Chris Drummond
Impact in
- Artificial Intelligence top 1%
- Imbalanced Data Classification Techniques
- Machine Learning and Data Classification
- Anomaly Detection Techniques and Applications
- Text and Document Classification Technologies
Papers in
-
- Imbalanced Data Classification Techniques 6
- Explainable Artificial Intelligence (XAI) 3
- Anomaly Detection Techniques and Applications 2
- Machine Learning and Algorithms 2
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- Data Mining Algorithms and Applications 5
- Software Engineering Research 3
- Co-authors
- Robert C. Holte (10 shared papers)Nathalie Japkowicz (2 shared papers)Dan Ionescu (2 shared papers)Craig R. Davison (3 shared papers)Robert Zimmer (1 shared paper)William Klement (1 shared paper)Sofus A. Macskassy (1 shared paper)Kirk Fraser (1 shared paper)
- Journals
- Diabetes Research and Clinical Practice (1 paper)Journal of Computational Physics (1 paper)IEEE Transactions on Software Engineering (1 paper)Journal of Engineering for Gas Turbines and Power (1 paper)Machine Learning (1 paper)
- Partner nations
- CanadaUnited StatesChina
In The Last Decade
Chris Drummond
22 papers receiving 1.3k citations
Chris Drummond's Hit Papers
Peers
Comparison fields: 5 of 129
- Artificial Intelligence 925
- Health Information Management 64
- Information Systems 330
- Software 42
- Information Systems and Management 71
Countries citing papers authored by Chris Drummond
This map shows the geographic impact of Chris Drummond's research. It shows the number of citations coming from papers published by authors working in each country. You can also color the map by specialization and compare the number of citations received by Chris Drummond with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Chris Drummond more than expected).
Fields of papers citing papers by Chris Drummond
This network shows the impact of papers produced by Chris Drummond. Nodes represent research fields, and links connect fields that are likely to share authors. Colored nodes show fields that tend to cite the papers produced by Chris Drummond. The network helps show where Chris Drummond may publish in the future.
Co-authors
The 12 scholars most cited alongside Chris Drummond, linked wherever they have co-authored with each other. Click a name or a connecting line to browse the papers they share.
All Works
Showing the 20 most-cited of 24 papers — load more, or switch the sort, to bring in the rest.
| # | Work | ||
|---|---|---|---|
| 1 | C4.5, Class Imbalance, and Cost Sensitivity: Why Under-Sampling beats Over-Sampling Hit paper breakdown → | 2003 | 582 |
| 2 | 2006 | 199 | |
| 3 | Replicability is not Reproducibility:Nor is it Good Science | 2009 | 137 |
| 4 | Exploiting the Cost (In)sensitivity of Decision Tree Splitting Criteria | 2000 | 128 |
| 5 | 2000 | 111 | |
| 6 | 2000 | 32 | |
| 7 | 2009 | 26 | |
| 8 | 2004 | 22 | |
| 9 | 2017 | 19 | |
| 10 | Searching With Abstractions: A Unifying Framework and New High-Performance Algorithm 1 | 1994 | 19 |
| 11 | A Learning Apprentice For Browsing | 1994 | 13 |
| 12 | 2008 | 10 | |
| 13 | 2009 | 9 | |
| 14 | 2009 | 8 | |
| 15 | 2010 | 7 | |
| 16 | 2005 | 7 | |
| 17 | 2009 | 7 | |
| 18 | 2019 | 4 | |
| 19 | 2005 | 4 | |
| 20 | 1993 | 4 |
About Chris Drummond
Chris Drummond is a scholar working on Artificial Intelligence, Information Systems, History and Philosophy of Science, Information Systems and Management and Statistics, Probability and Uncertainty, having authored 24 papers that have together received 1.4k indexed citations. Recurring topics across this work include Imbalanced Data Classification Techniques (6 papers), Data Mining Algorithms and Applications (5 papers), Software Engineering Research (3 papers), Scientific Computing and Data Management (3 papers), Philosophy and History of Science (3 papers), Explainable Artificial Intelligence (XAI) (3 papers), Anomaly Detection Techniques and Applications (2 papers) and Machine Learning and Algorithms (2 papers). The work is most often cited by research in Artificial Intelligence (925 citations), Health Information Management (64 citations), Information Systems (330 citations), Software (42 citations) and Information Systems and Management (71 citations). Chris Drummond has collaborated with scholars based in Canada, United States and China. Frequent co-authors include Robert C. Holte, Nathalie Japkowicz, Dan Ionescu, Craig R. Davison, Robert Zimmer, William Klement, Sofus A. Macskassy, Kirk Fraser, Zilong Song and Stan Matwin. Their work appears in journals such as Diabetes Research and Clinical Practice, Journal of Computational Physics, IEEE Transactions on Software Engineering, Journal of Engineering for Gas Turbines and Power and Machine Learning.
Rankless uses publication and citation data sourced from OpenAlex, an open and comprehensive bibliographic database. While OpenAlex provides broad and valuable coverage of the global research landscape, it—like all bibliographic datasets—has inherent limitations. These include incomplete records, variations in author disambiguation, differences in journal indexing, and delays in data updates. As a result, some metrics and network relationships displayed in Rankless may not fully capture the entirety of a scholar's output or impact.