Publications by Drummond, Chris
In Journal (refereed)
| 1. | C. Drummond, R. Holte. "Cost Curves: An Improved Method for Visualizing Classifier Performance". Machine Learning Journal (MLJ), 65(1), pp 95-130, October 2006.  |
| 2. | C. Drummond, D. Ionescu, R. Holte. "A Learning Agent That Assists the Browsing of Software Libraries". IEEE Transactions on Software Engineering, 26(12), pp 1179-1196, January 2000.  |
In Conference (refereed)
| 3. | C. Drummond, R. Holte. "Severe Class Imbalance: Why Better Algorithms Aren't the Answer". European Conference on Machine Learning (ECML), Porto, Portugal, pp 539-546, October 2005.  |
| 4. | C. Drummond, R. Holte. "Explicitly Representing Expected Cost: An Alternative to ROC Representation". Knowledge Discovery and Datamining, -, pp 187-207, January 2000. |
| 5. | C. Drummond, R. Holte. "Exploiting the Cost (In) Sensitivity of Decision Tree Splitting Criteria". International Conference on Machine Learning (ICML), Stanford University, pp 239-246, January 2000. |
| 6. | R. Holte, C. Drummond. "A Learning Apprentice for Browsing". National Conference on Artificial Intelligence (AAAI), January 1995. |
| 7. | R. Holte, C. Drummond, M. Perez, R. Zimmer, A. MacDonald. "Searching With Abstractions: A Unifying Framework and New High-Performance Algorithm". Canadian Conference on Artificial Intelligence (CAI), Banff, Canada, pp 263-270, January 1994. |
| 8. | C. Drummond, R. Holte, D. Ionescu. "Accelerating Browsing by Automatically Inferring a User's Search Goal". KBSE, pp 160-167, January 1993. |
In Workshop
| 9. | C. Drummond, R. Holte. "Learning to Live With False Alarms". Workshop on "Data Mining Methods for Anomaly Detection", January 2005. |
| 10. | C. Drummond, R. Holte. "C4.5, Class Imbalance, and Cost Sensitivity: Why Under-Sampling Beats Over-Sampling". Workshop on Learning from Imbalanced Datasets II, January 2003. |
