See this document in CiteSeerX!

Ensemble Feature Selection with Dynamic Integration of Classifiers (2001)  (Make Corrections)  (2 citations)
Alexey Tsymbal, Seppo Puuronen, Iryna Skrypnyk



  Home/Search   Context   Related

 
View or download:
cs.jyu.fi/~alexey/aida01.pdf
Cached:  PS.gz  PS  PDF   Image  Update  Help

From:  cs.jyu.fi/~alexey/index (more)
(Enter author homepages)

Rate this article: (best)
  Comment on this article  
(Enter summary)

Abstract: Recent research has proved the benefits of the use of ensembles of classifiers for classification problems. Ensembles of classifiers can be constructed by a number of methods manipulating the training set with the purpose of creating a set of diverse and accurate base classifiers. One way to manipulate the training set for construction of the base classifiers is to apply feature selection. In this paper we evaluate the contextual merit measure as a feature selection heuristic for ensemble... (Update)

Cited by:   More
Diversity in Ensemble Feature Selection - Tsymbal, Pechenizkiy, Cunningham (2003)   (Correct)
Ensemble Feature Selection with the Simple Bayesian.. - Alexey Tsymbal Seppo   (Correct)

Active bibliography (related documents):   More   All
1.5:   Correlation-Based and Contextual Merit-Based Ensemble.. - Puuronen, Tsymbal..   (Correct)
0.4:   Local Feature Selection with Dynamic Integration of Classifiers - Puuronen, Tsymbal (2001)   (Correct)
0.2:   Decision Committee Learning with Dynamic Integration of Classifiers - Tsymbal (2000)   (Correct)

Similar documents based on text:   More   All
1.3:   Bagging and Boosting with Dynamic Integration of Classifiers - Tsymbal, Puuronen (2000)   (Correct)
1.2:   Search Strategies for Ensemble Feature Selection.. - Tsymbal.. (2003)   (Correct)
0.9:   Arbiter Meta-Learning with Dynamic Selection of.. - Tsymbal, Puuronen.. (1999)   (Correct)

Related documents from co-citation:   More   All
2:   Integrating multiple classifiers by finding their areas of expertise - Koppel, Engelson - 1996
2:   Neural Network Ensembles (context) - Krogh, Vedelsby - 1995
2:   UCI Repository of Machine Learning Databases [http://www (context) - Blake, Keogh et al. - 1998

BibTeX entry:   (Update)

Tsymbal, A., Puuronen, S., Skrypnyk, I.: Ensemble feature selection with dynamic integration of classifiers, In: Proc. Int. ICSC Congress on Computational Intelligence Methods and Applications CIMA'2001, Bangor, Wales, U.K. (2001). http://citeseer.ist.psu.edu/tsymbal01ensemble.html   More

@misc{ tsymbal01ensemble,
  author = "A. Tsymbal and S. Puuronen and I. Skrypnyk",
  title = "Ensemble feature selection with dynamic integration of classifiers",
  text = "Tsymbal, A., Puuronen, S., Skrypnyk, I.: Ensemble feature selection with
    dynamic integration of classifiers, In: Proc. Int. ICSC Congress on Computational
    Intelligence Methods and Applications CIMA'2001, Bangor, Wales, U.K. (2001).",
  year = "2001",
  url = "citeseer.ist.psu.edu/tsymbal01ensemble.html" }
Citations (may not include all citations):
2177   programs for machine learning (context) - Quinlan - 1993
164   A study of cross-validation and bootstrap for accuracy estim.. - Kohavi - 1995
137   Machine learning research: four current directions - Dietterich - 1997
52   Popular ensemble methods: an empirical study - Opitz, Maclin - 1999
43   Feature selection for classification - Dash, Liu - 1997
37   Data mining using MLC++: a machine learning library in C (context) - Kohavi, Sommerfield et al. - 1996
18   Feature selection for ensembles - Opitz - 1999
15   Use of contextual information for feature ranking and discre.. - Hong - 1997
10   Dynamical selection of learning algorithms - Merz - 1996
7   A dynamic integration algorithm for an ensemble of classifie.. (context) - Puuronen, Terziyan et al. - 1999
6   Decomposition of heterogeneous classification problems - Apte, Hong et al. - 1997
3   Ensemble feature selection based on the contextual merit (context) - Puuronen, Skrypnyk et al. - 2001
2   UCI Repository Machine Learning Dataset [httpwww (context) - UCI, Machine et al. - 1998
1   Ensembles of classifiers based on contextual features (context) - Skrypnyk, Puuronen - 2000

Documents on the same site (http://www.cs.jyu.fi/~alexey/index.html):   More
Arbiter Meta-Learning with Dynamic Selection of.. - Tsymbal, Puuronen.. (1999)   (Correct)
Decision Committee Learning with Dynamic Integration of Classifiers - Tsymbal (2000)   (Correct)
Local Feature Selection with Dynamic Integration of Classifiers - Puuronen, Tsymbal (2001)   (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