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David J. Hand

Active 1973–2026

199
Papers
32,249
Citations
67
h-index
144
i10-index

Citations

Citations per year for David J. Hand1855: 1 citations1967: 1 citations1970: 1 citations1974: 1 citations1981: 2 citations1982: 7 citations1983: 6 citations1984: 12 citations1985: 12 citations1986: 11 citations1987: 31 citations1988: 28 citations1989: 31 citations1990: 44 citations1991: 27 citations1992: 54 citations1993: 58 citations1994: 60 citations1995: 61 citations1996: 78 citations1997: 100 citations1998: 97 citations1999: 106 citations2000: 161 citations2001: 187 citations2002: 260 citations2003: 307 citations2004: 345 citations2005: 427 citations2006: 414 citations2007: 472 citations2008: 477 citations2009: 505 citations2010: 534 citations2011: 604 citations2012: 670 citations2013: 603 citations2014: 658 citations2015: 704 citations2016: 631 citations2017: 689 citations2018: 727 citations2019: 930 citations2020: 869 citations2021: 872 citations2022: 693 citations2023: 510 citations2024: 567 citations2025: 400 citations2026: 109 citations1856–1966: no citations, so these years are not shown1968–1969: no citations, so these years are not shown1971–1973: no citations, so these years are not shown1975–1980: no citations, so these years are not shown

Citation sources

Countries

World map of the countries and regions citing this authorUnited States: 3,094 citing papers, 18.2% of this breakdownChina: 1,887 citing papers, 11.1% of this breakdownUnited Kingdom: 1,430 citing papers, 8.4% of this breakdownGermany: 689 citing papers, 4.1% of this breakdownSpain: 678 citing papers, 4% of this breakdownCanada: 627 citing papers, 3.7% of this breakdownAustralia: 615 citing papers, 3.6% of this breakdownIndia: 561 citing papers, 3.3% of this breakdownItaly: 523 citing papers, 3.1% of this breakdownFrance: 479 citing papers, 2.8% of this breakdownBrazil: 397 citing papers, 2.4% of this breakdownNetherlands: 361 citing papers, 2.1% of this breakdown
0%18.2%Other 33.2%

Institutions

Fields

  • Computer Science56.1%
  • Medicine7.1%
  • Business, Management and Accounting6.3%
  • Engineering5.7%
  • Biochemistry, Genetics and Molecular Biology3.8%
  • Mathematics3%
  • Other18%

Topics

  • Imbalanced Data Classification Techniques5.7%
  • Data Mining Algorithms and Applications3.9%
  • Machine Learning and Data Classification3%
  • Anomaly Detection Techniques and Applications2.6%
  • Financial Distress and Bankruptcy Prediction2.1%
  • Data Stream Mining Techniques2.1%
  • Other80.6%

Coauthors

All papers

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  1. Top 10 algorithms in data mining

    Authors: Xindong Wu, Vipin Kumar, J. Ross Quinlan, Joydeep Ghosh, Qiang Yang, Hiroshi Motoda, Geoffrey J. McLachlan, Angus F. M. Ng, Bing Liu, Philip S. Yu, Zhi-Hua Zhou, Michael S. Steinbach, David J. Hand, Dan Steinberg - Knowledge and Information Systems, Knowl. Inf. Syst. 2007 cited by 5,685

  2. A Simple Generalisation of the Area Under the ROC Curve for Multiple Class Classification Problems

    Authors: David J. Hand, Robert J. Till - Machine Learning, Mach. Learn. 2001 cited by 2,264

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

    Authors: Peter Christen, David J. Hand, Nishadi Kirielle - ACM Computing Surveys, ACM Comput. Surv. 2023 cited by 206

  4. Measuring classifier performance: a coherent alternative to the area under the ROC curve

    Authors: David J. Hand - Machine Learning, Mach. Learn. 2009 cited by 998

  5. Exponentially Weighted Moving Average Charts for Detecting Concept Drift

    Authors: Gordon J. Ross, Niall M. Adams, Dimitris K. Tasoulis, David J. Hand - Pattern Recognition Letters, Pattern Recognit. Lett. 2011 cited by 398

  6. Statistical Classification Methods in Consumer Credit Scoring: A Review

    Authors: David J. Hand, William Henley - Journal of the Royal Statistical Society Series A (Statistics in Society) 1997 cited by 1,005

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

    Authors: David J. Hand, Peter Christen - Statistics and Computing, Stat. Comput. 2017 cited by 247

  8. Principles of Data Mining

    Authors: David J. Hand - Drug Safety 2007 cited by 1,044

  9. Statistics and the Theory of Measurement

    Authors: David J. Hand - Journal of the Royal Statistical Society Series A (Statistics in Society) 1996 cited by 257

  10. Idiot's Bayes—Not So Stupid After All?

    Authors: David J. Hand, Keming Yu - International Statistical Review 2001 cited by 872

  11. Transaction aggregation as a strategy for credit card fraud detection

    Authors: Christopher Whitrow, David J. Hand, Piotr Juszczak, David John Weston, Niall M. Adams - Data Mining and Knowledge Discovery, Data Min. Knowl. Discov. 2008 cited by 296

  12. Assessing the Performance of Classification Methods

    Authors: David J. Hand - International Statistical Review 2012 cited by 172

  13. Good methods for coping with missing data in decision trees

    Authors: Bhekisipho Twala, M. C. Jones, David J. Hand - Pattern Recognition Letters, Pattern Recognit. Lett. 2008 cited by 148

  14. Classifier Technology and the Illusion of Progress

    Authors: David J. Hand - Statistical Science 2006 cited by 710

  15. ROC Curves for Continuous Data

    Authors: W. J. Krzanowski, David J. Hand - 2009 cited by 666

  16. Mixture Models: Inference and Applications to Clustering.

    Authors: David J. Hand, Geoffrey J. McLachlan, K. E. Basford - Journal of the Royal Statistical Society Series C (Applied Statistics) 1989 cited by 386

  17. Finite Mixture Distributions

    Authors: B. S. Everitt, David J. Hand - 1981 cited by 1,051

  18. The Impact of Changing Populations on Classifier Performance

    Authors: Mark G. Kelly, David J. Hand, Niall M. Adams - fifth ACM SIGKDD international conference on Knowledge discovery and data mining 1999 cited by 225

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

    Authors: David J. Hand - Big Data 2018 cited by 126

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

    Authors: David J. Hand, Christoforos Anagnostopoulos - Pattern Recognition Letters, Pattern Recognit. Lett. 2012 cited by 97

  21. A k-Nearest-Neighbour Classifier for Assessing Consumer Credit Risk

    Authors: William Henley, David J. Hand - Journal of the Royal Statistical Society Series D (The Statistician) 1996 cited by 284

  22. Advances in intelligent data analysis

    Authors: David J. Hand, Douglas H. Fisher, Michael R. Berthold - Intelligent Data Analysis, Intell. Data Anal. 2000 cited by 223

  23. Good practice in retail credit scorecard assessment

    Authors: David J. Hand - Journal of the Operational Research Society, J. Oper. Res. Soc. 2005 cited by 118

  24. Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining

    Authors: Osmar R. Zai͏̈ane, Randy Goebel, David J. Hand, Daniel A. Keim, Raymond T. Ng - 2002 cited by 92