Md. Monirul Islam, Xin Yao, Kazuyuki Murase  Home/Search
Context Related
| cs.bham.ac.uk/~xin...blished_tnn_03.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: cs.bham.ac.uk/~x...journal_papers (more) (Enter author homepages) |
Rate this article:      (best)Comment on this article |
Abstract: This paper presents a constructive algorithm for training cooperative neural-network ensembles (CNNEs). CNNE combines ensemble architecture design with cooperative training for individual neural networks (NNs) in ensembles. Unlike most previous studies on training ensembles, CNNE puts emphasis on both accuracy and diversity among individual NNs in an ensemble. In order to maintain accuracy among individual NNs, the number of hidden nodes in individual NNs are also determined by a constructive... (Update)
Cited by: More
Diversity Creation Methods: A Survey And Categorisation - Brown, Wyatt, Harris, Yao (2004) (Correct)
Diversity in Neural Network Ensembles - Brown (2003) (Correct)
Active bibliography (related documents): More All
1.1: Exploiting Diversity of Neural Ensembles with Speciated Evolution - Lee, Ahn, Cho (Correct)
0.6: An Ensemble Of Neural Networks For Weather Forecasting - Maqsood, Khan, Abraham (2004) (Correct)
0.5: Biologically Inspired Modular Neural Networks - Azam (2000) (Correct)
Similar documents based on text:
0.1: Objective Functions for Training New Hidden Units in.. - Kwok, Yeung (1999) (Correct)
Related documents from co-citation: More All
4: Improved boosting algorithms using confidence-rated predictions - Singer, Schapire - 1999
3: Combination of multiple classiers using local accuracy estimates (context) - Woods, Jr et al. - 1997
3: Operations Research Quarterly (context) - Bates, Granger et al. - 1969
BibTeX entry: (Update)
Md. M. Islam, X. Yao, and K. Murase. A constructive algorithm for training cooperative neural network ensembles. IEEE Transactions on Neural Networks, 14(4):820-- 834, July 2003. http://citeseer.ist.psu.edu/islam03constructive.html More
@misc{ islam03constructive,
author = "M. Islam and X. Yao and K. Murase",
title = "A constructive algorithm for training cooperative neural network ensembles",
text = "Md. M. Islam, X. Yao, and K. Murase. A constructive algorithm for training
cooperative neural network ensembles. IEEE Transactions on Neural Networks,
14(4):820-- 834, July 2003.",
year = "2003",
url = "citeseer.ist.psu.edu/islam03constructive.html" }
Citations (may not include all citations):1491 Learning internal representations by error propagation (context) - Rumelhart, Hinton et al. - 1986
657 Bagging predictors - Breiman - 1996
509 A decision theoretic generalization of on-line learning and .. - Freund, Schapire - 1997
472 Hierarchical mixtures of experts and the EM algorithm - Jordan, Jacobs - 1994
413 Adaptive mixtures of local experts (context) - Jacobs, Jordan et al. - 1991
372 The cascade-correlation learning architecture - Fahlman, Lebiere - 1990
155 An empirical comparison of voting classification algorithms:.. - Bauer, Kohavi - 1999
134 An experimental comparison of three methods for constructing.. - Dietterich - 2000
127 Oscillation and chaos in physiological control systems (context) - Mackey, Glass - 1977
102 Neural network ensembles (context) - Hansen, Salamon - 1990
89 and Arcing Classifier (context) - Variance - 1996
79 Error reduction through learning multiple descriptions - Ali, Pazzani - 1996
72 Dynamic node creation in backpropagation networks (context) - Ash - 1989
70 Neural-gas' network for vector quantization and its applicat.. (context) - Martinetz, Berkovich et al. - 1993
61 Error correlation and error reduction in ensemble classifier.. - Tumer, Ghosh - 1996
59 IEEE Trans (context) - of, in et al. - 1998
56 Backpropagation algorithm which varies the number of hidden .. (context) - Hirose, Yamashita et al. - 1991
56 Boosting and other ensemble methods (context) - Drucker, Cortes et al. - 1994
52 Popular ensemble methods: An empirical study - Opitz, Maclin - 1999
51 A new evolutionary system for evolving artificial neural net.. - Yao, Liu - 1997
50 Optimal linear combinations of neural networks - Hashem - 1997
35 Improving model selection by nonconvergent methods (context) - Finnoff, Hergent et al. - 1993
34 Ensemble learning using decorrelated neural networks - Rosen - 1996
31 On combining artificial neural nets - Sharkey - 1996
30 Actively searching for an effective neural-network ensemble - Opitz, Shavlik - 1996
29 Neural network ensembles, cross validation, and active learn.. - Krogh, Vedelsby - 1995
23 Use of quasi-Newton method in a feed forward neural network .. (context) - Setiono, Hui - 1995
23 Learning probabilistic relational concept descriptions (context) - Ali - 1996
20 Constructive algorithms for structure learning in feedforwar.. - Kwok, Yeung - 1997
19 Evolutional development of a multilevel neural network (context) - Odri, Petrovacki et al. - 1993
17 Ensemble learning via negative correlation - Liu, Yao - 1999
16 Improving model accuracy using optimal linear combinations o.. - Hashem, Schmeiser - 1995
16 Combining diverse neural nets - Sharkey, Sharkey - 1997
14 Proben1 -- A Set of Benchmarks and Benchmarking Rules for Ne.. (context) - Prechelt - 1994
14 Bagging, boosting, and C4.5 (context) - Quinlan - 1996
9 Evolutionary ensembles with negative correlation learning - Liu, Yao et al. - 2000
8 Statistical mechanics of ensemble learning (context) - Krogh, Sollich - 1997
7 Genetic algorithm based selective neural network ensemble - Zhou, Wu et al. - 2001
4 Exploring constructive cascade networks (context) - Treadgold, Gedeon - 1999
3 Classification using Bayesian neural nets - Bioch, Meer et al. - 1996
3 Late-stopping method for optimal aggregation of neural netwo.. (context) - Granitto, Navone et al. - 2001
2 Hand written digit recognition using BKS combination of neur.. (context) - Khotanzad, Chung - 1994
2 IEEE Trans (context) - of, neural et al. - 1999
2 Modeling with constructive backpropagation (context) - Lehtokangas - 1999
2 Exploring constructive algorithms with stopping criteria to .. (context) - Islam, Shahjahan et al. - 2001
1 Predicting the Mackey--Glass time series (context) - Farmer, Sidorowich - 1987
1 Neural Networks (context) - for, hidden et al. - 1997
1 A stepwise algorithm for construction of neural network ense.. (context) - Granitto, Navone et al. - 2001
1 in Combining Artificial Neural Nets (context) - order, for - 1999
1 Machine Learning (context) - regressions - 1996
1 A new algorithm to design compact twohidden -layer artificia.. (context) - Islam, Murase - 2001
1 of neural network (context) - study, evaluation - 1996
1 Mutual information of sparsely coded associative memory with.. (context) - Boll, Dominguez et al. - 2000
Documents on the same site (http://www.cs.bham.ac.uk/~xin/journal_papers.html): More
Evolutionary Programming Made Faster - Yao (1996) (Correct)
Knowledge Extracted From Trained Neural Networks - Yao (1999) (Correct)
Ensemble Learning via Negative Correlation - Liu, Yao (1999) (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