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Keyword

ensemble pruning

Description: A machine-learning procedure that selects or removes component models from an ensemble to improve its efficiency or predictive performance.
OpenAlex ID: keywords/ensemble-pruning
Model compression
2006 · Cristian Buciluǎ, Rich Caruana, et al. · ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD) · 2,063
New ensemble methods for evolving data streams
2009 · Albert Bifet, Geoff Holmes, et al. · ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD) · 570
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A Survey of Evolutionary Algorithms for Data Mining and Knowledge Discovery
2003 · Alex A. Freitas · Natural computing series · 424
Ultra-Short-Term Industrial Power Demand Forecasting Using LSTM Based Hybrid Ensemble Learning
2019 · Mao Tan, Siping Yuan, et al. · IEEE Transactions on Power Systems · 353
An Analysis of Ensemble Pruning Techniques Based on Ordered Aggregation
2009 · Gonzalo Martinez-Munoz, Daniel Hernandez-Lobato, et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 315
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The Shapley Value in Machine Learning
2022 · Benedek Rozemberczki, Lauren Watson, et al. · International Joint Conference on Artificial Intelligence · 311
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A hybrid ensemble pruning approach based on consensus clustering and multi-objective evolutionary algorithm for sentiment classification
2017 · Aytuğ Onan, Serdar Korukoğlu, et al. · Information Processing & Management · 305
Ensemble Pruning Via Semi-definite Programming
2006 · Yi Zhang, Samuel Burer, et al. · 264
LibD3C: Ensemble classifiers with a clustering and dynamic selection strategy
2013 · Chen Lin, Wenqiang Chen, et al. · Neurocomputing · 228
adabag: AnRPackage for Classification with Boosting and Bagging
2013 · Esteban Alfaro, Matías Gámez, et al. · Journal of Statistical Software · 202
Pruning in ordered bagging ensembles
2006 · Gonzalo Martínez-Muñoz, Alberto Suárez · International Conference on Machine Learning · 181
Multilayer Ensemble Pruning via Novel Multi-sub-swarm Particle Swarm Optimization
2020 · Jun Zhang, Kwok-Wing Chau · 165
An optimal pruning algorithm of classifier ensembles: dynamic programming approach
2020 · Omar A. Alzubi, Jafar A. Alzubi, et al. · Neural Computing and Applications · 165
Biomedical Text Categorization Based on Ensemble Pruning and Optimized Topic Modelling
2018 · Aytuğ Onan · Computational and Mathematical Methods in Medicine · 155
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Ensemble learning of diffractive optical networks
2021 · Md Sadman Sakib Rahman, Jingxi Li, et al. · Light Science & Applications · 152
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Diversity Regularized Ensemble Pruning
2012 · Nan Li, Yang Yu, et al. · Lecture notes in computer science · 146
An Ensemble Pruning Primer
2009 · Grigorios Tsoumakas, Ioannis Partalas, et al. · Studies in computational intelligence · 132
A novel ensemble deep learning model with dynamic error correction and multi-objective ensemble pruning for time series forecasting
2020 · Shuai Zhang, Yong Chen, et al. · Information Sciences · 127
Evolving Ensemble Fuzzy Classifier
2018 · Mahardhika Pratama, Witold Pedrycz, et al. · IEEE Transactions on Fuzzy Systems · 113
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Predictive Ensemble Pruning by Expectation Propagation
2009 · Huanhuan Chen, Peter Tino, et al. · IEEE Transactions on Knowledge and Data Engineering · 113
Using boosting to prune bagging ensembles
2006 · Gonzalo Martínez-Muñoz, Alberto Suárez · Pattern Recognition Letters · 111
An ensemble uncertainty aware measure for directed hill climbing ensemble pruning
2010 · Ioannis Partalas, Grigorios Tsoumakas, et al. · Machine Learning · 105
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Ensemble pruning via individual contribution ordering
2010 · Zhenyu Lu, Xindong Wu, et al. · ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD) · 102
Effective pruning of neural network classifier ensembles
2002 · A. Lazarevic, Z. Obradovic · 2022 International Joint Conference on Neural Networks (IJCNN) · 102
Pareto Ensemble Pruning
2015 · Chao Qian, Yang Yu, et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 99
Works count: 504
Citation count: 12,260
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