D. Hand

Most-cited papers

1. A Review of the F-Measure: Its History, Properties, Criticism, and Alternatives

   P. Christen, D. Hand, Nishadi Kirielle

   2023ACM Computing Surveys279 citations Open access

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2. A note on using the F-measure for evaluating record linkage algorithms

   D. Hand, P. Christen

   2017Statistics and computing255 citations

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3. F*: an interpretable transformation of the F-measure

   D. Hand, P. Christen, Nishadi Kirielle

   2020Machine-mediated learning211 citations Open access

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4. When is the area under the receiver operating characteristic curve an appropriate measure of classifier performance?

   D. Hand, C. Anagnostopoulos

   2013Pattern Recognition Letters109 citations

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5. Aspects of Data Ethics in a Changing World: Where Are We Now?

   D. Hand

   2018Big Data102 citations Open access

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6. New statistics for old?—measuring the wellbeing of the UK

   P. Allin, D. Hand

   201779 citations Open access

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7. A better Beta for the H measure of classification performance

   D. Hand, C. Anagnostopoulos

   2012Pattern Recognition Letters77 citations Open access

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8. Online linear and quadratic discriminant analysis with adaptive forgetting for streaming classification

   C. Anagnostopoulos, D. Tasoulis, N. Adams, N. G. Pavlidis +1 more

   2012Statistical analysis and data mining61 citations

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9. The Wellbeing of Nations: Meaning, Motive and Measurement

   P. Allin, D. Hand

   201460 citations

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10. Dark Data: Why What You Don’t Know Matters

    D. Hand

    202056 citations

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11. Statistics and computing: the genesis of data science

    D. Hand

    2015Statistics and computing55 citations Open access

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12. Dark Data

    D. Hand

    202049 citations

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13. Adaptive consumer credit classification

    N. G. Pavlidis, D. Tasoulis, N. Adams, D. Hand

    2012Journal of the Operational Research Society40 citations

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14. Artificial Intelligence Frontiers in Statistics

    E. Ziegel, D. Hand

    202036 citations

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15. Validating and Verifying AI Systems

    D. Hand, Shakeel Khan

    2020Patterns30 citations Open access

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16. Testing Statistical Hypotheses of Equivalence and Noninferiority, Second Edition by Stefan Wellek

    D. Hand

    201229 citations Open access

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17. Selection bias in credit scorecard evaluation

    D. Hand, N. Adams

    2014Journal of the Operational Research Society23 citations

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18. CASOS: a subspace method for anomaly detection in high dimensional astronomical databases

    M. Henrion, D. Hand, A. Gandy, D. Mortlock

    2013Statistical analysis and data mining18 citations

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19. Wonderful Examples, but Let’s not Close Our Eyes

    D. Hand

    201417 citations Open access

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20. Qualitative Inquiry in Clinical and Educational Settings by Danica G. Hays, Anneliese A. Singh

    D. Hand

    201315 citations

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21. Trustworthiness of statistical inference

    D. Hand

    2021Journal of the Royal Statistical Society: Series A (Statistics in Society)14 citations Open access

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22. What is the Purpose of Statistical Modelling?

    D. Hand

    2019Issue 114 citations Open access

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23. From a System of National Accounts to a Process of National Wellbeing Accounting

    P. Allin, D. Hand

    201714 citations

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24. Data, Not Dogma: Big Data, Open Data, and the Opportunities Ahead

    D. Hand

    2013International Symposium on Intelligent Data Analysis14 citations

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25. Data MiningBased in part on the article “Data mining” by David Hand, which appeared in the Encyclopedia of Environmetrics.

    D. Hand

    201314 citations

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26. The Origin of Financial Crises: Central Banks, Credit Bubbles and the Efficient Market Fallacy by George Cooper

    D. Hand

    201214 citations

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27. Probability for Statistics and Machine Learning: Fundamentals and Advanced Topics by Anirban DasGupta

    D. Hand

    201313 citations

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28. Classification and Anomaly Detection for Astronomical Survey Data

    M. Henrion, D. Mortlock, D. Hand, A. Gandy

    201313 citations

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29. Measurement: A Very Short Introduction—Rejoinder to discussion

    D. Hand

    201611 citations

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30. Understanding The New Statistics: Effect Sizes, Confidence Intervals, and Meta‐Analysis by Geoff Cumming

    D. Hand

    201211 citations

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31. The Impact of Information Technology

    D. Hand, Eric Glover

    2018The Scope of Epidemiological Psychiatry10 citations

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32. An Introduction to Model‐Based Survey Sampling with Applications by Raymond L. Chambers, Robert G. Clark

    D. Hand

    20139 citations

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33. Erratum to "Exponentially weighted moving average charts for detecting concept drift" [Pattern Recognition Lett. 33(2) (2012) 191-198]

    Gordon J. Ross, N. Adams, D. Tasoulis, D. Hand

    2012Pattern Recognition Letters9 citations Open access

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34. A note on using the F-measure for evaluating data linkage algorithms

    D. Hand, P. Christen

    20168 citations

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35. From evidence to understanding: a commentary on Fisher (1922) ‘On the mathematical foundations of theoretical statistics’

    D. Hand

    2015Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences6 citations Open access

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36. Trusted smart statistics: The challenge of extracting usable aggregate information from new data sources

    M. Vichi, D. Hand

    2019Statistical Journal of the IAOS5 citations Open access

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37. Who told you that?

    D. Hand

    2018Significance5 citations

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38. Evaluating Statistical and Machine Learning Supervised Classification Methods

    D. Hand

    20184 citations

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39. Big data and data sharing

    D. Hand

    20154 citations

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40. The Improbability Principle: Why Incredibly Unlikely Things Keep Happening

    D. Hand

    20143 citations

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41. Never say never.

    D. Hand

    2014Scientific American3 citations

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42. Latent Variable Models and Factor Analysis: A Unified Approach, Third Edition by David J. Bartholomew, Martin Knott, Irini Moustaki

    D. Hand

    20133 citations

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43. Comparing Groups: Randomization and Bootstrap Methods Using R by Andrew S. Zieffler, Jeffrey R. Harring, Jeffrey D. Long

    D. Hand

    20133 citations

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44. Living Standards Analytics: Development through the Lens of Household Survey Data by Dominique Haughton, Jonathan Haughton

    D. Hand

    20133 citations

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45. Statistical Evaluation of Diagnostic Performance: Topics in ROC Analysis by Kelly H. Zou, Aiyi Liu, Andriy I. Bandos, Lucila Ohno-Machado, Howard E. Rockette

    D. Hand

    20132 citations

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46. Statistical Methods for Trend Detection and Analysis in the Environmental Sciences by Richard Chandler and Marian Scott

    D. Hand

    20122 citations

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47. An Introduction to Statistical Concepts, Third Edition by Richard G. Lomax, Debbie L. Hahs‐Vaughn

    D. Hand

    20122 citations

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48. From GDP to Sustainable Wellbeing

    P. Allin, D. Hand

    20211 citations

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49. Statistics and Public Policy

    P. Allin, D. Hand

    2020From GDP to Sustainable Wellbeing1 citations

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50. Data Science for Financial Applications

    D. Hand

    2018Knowledge Discovery and Data Mining1 citations

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