David J. Hand

ORCID

Publication Activity (10 Years)

Years Active: 1978-2024
Publications (10 Years): 10

Top Venues

CoRR

Stat. Comput.

Pattern Recognit. Lett.

Mach. Learn.

Publications

Peter Christen, David J. Hand, Nishadi Kirielle
A Review of the F-Measure: Its History, Properties, Criticism, and Alternatives. ACM Comput. Surv. 56 (3) (2024)
David J. Hand, Christoforos Anagnostopoulos
Notes on the H-measure of classifier performance. Adv. Data Anal. Classif. 17 (1) (2023)
David J. Hand, Peter Christen, Nishadi Kirielle
F*: an interpretable transformation of the F-measure. Mach. Learn. 110 (3) (2021)
David J. Hand, Christoforos Anagnostopoulos
Notes on the H-measure of classifier performance. CoRR (2021)
David J. Hand, Peter Christen, Nishadi Kirielle
F*: An Interpretable Transformation of the F-measure. CoRR (2020)
David J. Hand, Shakeel Khan
Validating and Verifying AI Systems. Patterns 1 (3) (2020)
David J. Hand
Aspects of Data Ethics in a Changing World: Where Are We Now? Big Data 6 (3) (2018)
David J. Hand, Peter Christen
A note on using the F-measure for evaluating record linkage algorithms. Stat. Comput. 28 (3) (2018)
David J. Hand
Data Science for Financial Applications. KDD (2018)
David J. Hand
Statistics and computing: the genesis of data science. Stat. Comput. 25 (4) (2015)
David J. Hand, Niall M. Adams
Selection bias in credit scorecard evaluation. J. Oper. Res. Soc. 65 (3) (2014)
David J. Hand, Christoforos Anagnostopoulos
A better Beta for the H measure of classification performance. Pattern Recognit. Lett. 40 (2014)
David J. Hand
Data, Not Dogma: Big Data, Open Data, and the Opportunities Ahead. IDA (2013)
David J. Hand, Christoforos Anagnostopoulos
When is the area under the receiver operating characteristic curve an appropriate measure of classifier performance? Pattern Recognit. Lett. 34 (5) (2013)
Marc Henrion, David J. Hand, Axel Gandy, Daniel J. Mortlock
CASOS: a subspace method for anomaly detection in high dimensional astronomical databases. Stat. Anal. Data Min. 6 (1) (2013)
Christoforos Anagnostopoulos, Dimitris K. Tasoulis, Niall M. Adams, Nicos G. Pavlidis, David J. Hand
Online linear and quadratic discriminant analysis with adaptive forgetting for streaming classification. Stat. Anal. Data Min. 5 (2) (2012)
James Bentham, David J. Hand
Data mining from a patient safety database: the lessons learned. Data Min. Knowl. Discov. 24 (1) (2012)
Nicos G. Pavlidis, Dimitris K. Tasoulis, Niall M. Adams, David J. Hand
Adaptive consumer credit classification. J. Oper. Res. Soc. 63 (12) (2012)
David J. Hand, Christoforos Anagnostopoulos
A better Beta for the H measure of classification performance CoRR (2012)
Gordon J. Ross, Niall M. Adams, Dimitris K. Tasoulis, David J. Hand
Exponentially weighted moving average charts for detecting concept drift. Pattern Recognit. Lett. 33 (2) (2012)
Gordon J. Ross, Niall M. Adams, Dimitris K. Tasoulis, David J. Hand
Exponentially Weighted Moving Average Charts for Detecting Concept Drift CoRR (2012)
Gordon J. Ross, Niall M. Adams, Dimitris K. Tasoulis, David J. Hand
Erratum to "Exponentially weighted moving average charts for detecting concept drift" [Pattern Recognition Lett. 33(2) (2012) 191-198]. Pattern Recognit. Lett. 33 (16) (2012)
Nicos G. Pavlidis, Dimitris K. Tasoulis, Niall M. Adams, David J. Hand
lambda-Perceptron: An adaptive classifier for data streams. Pattern Recognit. 44 (1) (2011)
Adam R. Brentnall, Martin Crowder, David J. Hand
Approximate repeated-measures shrinkage. Comput. Stat. Data Anal. 55 (2) (2011)
David J. Hand
L'incohérence de l'aire sous la courbe ROC, que faire à ce propos ? Monde des Util. Anal. Données 42 (2010)
David John Weston, Niall M. Adams, Yoonseong Kim, David J. Hand
Fault Mining Using Peer Group Analysis. GfKl (2010)
Niall M. Adams, Dimitris K. Tasoulis, Christoforos Anagnostopoulos, David J. Hand
Temporally-Adaptive Linear Classification for Handling Population Drift in Credit Scoring. COMPSTAT (2010)
David J. Hand, F. Zhou
Evaluating models for classifying customers in retail banking collections. J. Oper. Res. Soc. 61 (10) (2010)
David J. Hand
The Laws of Coincidence. COMPSTAT (2010)
Christoforos Anagnostopoulos, Niall M. Adams, David J. Hand
Streaming Covariance Selection with Applications to Adaptive Querying in Sensor Networks. Comput. J. 53 (9) (2010)
Nicos G. Pavlidis, Niall M. Adams, David Nicholson, David J. Hand
Prospects for Bandit Solutions in Sensor Management. Comput. J. 53 (9) (2010)
David J. Hand
Fraud Detection in Telecommunications and Banking: Discussion of Becker, Volinsky, and Wilks (2010) and Sudjianto et al. (2010). Technometrics 52 (1) (2010)
Sanjay Chawla, David J. Hand, Vasant Dhar
Outlier detection special issue. Data Min. Knowl. Discov. 20 (2) (2010)
Adam R. Brentnall, Martin Crowder, David J. Hand
Likelihood-ratio changepoint features for consumer-behaviour models. J. Oper. Res. Soc. 61 (3) (2010)
Dimitris K. Tasoulis, Niall M. Adams, David J. Hand
Selective fusion of out-of-sequence measurements. Inf. Fusion 11 (2) (2010)
Christoforos Anagnostopoulos, Dimitris K. Tasoulis, Niall M. Adams, David J. Hand
Temporally adaptive estimation of logistic classifiers on data streams. Adv. Data Anal. Classif. 3 (3) (2009)
Tao Pei, Ajay Jasra, David J. Hand, A-Xing Zhu, Chenghu Zhou
DECODE: a new method for discovering clusters of different densities in spatial data. Data Min. Knowl. Discov. 18 (3) (2009)
David J. Hand
Measuring classifier performance: a coherent alternative to the area under the ROC curve. Mach. Learn. 77 (1) (2009)
James Bentham, David J. Hand
Detecting New Kinds of Patient Safety Incidents. Discovery Science (2009)
Christopher Whitrow, David J. Hand, Piotr Juszczak, David John Weston, Niall M. Adams
Transaction aggregation as a strategy for credit card fraud detection. Data Min. Knowl. Discov. 18 (1) (2009)
Wojtek J. Krzanowski, David J. Hand
A simple method for screening variables before clustering microarray data. Comput. Stat. Data Anal. 53 (7) (2009)
Adrien Jamain, David J. Hand
Where are the large and difficult datasets? Adv. Data Anal. Classif. 3 (1) (2009)
David J. Hand
Mismatched models, wrong results, and dreadful decisions: on choosing appropriate data mining tools. KDD (2009)
Bhekisipho Twala, M. C. Jones, David J. Hand
Good methods for coping with missing data in decision trees. Pattern Recognit. Lett. 29 (7) (2008)
Adrien Jamain, David J. Hand
Mining Supervised Classification Performance Studies: A Meta-Analytic Investigation. J. Classif. 25 (1) (2008)
David J. Hand, Christopher Whitrow, Niall M. Adams, Piotr Juszczak, David John Weston
Performance criteria for plastic card fraud detection tools. J. Oper. Res. Soc. 59 (7) (2008)
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
Top 10 algorithms in data mining. Knowl. Inf. Syst. 14 (1) (2008)
Nicos G. Pavlidis, Dimitris K. Tasoulis, Niall M. Adams, David J. Hand
Dynamic Multi-Armed Bandit with Covariates. ECAI (2008)
Piotr Juszczak, Niall M. Adams, David J. Hand, Christopher Whitrow, David John Weston
Off-the-peg and bespoke classifiers for fraud detection. Comput. Stat. Data Anal. 52 (9) (2008)
David John Weston, David J. Hand, Niall M. Adams, Christopher Whitrow, Piotr Juszczak
Plastic card fraud detection using peer group analysis. Adv. Data Anal. Classif. 2 (1) (2008)
Dimitris K. Tasoulis, Niall M. Adams, David J. Hand
Simulation and Analysis of Delay Handling Mechanisms in Sensor Networks. UKSim (2008)
Nicos G. Pavlidis, Dimitris K. Tasoulis, David J. Hand
Simulation Studies of Multi-armed Bandits with Covariates. UKSim (2008)
Christoforos Anagnostopoulos, Niall M. Adams, David J. Hand
Deciding what to observe next: adaptive variable selection for regression in multivariate data streams. SAC (2008)
Christoforos Anagnostopoulos, Dimitris K. Tasoulis, David J. Hand, Niall M. Adams
Online optimization for variable selection in data streams. ECAI (2008)
Wojtek J. Krzanowski, David J. Hand
A recursive partitioning tool for interval prediction. Adv. Data Anal. Classif. 1 (3) (2007)
I-Ding Wu, David J. Hand
Handling selection bias when choosing actions in retail credit applications. Eur. J. Oper. Res. 183 (3) (2007)
Niall M. Adams, David J. Hand
Note on parallel universes. Parallel Universes and Local Patterns (2007)
David J. Hand, Wojtek J. Krzanowski, Martin Crowder
Optimal predictive partitioning. Stat. Comput. 17 (1) (2007)
Martin Crowder, David J. Hand, Wojtek J. Krzanowski
On optimal intervention for customer lifetime value. Eur. J. Oper. Res. 183 (3) (2007)
Kiriaki Platanioti, Nicholas A. Heard, David J. Hand
A Review of Anomaly Detection on Graphs. NATO ASI Mining Massive Data Sets for Security (2007)
David J. Hand, David John Weston
Statistical Techniques for Fraud Detection, Prevention and Assessment. NATO ASI Mining Massive Data Sets for Security (2007)
Dimitris K. Tasoulis, Niall M. Adams, David J. Hand
Should Delayed Measurements Always be Incorporated in Filtering? DSP (2007)
Dimitris K. Tasoulis, Niall M. Adams, David J. Hand
Unsupervised Clustering In Streaming Data. ICDM Workshops (2006)
Zhicheng Zhang, David J. Hand
Detecting groups of anomalously similar objects in large data sets. Intell. Data Anal. 10 (5) (2006)
David J. Hand
Protection or Privacy? Data Mining and Personal Data. PAKDD (2006)
David J. Hand
Modern data analysis tools in personal financial services: a quantitative revolution. DMAS (2005)
David J. Hand, Wojtek J. Krzanowski
Optimising k. Comput. Stat. Data Anal. 49 (4) (2005)
Zhicheng Zhang, David J. Hand
Detecting Groups of Anomalously Similar Objects in Large Data Sets. IDA (2005)
Lyn C. Thomas, R. W. Oliver, David J. Hand
A survey of the issues in consumer credit modelling research. J. Oper. Res. Soc. 56 (9) (2005)
Adrien Jamain, David J. Hand
The Naive Bayes Mystery: A classification detective story. Pattern Recognit. Lett. 26 (11) (2005)
David J. Hand
Good practice in retail credit scorecard assessment. J. Oper. Res. Soc. 56 (9) (2005)
David J. Hand, So Young Sohn, Yoonseong Kim
Optimal bipartite scorecards. Expert Syst. Appl. 29 (3) (2005)
Ross A. McDonald, David J. Hand, Idris A. Eckley
A Multiclass Extension To The Brownboost Algorithm. Int. J. Pattern Recognit. Artif. Intell. 18 (5) (2004)
David J. Hand
Strength in Diversity: The Advance of Data Analysis. PKDD (2004)
David J. Hand
Strength in Diversity: The Advance of Data Analysis. ECML (2004)
Richard J. Bolton, David J. Hand, Martin Crowder
Significance tests for unsupervised pattern discovery in large continuous multivariate data sets. Comput. Stat. Data Anal. 46 (1) (2004)
David J. Hand, Niall M. Adams, Nick A. Heard
Pattern Discovery Tools for Detecting Cheating in Student Coursework. Local Pattern Detection (2004)
Ross A. McDonald, Idris A. Eckley, David J. Hand
A Classifier Combination Tree Algorithm. SSPR/SPR (2004)
David J. Hand
Book Review: Data Mining and Knowledge Discovery with Evolutionary Programs. Genet. Program. Evolvable Mach. 4 (3) (2003)
David J. Hand, Daniel A. Keim, Raymond T. Ng
Guest Editorial. Data Min. Knowl. Discov. 7 (4) (2003)
Ross A. McDonald, David J. Hand, Idris A. Eckley
An Empirical Comparison of Three Boosting Algorithms on Real Data Sets with Artificial Class Noise. Multiple Classifier Systems (2003)
David J. Hand, Veronica Vinciotti
Choosing k for two-class nearest neighbour classifiers with unbalanced classes. Pattern Recognit. Lett. 24 (9-10) (2003)
David J. Hand, Daniel A. Keim, Raymond T. Ng
Guest Editorial. Data Min. Knowl. Discov. 7 (3) (2003)
Richard J. Bolton, David J. Hand, Andrew R. Webb
Projection techniques for nonlinear principal component analysis. Stat. Comput. 13 (3) (2003)
David J. Hand
Pattern Detection and Discovery. Pattern Detection and Discovery (2002)
H. G. Li, David J. Hand
Direct versus indirect credit scoring classifications. J. Oper. Res. Soc. 53 (6) (2002)
David J. Hand
It's been great - and the future looks even better. Stat. Comput. 12 (1) (2002)
Richard J. Bolton, David J. Hand, Niall M. Adams
Determining Hit Rate in Pattern Search. Pattern Detection and Discovery (2002)
Paul R. Cohen, Niall M. Adams, David J. Hand
The IDA'01 Robot Data Challenge. IDA (2001)
Richard J. Bolton, David J. Hand
Significance Tests for Patterns in Continuous Data. ICDM (2001)
José Tomé A. S. Ferreira, David G. T. Denison, David J. Hand
Data Mining with Products of Trees. IDA (2001)
Niall M. Adams, David J. Hand, Robert J. Till
Mining for classes and patterns in behavioural data. J. Oper. Res. Soc. 52 (9) (2001)
David J. Hand, Robert J. Till
A Simple Generalisation of the Area Under the ROC Curve for Multiple Class Classification Problems. Mach. Learn. 45 (2) (2001)
David J. Hand, Mark G. Kelly
Lookahead scorecards for new fixed term credit products. J. Oper. Res. Soc. 52 (9) (2001)
Dave Yearling, David J. Hand
Investigating Temporal Patterns of Fault Behaviour within Large Telephony Networks. IDA (2001)
David J. Hand, Niall M. Adams, Mark G. Kelly
Multiple Classifier Systems Based on Interpretable Linear Classifiers. Multiple Classifier Systems (2001)
Niall M. Adams, David J. Hand
Improving the Practice of Classifier Performance Assessment. Neural Comput. 12 (2) (2000)
Bart J. A. Mertens, David J. Hand
Adjusted estimation for the combination of classifiers. Intell. Data Anal. 4 (2) (2000)
David J. Hand, Douglas H. Fisher, Michael R. Berthold
Advances in intelligent data analysis. Intell. Data Anal. 4 (2) (2000)
Niall M. Adams, David J. Hand
An improved measure for comparing diagnostic tests. Comput. Biol. Medicine 30 (2) (2000)

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Publication Activity (10 Years)

Top Topics

Top Venues

David J. Hand