-4237

JOURNAL ARTICLE

Tasoulis DK, Adams NM, Hand DJ, 2006, Unsupervised clustering in streaming data, 6th IEEE International Conference on Data Mining, Publisher: IEEE COMPUTER SOC, Pages: 638-+

CONFERENCE PAPER

Zhang Z, Hand DJ, 2006, Detecting groups of anomalously similar objects in large data sets, 6th International Symposium on Intelligent Data Analysis, Publisher: IOS PRESS, Pages: 473-483, ISSN: 1088-467X

CONFERENCE PAPER

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