教師個人簡歷
現職
國立中央大學
管理學院資訊管理學系
教授
專長
Fuzzy Controls
Intelligent Time Series Forecasting
Machine Learning
Neuro-Fuzzy Systems
專長簡述
Intelligent Systems
最高學歷
美國University of Illinois Chicago
電機與計算機科學
博士
政府GRB研究專長領域
教育部學門領域
國科會計畫統計
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先進複數型模糊類神經計算之研究
1050801~1060731
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資訊熵在複數型模糊類神經系統之研究
1040801~1050731
[Shannon entropy, complex fuzzy, variable selection, classification, regression, ]
期刊著作
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高斯分布鯨群演算法於最佳化問題之研究 A Study on the Gaussian Distribution Based Whale Optimization Algorithm for Optimization Problems
電子商務學報, 25, 1, 89-126, 2023-04-01
[ 高斯分布,鯨群最佳化演算法,最佳化演算法,無約束型測試函數,約束型測試函數,Gaussian distribution,whale optimization algorithm,optimization algorithm,unconstrained test function,constrained test function ] -
多目標函數仿真機器學習研究-使用基因演算法與遞迴式最小平方估計方法 Machine Learning Approach to Multi-Function Approximation Using GA-RLSE Algorithm
電子商務學報, 24, 1, 1~26, 2022-06-30
[ 複數模糊集合,複數模糊類神經系統,基因演算法,遞迴式最小平方估計法,多目標函數仿真,Complex fuzzy set (CFS),complex neuro-fuzzy system (CNFS),genetic algorithm (GA),recursive least squares estimator (RLSE),multi-function approximation ] -
Multitarget prediction using an aim-object-based asymmetric neuro-fuzzy system: A novel approach
Neurocomputing, 389, 155-169, 2020-05-14
[ Aim-object layer , Aim-object-based asymmetric , Hybrid learning algorithm , Multitarget prediction , Neuro-fuzzy system , Sphere complex fuzzy set ] -
模糊類神經多項參數建構之預測模式及PSO-RLSE演算法於股市投資策略之研究 Prediction Model of Multiple Fuzzy Neural Parameter on PSO-RLSE Algorithm in Stock Market Investment Strategy
Taiwan Academy of Management Journal=TAMJ 臺灣管理學刊 (台灣管理學刊), 20, 115, 23-75, 2020-02-01
[ 類神經網路,模糊類神經模型,粒子群演算法 ] -
卷積神經模糊方法於多目標時間序列預測研究 CNN-Based Neural Fuzzy Approach to Multi-Target Prediction Using Sphere Complex Fuzzy Sets
資訊管理學報, 26, 4, 483-511, 2019-12-01
[ 多目標預測,球型複數模糊集,卷積神經網路,模糊推論系統,複合式機器學習演算法 ] -
Complex neural fuzzy system and its application on multi-class prediction — A novel approach using complex fuzzy sets, IIM and multi-swarm learning
Applied Soft Computing Journal, 84, 2019-11-01
[ Complex fuzzy set , Complex neural fuzzy system , Fuzzy causality , Kalman filtering algorithm , Multi-swarm PSO ] -
Multiple Function Approximation - A New Approach Using Asymmetric Complex Fuzzy Inference System
Vietnam Journal of Computer Science, 6, 4, 407-422, 2019-11-01
[ aim-object part,asymmetric complex fuzzy inference system,complex fuzzy set,function approximation,Multi-target prediction ] -
複數模糊類神經於趨向類別預測之研究 Prediction of Directional Classification Using Complex Neuro-Fuzzy Model
資訊管理學報, 26, 4, 413-450, 2019-10-31
[ 複數模糊類神經,複數模糊集,特徵選取,粒子群最佳化演算法,遞迴 最小平方法 ] -
多目標特徵挑選與時間序列預測 Multi-target Feature Selection and Time-series Forecasting
資訊管理學報, 26, 4, 451-482, 2019-10-31
[ 多目標特徵挑選,人工神經網路,球型複數模糊集,球型複數神經模糊系統,混合式機器學習 ] -
Multitarget prediction—A new approach using sphere complex fuzzy sets
Engineering Applications of Artificial Intelligence, 79, 45-57, 2019-03-01
[ Complex fuzzy set , Cross-target feature selection , Influence information , Multitarget prediction , Sphere complex fuzzy set ] -
A novel entropy-based approach to feature selection
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 10191, pp. 445-454, 2017-02-01
[ feature selection ] -
Complex neurofuzzy ARIMA forecasting - A new approach using complex fuzzy sets
IEEE Transactions on Fuzzy Systems, 21, 3, 567-584, 2013-06-12
[ Complex fuzzy set (CFS) , complex neurofuzzy system (CNFS) , hybrid learning , self-organization , time-series forecasting ] -
混合複數類神經模糊與自動回歸差分平均移動方法之智慧 型時間序列預測模型 Intelligent time series forecasting model combining complex neuro-fuzzy computing model and ARIMA method
電子商務學報, 15, 1, 137-158, 2013-03-01
[ 複數模糊集合、複數模糊類神經系統、粒子群最佳化演算法、遞迴小平方估計法、時間序 列預測 ] -
Adaptive image restoration by a novel neuro-fuzzy approach using complex fuzzy sets
International Journal of Intelligent Information and Database Systems, 7, 6, 479-495, 2013-01-01
[ ABC algorithm , Artificial bee colony , CFS , CNFS , Complex fuzzy set , Complex neuro-fuzzy system , Image restoration , Recursive least squares estimator , RLSE ] -
A novel self-organizing complex neuro-fuzzy approach to the problem of time series forecasting
Neurocomputing, 99, 467-476, 2013-01-01
[ Complex fuzzy set (CFS) , Complex neuro-fuzzy system (CNFS) , Hybrid learning , Self-organization , Time series forecasting ] -
A preliminary study of business intelligence in sports: a performance-salary model of player via artificial neural network
International Journal of Electronic Business Management, 11, 1, 13-22, 2013-01-01
[ Artificial Neural Network,Sports Business,Professional Baseball,Organization Management ] -
Intelligent financial time series forecasting: A complex neuro-fuzzy approachwith multi-swarm intelligence
International Journal of Applied Mathematics and Computer Science, 22, 4, 787-800, 2012-12-01
[ Complex fuzzy set , Complex neuro-fuzzy system , Hierarchical multi-swarm particle swarm optimization , Recursive least squares estimator , Time series forecasting ] -
Self-learning complex neuro-fuzzy system with complex fuzzy sets and its application to adaptive image noise canceling
Neurocomputing, 94, 121-139, 2012-10-01
[ Adaptive image noise canceling , Complex fuzzy set , Complex neuro-fuzzy system , Image restoration , Machine learning , PSO , RLSE ] -
適應式影像還原─以計算智慧為方法 Adaptive image restoration-a computational intelligence approach
資訊管理學報, 19, 3, pp. 476-507, 2012-07-01
[ 類神經模糊系統(NFS)、粒子群演算法(PSO)、遞迴最小平方估計法 (RLSE)、雜訊消除、計算智慧 ] -
A new ARIMA-based neuro-fuzzy approach and swarm intelligence for time series forecasting
Engineering Applications of Artificial Intelligence, 25, 2, 295-308, 2012-03-01
[ Auto-regressive integrated moving average model (ARIMA) , Hybrid learning , Neuro-fuzzy system (NFS) , Particle swarm optimization (PSO) , Recursive least-squares estimator (RLSE) , Time series forecasting ] -
Adaptive fuzzy approach to function approximation with PSO and RLSE
Expert Systems with Applications, 38, 10, 13266-13273, 2011-09-15
[ Function approximation , Fuzzy , Machine learning , Particle swarm optimization (PSO) , Recursive least-squares estimator (RLSE) ] -
Function approximation with complex neuro-fuzzy system using complex fuzzy sets - A new approach
New Generation Computing, 29, 3, 261-276, 2011-07-01
[ Complex fuzzy set , Complex neuro-fuzzy system (CNFS) , Function approximation , Hybrid learning , PSO-RLSE ] -
Complex fuzzy model with PSO-RLSE hybrid learning approach to function approximation
International Journal of Intelligent Information and Database Systems, 5, 4, 409-430, 2011-01-01
[ CFS , CNFS , Complex fuzzy set , Complex neuro-fuzzy system , Function approximation , Particle swarm optimisation , PSO , Recursive least squares estimator , RLSE ] -
Computational intelligence hybrid learning approach to time series forecasting
World Academy of Science, Engineering and Technology, 43, 772-779, 2010-12-01
[ Forecasting , Hybrid learning (HL) , Neuro-fuzzy system (NFS) , Particle swarm optimization (PSO) , Recursive least-squares estimator (RLSE) , Time series ] -
Fuzzy-neural sliding-mode control for DC-DC converters using asymmetric gaussian membership functions
IEEE Transactions on Industrial Electronics, 54, 3, 1528-1536, 2007-06-01
[ Adaptive control , Asymmetric gaussian membership function , Converter , Fuzzy neural network , Sliding-mode control ] -
Recurrent neuro-fuzzy hybrid-learning approach to accurate system modeling
Fuzzy Sets and Systems, 158, 2, 194-212, 2007-01-16
[ Hybrid learning (HL) , Least square estimation (LSE) , Modeling , Random optimization (RO) , Recurrent neuro-fuzzy system (RNFS) , System identification ] -
Soft computing approach to adaptive removal of interference signal
WSEAS Transactions on Communications, 5, 9, 1719-1724, 2006-09-01
[ Adaptive notch filtering , Intelligent signal processing , Interference canceling , Machine learning , Neuro-fuzzy ] -
Computational Intelligence approach to the problem of adaptive noise canceling
WSEAS Transactions on Computers, 5, 7, 1397-1404, 2006-07-01
[ Adaptive filtering , Adaptive noise cancellation , Computational intelligence , Intelligent system , Least square estimation , Machine learning , Neuro-fuzzy , Random optimization , Self construction ] -
Pseudoerror-based self-organizing neuro-fuzzy system
IEEE Transactions on Fuzzy Systems, 12, 6, 812-814, 2004-12-01
[ Clustering,Learning,Neuro-fuzzy system,Parameter identification,Pseudoerror,Random optimization,Self-organization,Structure identification ] -
Soft computing approach to feature extraction
Fuzzy Sets and Systems, 147, 1, 119-140, 2004-10-01
[ Feature extraction,Fingerprint image,Fuzzy-wavelet,Pattern recognition,Soft computing,Wavelet transform ] -
Optimization by random search with jumps
International Journal for Numerical Methods in Engineering, 60, 7, 1301-1315, 2004-06-21
[ Derivative-free optimization , Global minimum , Interpolation check , Jump , Multi-variable function optimization , Random optimization , Random search ] -
Self-organizing neuro-fuzzy system for control of unknown plants
IEEE Transactions on Fuzzy Systems, 11, 1, 135-150, 2003-02-01
[ Clustering,Neuro-fuzzy control,Self-learning,Self-organization ] -
Fuzzy motion control of an auto-warehousing crane system
IEEE Transactions on Industrial Electronics, 48, 5, 983-994, 2001-10-01
[ Auto-warehousing crane system,Distance-speed control,Fuzzy logic controller,Motion control,Positioning accuracy ] -
Fuzzy control of unknown multiple-input-multiple-output plants
Fuzzy Sets and Systems, 104, 2, 245-267, 1999-06-01 -
Self-learning general purpose PID controller
Journal of the Franklin Institute, 334, 2, 167-189, 1997-01-01 -
Thin gold film strain gauges
Journal of Vacuum Science and Technology A: Vacuum, Surfaces and Films, 12, 3, 813-819, 1994-01-01 -
基於熵的特徵選擇、複數模糊和混合機器學習 於預測研究的新方法 A Novel Approach to Prediction Problems with Entropy-Based Feature Selection, Complex-Valued Fuzzy Method, and Hybrid Machine Learning
電子商務學報,
[ 傳遞熵,特徵選擇,複數模糊系統,球型複數模糊集,複數減法分群法 ] -
基於多群機器學習的多目標複數神經模糊預測 方法 A Novel Complex-Valued Neuro-Fuzzy Predictive Approach to Multiple Targets with Multi-Swarm Machine Learning
電子商務學報,
[ 複數神經模糊,複數數據的減法分群,球型複數模糊集,多群機器學習,多目標預測 ] -
向量化複數模糊神經方法在時間序列智慧型預 測之研究-使用PSO、WOA與RLSE A Study on Time Series Intelligent Forecasting by a Vectorized Complex Neuro-Fuzzy Approach Using PSO, WOA and RLSE
電子商務學報,
[ 多目標預測,類神經模糊系統,金融時間序列 ]
研討會著作
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A Social Hierarchy Based Hybrid Optimization Method — A New Approach
2025-03-26
[ Hybrid metaheuristics,swarm intelligence, social hierarchy,Optimization ] -
Hybrid learning fuzzy approach to function approximation
2010-12-01
[ Function approximation , Fuzzy , Machine learning , Particle swarm optimization (PSO) , Recursive least-squares estimator (RLSE) ] -
Complex neuro-fuzzy intelligent approach to function approximation
151-156, 2010-11-17
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Hardware neuro-fuzzy learning
282-286, 2007-12-01
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Image restoration using RO learning approach
2006-12-01
[ Adaptive filter , Block processing , Machine-learning , Random-optimization ] -
Hybrid evolutionary soft-computing approach for unknown system identification
1440-1449, 2006-01-01
[ Hybrid learning , Neuro-fuzzy systems , Random optimization , System identification / modeling , Weighted Gaussian function ] -
Self-organizing intelligent system and its application for hard disk drive control
2263-2268, 2005-09-01
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RO-based self-organizing neuro-fuzzy approach for HDD positioning control
2615-2625, 2005-01-01
[ Hard disk drives , Random optimization , Self-organization , Track seeking/following control ] -
Cluster-based self-organizing neuro-fuzzy system with hybrid learning approach for function approximation
1186-1189, 2005-01-01
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Hybrid learning neuro-fuzzy approach for complex modeling using asymmetric fuzzy sets
5-9, 2005-01-01
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Soft computing approach to adaptive noise filtering
1-5, 2004-12-01
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Fuzzy depth control of an unmanned free-swimming submersible vehicle
194-199, 2002-01-01
[ Fuzzy depth control , Fuzzy logic controller (FLC) , Pitch elevator , Unmanned free-swimming submersible vehicle ] -
Soft computing system using fuzzy clustering and on-line learning
1050-1055, 2002-01-01
[ Crane motion control , Fuzzy clustering , On-line learning , Pesudo-errors , Self-organization , Statistical regression ] -
Self-organizing fuzzy intelligent system
473-477, 2002-01-01
[ Clustering , Fuzzy control , Inverse learning control , Random optimization , Self-learning , Self-organization , Temperature control ] -
Soft computing system for motion control
364-369, 2001-01-01
[ Cluster , Crane system , Motion control , Neuro-fuzzy system , Parameter learning , Pseudo-error , Random optimization , Self-organization , Soft-computing ] -
Self-learning neurofuzzy controller
987-990, 1996-12-01
專書
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Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
243-254, 2018-01-01
[ Complex fuzzy set,Function approximation,Fuzzy system,Multi-target prediction ] -
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
445-454, 2017-01-01
[ Feature selection,Information entropy,Probability density estimation,Time series dataset ] -
當代人力與知識管理:理論與實務研究
142-155, 2015-08-01
[ 職場友誼,心理資本,幸福感 ] -
當代人力與知識管理:理論與實務研究
123-141, 2015-08-01
[ 顧客滿意度,口碑,再購意願,DAY SPA ] -
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
320-329, 2012-03-27
[ artificial bee colony (ABC),complex fuzzy set (CFS),complex neuro-fuzzy system (CNFS),knowledge discovery,recursive least squares estimator (RLSE) ] -
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
90-99, 2011-12-01
[ Artificial bee colony (ABC),Complex fuzzy set (CFS),Complex neuro-fuzzy system (CNFS),Image restoration,Recursive least square estimator (RLSE) ] -
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
411-420, 2011-12-01
[ Clustering,Forecasting,Fuzzy system,Hybrid learning,Particle Swarm Optimization (PSO),Recursive Least Squares Estimator (RLSE) ] -
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
242-251, 2011-12-01
[ Complex fuzzy set (CFS),Complex neuro-fuzzy system (CNFS),Hierarchical multi-swarm particle swarm optimization (HMSPSO),Recursive least square estimator (RLSE),Time series forecasting ] -
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
616-625, 2011-06-14
[ hybrid learning,neuro-fuzzy system (NFS),particle swarm optimization (PSO),recursive least-squares estimator (RLSE),self-organization,time series forecasting ] -
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
289-299, 2010-09-17
[ complex fuzzy set,complex neuro-fuzzy system (CNFS),function approximation,machine learning,PSO,RLSE ]
國立中央大學