Inês de Castro Dutra, David Page, Vítor Santos Costa, Jude Shavlik  Home/Search
Context Related
| wisc.edu/machinelear...dutra.ilp02.pdf 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: Ensembles have proven useful for a variety of applications, with a variety of machine learning approaches. While Quinlan has applied boosting to FOIL, the widely-used approach of bagging has never been employed in ILP. Bagging has the advantage over boosting that the different members of the ensemble can be learned and used in parallel. (Update)
Cited by: More
Active Relational Rule Learning in a Constrained Confidence-Rated.. - Hoche (2004) (Correct)
Relational Data Mining with Inductive Logic Programming .. - Mooney, Melville.. (2002) (Correct)
Relational Data Mining with Inductive Logic . . . - Mooney (2004) (Correct)
Similar documents (at the sentence level):
55.0%: An Empirical Evaluation of Bagging in Inductive Logic.. - Dutra, Page, Costa.. (2002) (Correct)
Active bibliography (related documents): More All
0.5: Learning an Approximation to Inductive Logic Programming.. - DiMaio, Shavlik (2004) (Correct)
0.5: From Propositional to First Order Logic in Machine Learning and.. - Van Laer (2002) (Correct)
0.3: ILP: Just Do It - Page (2000) (Correct)
Similar documents based on text: More All
0.3: A note on two simple transformations for improving the.. - Costa, Srinivasan.. (2000) (Correct)
0.3: Towards Automatic Management of Embarassingly.. - Dutra, Page, Costa, .. (Correct)
0.3: Query Transformations for Improving the Efficiency.. - Costa, Srinivasan.. (Correct)
Related documents from co-citation: More All
10: Nuclear material trafficking: An interim assessment (context) - Williams, Woessner - 1995
7: Inductive Logic Programming: Techniques and Applications (context) - Lavrac, Dzeroski - 1994
7: Data mining: Practical machine learning tools and techniques with Java implement.. (context) - Witten, Frank - 2000
BibTeX entry: (Update)
I. de Castro Dutra, D. Page, V. Santos Costa, and J. Shavlik. An empirical evaluation of bagging in inductive logic programming. In Proceedings of the Twelfth International Conference on Inductive Logic Programming, Sydney, Australia, July 2002. Springer-Verlag. http://citeseer.ist.psu.edu/article/decastrodutra02empirical.html More
@misc{ dutra02empirical,
author = "I. Dutra and D. Page and V. Costa and J. Shavlik",
title = "An empirical evaluation of bagging in inductive logic programming",
text = "I. de Castro Dutra, D. Page, V. Santos Costa, and J. Shavlik. An empirical
evaluation of bagging in inductive logic programming. In Proceedings of
the Twelfth International Conference on Inductive Logic Programming, Sydney,
Australia, July 2002. Springer-Verlag.",
year = "2002",
url = "citeseer.ist.psu.edu/article/decastrodutra02empirical.html" }
Citations (may not include all citations):657 Bagging Predictors - Breiman - 1996
500 Experiments with a new boosting algorithm - Freund, Shapire - 1996
133 Neural network ensembles (context) - Krogh, Vedelsby - 1995
109 Stacked Regressions (context) - Breiman - 1996
90 Ensemble methods in machine learning - Dietterich - 2000
76 IEEE Transactions on Pattern Analysis and Machine Intelligen.. (context) - Hansen, Salamon et al. - 1990
54 Learning semantic grammars with constructive inductive logic.. - Zelle, Mooney - 1993
52 Popular ensemble methods: An empirical study - Opitz, Maclin - 1999
44 Synergy of clustering multiple backpropagation networks (context) - Lincoln, Skrzypek - 1989
33 Robust classification systems for imprecise environments - Provost, Fawcett - 1998
32 Inductive learning applied to program construction and verif.. (context) - Bratko, Grobelnik - 1993
30 Actively searching for an effective neural-network ensemble - Opitz, Shavlik - 1996
27 Carcinogenesis predictions using ILP - Srinivasan, King et al. - 1997
27 Predicting protein secondary structure using inductive logic.. (context) - King, Muggleton et al. - 1992
22 Multiple networks for function learning (context) - Alpaydin - 1993
22 Boosting first-order learning - Quinlan - 1996
21 A study of two sampling methods for analysing large datasets.. - Srinivasan - 1999
19 Executing query packs in ILP - Blockeel, Dehaspe et al. - 2000
18 Tractable induction and classification in first-order logic .. - Sebag, Rouveirol - 1997
15 Relational learning using constrained confidence-rated boost.. - Hoche, Wrobel - 2001
13 The Aleph Manual (context) - Srinivasan - 2001
12 Lattice-search runtime distributions may be heavy-tailed - Zelezny, Srinivasan et al. - 2002
11 Classification of river water quality data using machine lea.. (context) - Deroski, Dehaspe et al. - 1995
8 Managing network resources in Condor - Bashey, Livny - 2000
7 Bagging imperfect predictors (context) - Zemke - 1999
7 Parallel inductive logic programming - Dehaspe, De Raedt - 1995
4 Receiver-operative characteristic (context) - Zweig, Campbell - 1993
4 The epidemic in a closed population with all susceptibles eq.. (context) - Metz - 1978
3 A note on two simple transformations for improving the effic.. (context) - Costa, Srinivasan et al. - 2000
3 Parallel inductive logic programming (context) - Graham, Page et al. - 2000
3 The application of ILP to finite element mesh design (context) - Dolak, Muggleton - 1991
2 Parallel induction algorithms for large samples - Matsui, Inuzuka et al. - 1998
1 Efficient cross-validation in ILP - Struyf, Blockeel - 2001
1 Two ad vanced transformation improving eficiency ILP system (context) - Janssens, Van Laer et al. - 2000
The graph only includes citing articles where the year of publication is known.
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