| Date |
Title |
Venue |
Download |
| 2008 |
Data Mining--What is it, and why would anyone want to do it? |
Career Day at Kilmer Middle School, Cheryl Howard |
 1.0 MB PDF |
| 2007 |
From Trees to Forests and Rule Sets: A Unified Overview of Ensemble Methods |
2007 Knowledge Discovery and Data Mining Conference, Giovanni Seni and John Elder |
1.0 MB PDF |
| 2003 |
The Generalization Paradox of Ensembles |
Journal of Computational and Graphical Statistics 12, No. 4: 853-864, John Elder |
1.4 MB PDF |
| 2002 |
Ensembles of Models: simplicity (of function) through complexity (of form) |
Statistical Analysis of Massive Data Streams Committee on Applied & Theoretical Statistics National Academies, John Elder |
1.3 MB PDF |
| 2000 |
Induction and Polynomial Networks |
Chapter 6 in Network Models for Control and Processing |
265 KB PDF |
| 1999 |
Combining Estimators to Improve Performance: Bundling, Bagging, Boosting, and Bayesian Model Averaging |
International Conference on Knowledge Discovery and Data Mining, John Elder with Greg Ridgeway |
656 KB PDF |
| 1999 |
The Interface Conference - a Resource for KDD |
SIGKDD Explorations, Vol. 1, Issue 1, Association for Computing Machinery, John Elder |
704 KB PDF |
| 1997 |
Bundling Heterogeneous Classifiers with Advisor Perceptrons |
University of Idaho, Sauchi Stephen Lee and John Elder |
214 KB PDF |
| 1996 |
A Statistical Perspective on Knowledge Discovery in Databases, |
Chapter 4 in Advances in Knowledge Discovery and Data Mining, John Elder with Daryl Pregibon
|
233 KB PDF |
| 1996 |
Heuristic Search for Model Structure: the Benefits of Restraining Greed |
Chapter 13 in Learning from Data: Artificial Intelligence and Statistics V, John Elder
|
2.8 MB PDF |
1994
1994 |
Growing Decision Trees Less Greedily
Invited Comment on "Prosection Views" by Furnas and Buja |
Proceedings of the 26th Symposium on the Interface, John Elder
Journal of Computational and Graphical Statistics 3, no. 4: 355-362, John Elder |
544 KB PDF
1.8 MB PDF |
| 1993 |
Parallel Decision Trees for Predicting Groups of Unstable Generators from Synchronized Phasor Measurements |
Precise Measurements in Power Systems Conference, Stein Kretsinger with Steven Rovnyak, Donald Brown, and James Thorp |
560 KB
|
| 1993 |
Efficient Optimization through Response Surface Modeling: A GROPE Algorithm |
Dissertation, School of Engineering and Applied Science, University of Virginia, John Elder |
1.6 MB PDF |
| 1992 |
Global Rd Optimization when Probes are Expensive: the GROPE Algorithm |
Proceedings IEEE International Conference on Systems, Man, and Cybernetics, John Elder |
550 KB PDF |
| 1992 |
Induction and Polynomial Networks |
University of Virginia Institute for Parallel Computation and Department of Systems Engineering, John Elder with Donald Brown
|
265 KB PDF |
| 1992 |
Pereceptrons, Regression, and Global Network Optimization |
University of Virginia Institute for Parallel Computation and Department of Systems Engineering Technical Report, John Elder
|
1.0 MB PDF |
| 1991 |
Creating 'Optimally Complex' Models for Forecasting |
Financial Analysts Journal, Jan/Feb: 73-79, John Elder and Mark Finn |
2.3 MB PDF |