Heuristic Search for Model Structure: the Benefits of Restraining Greed. - John F. Elder IV (AISTATS, 1995)

A Statistical Perspective On Knowledge Discovery In Databases. - John F. Elder IV; Daryl Pregibon (KDD, 1995)

A Statistical Perspective on Knowledge Discovery in Databases. - John F. Elder IV; Daryl Pregibon (Advances in Knowledge Discovery and Data Mining, 1996)

Knowledge Discovery and the Interface of Computing and Statistics. - Arnold Goodman; John F. Elder IV (KDD, 1998)

An evaluation of high-end data mining tools for fraud detection. - Dean Abbott; I. Philip Matkovsky; John F. Elder IV (SMC, 1998)

Evaluation of fourteen desktop data mining tools. - Michel A. King; John F. Elder IV; Brian Gomolka; Eric Schmidt; Marguerite Summers; Kevin Toop (SMC, 1998)

Combining Estimators to Improve Performance. - John F. Elder IV; Greg Ridgeway (KDD Tutorial Notes, 1999)

The Interface'98 Conference - a Resource for KDD. - John F. Elder IV (SIGKDD Explor., 1999)

Ensemble Methods in Data Mining: Improving Accuracy Through Combining Predictions - Giovanni Seni; John F. Elder IV (Ensemble Methods in Data Mining, 2010)

Thriving as a data miner in the real world. - John F. Elder IV (KDD, 2011)

Driving Full Speed, Eyes on the Rear-View Mirror. - John F. Elder IV (Journeys to Data Mining, 2012)