articleTop 1% cited
Particle swarm optimization for parameter determination and feature selection of support vector machines
Expert Systems with Applications · 2007 · Vol. 35(4) · pp. 1817–1824
Shih-Wei Lin✉(Huafan University)Kuo‐Ching Ying(Huafan University)Shih‐Chieh Chen(National Taiwan University of Science and Technology)Zne-Jung Lee(Huafan University)
Metaheuristic Optimization Algorithms ResearchAdvanced Algorithms and ApplicationsFace and Expression RecognitionSupport vector machineParticle swarm optimizationHyperparameter optimizationFeature selectionComputer sciencePattern recognition (psychology)Artificial intelligenceSelection (genetic algorithm)Kernel (algebra)Feature (linguistics)
Funding
- National Science Council
Citations
891
FWCI
20.92
field-weighted impact
References
44
Percentile
99%
vs. same field & year
Citations per year
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References
A GA-based feature selection and parameters optimizationfor support vector machines
Expert Systems with Applications · 2005 · 1,367 citations
Credit scoring with a data mining approach based on support vector machines
Expert Systems with Applications · 2006 · 805 citations
An introduction to kernel-based learning algorithms
IEEE Transactions on Neural Networks · 2001 · 3,478 citations
An application of support vector machines in bankruptcy prediction model
Expert Systems with Applications · 2004 · 802 citations
Asymptotic Behaviors of Support Vector Machines with Gaussian Kernel
Neural Computation · 2003 · 1,607 citations
Data mining: concepts and techniques
Choice Reviews Online · 2012 · 28,852 citations
Support vector machine with adaptive parameters in financial time series forecasting
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The Nature of Statistical Learning Theory
Technometrics · 1996 · 4,092 citations
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