Glenn M. Fung, Olvi L. Mangasarian, Jude W. Shavlik  Home/Search
Context Related
| wisc.edu/machinelearnin...fung.tr01.ps Cached: PS.gz PS PDF This document uses CoBlitz to cache paper downloads. If your firewall is blocking outgoing connections to port 3125, you can use these links to download local copies.
Image Update HelpPS.gz PS PDF From: wisc.edu/~shavlik/...publications (more) (Enter author homepages) |
Rate this article:      (best)Comment on this article |
Abstract: Prior knowledge in the form of multiple polyhedral sets, each belonging to one of two categories, is introduced into a reformulation of a linear support vector machine classifier. The resulting formulation leads to a linear program that can be solved efficiently. Real world examples, from DNA sequencing and breast cancer prognosis, demonstrate the effectiveness of the proposed method. Numerical results show improvement in test set accuracy after the incorporation of prior knowledge into... (Update)
Context of citations to this paper: More
...resulting formulation leads to a linear program that can be solved e#ciently. This extends, in a rather unobvious fashion, previous work [3] that incorporated similar prior knowledge into a linear SVM classifier. Numerical tests on standard type test problems, such as exclusive...
Cited by: More
Journal of Machine Learning Research 7 (2006) 1283--1314.. - Missing (Correct)
Transformation Distances, Strings and Identification - Of Dna Promoters (Correct)
Knowledge-Based Nonlinear Kernel Classifiers - Glenn Fung Olvi (Correct)
Similar documents (at the sentence level):
36.7%: Knowledge-Based Support Vector Machine Classifiers - Fung, Mangasarian, Shavlik (2002) (Correct)
Active bibliography (related documents): More All
0.0: Efektivn Prevod Multirelacn Databaze Na Jednorelacn - Reprezentaci Filip Zelezny (Correct)
0.0: An Empirical Approach To Real-Valued Multiple-Instance.. - Amar (2000) (Correct)
0.0: Multiple-Instance Learning for Natural Scene Classification - Maron, Ratan (1998) (Correct)
Similar documents based on text: More All
0.6: Data Selection for Support Vector Machine Classifiers - Fung, Mangasarian (2000) (Correct)
0.3: Proximal Support Vector Machine Classifiers - Fung, Mangasarian (Correct)
0.3: Journal of Machine Learning Research 3 (2002) 303-321.. - Glenn Fung Gfung (Correct)
Related documents from co-citation: More All
2: Learning from Data - Concepts (context) - Cherkassky, Mulier - 1998
2: Feature selection via concave minimization and support vector machines - Bradley, Mangasarian - 1998
BibTeX entry: (Update)
G. Fung, O. L. Mangasarian, and J. Shavlik. Knowledge-based support vector machine classifiers. Technical Report 01-09, Data Mining Institute, Computer Sciences Department, University of Wisconsin, Madison, Wisconsin, November 2001. ftp://ftp.cs.wisc.edu/pub/dmi/tech-reports/01-09.ps, NIPS 2002 Proceedings, to http://citeseer.ist.psu.edu/fung02knowledgebased.html More
@misc{ fung01knowledgebased,
author = "G. Fung and O. Mangasarian and J. Shavlik",
title = "Knowledge-based support vector machine classifiers",
text = "G. Fung, O. L. Mangasarian, and J. Shavlik. Knowledge-based support vector
machine classifiers. Technical Report 01-09, Data Mining Institute, Computer
Sciences Department, University of Wisconsin, Madison, Wisconsin, November
2001. ftp://ftp.cs.wisc.edu/pub/dmi/tech-reports/01-09.ps, NIPS 2002 Proceedings,
to",
year = "2001",
url = "citeseer.ist.psu.edu/fung02knowledgebased.html" }
Citations (may not include all citations):50 Feature selection via concave minimization and support vecto.. - Bradley, Mangasarian
22 On learning from multi-instance examples: Empirical evaluati.. - Auer - 1987
Documents on the same site (http://www.cs.wisc.edu/~shavlik/mlrg/publications.html): More
Building Intelligent Agents for Web-Based Tasks: A.. - Shavlik, Eliassi-Rad (1998) (Correct)
Learning to Predict Reading Frames in E. coli DNA Sequences - Craven, Shavlik (1993) (Correct)
Growing Simpler Decision Trees to Facilitate Knowledge.. - Cherkauer, Shavlik (1996) (Correct)
Online articles have much greater impact More about CiteSeer.IST Add search form to your site Submit documents Feedback
CiteSeer.IST - Copyright Penn State and NEC