Courses (1st Semester)

• Artificial Intelligence

• Deep Learning

• Social Netowrk Analysis

Publications

Journal Papers

• Jih-Jeng Huang, Integration of Genetic Algorithms and Neural Networks for the Formation of the Classifier of the Hierarchical Choquet Integral, Infomation Sciences, 537 (10), 46-61, 2020. (SCI)

• Hsiang-Hsi Liu, Jih-Jeng Huang, Yung-Ho Chiu, Integration of network DEA and DEMATEL for the performance evaluation of the financial holding companies in Taiwan, Managerial and Decision Economics, 41 (1), 64-78, 2020. (SSCI).

• Jih-Jeng Huang, Forming a hierarchical Choquet integral with a GA-based heuristic least square method. Mathematics, 7(12), 1155, 2019. (SCI)

• Jih-Jeng Huang, Deriving fuzzy weights of the fuzzy analytic network process via fuzzy inverse matrix. Mathematics, 7(10), 914, 2019. (SCI)

• Pei-Yin Chen and Jih-Jeng Huang, A hybrid autoencoder network for unsupervised image clustering, Algorithms, 12(6), 122, 2019. (EI)

• Chin-Yi Chen and Jih-Jeng Huang, Double Deep Autoencoder for Heterogeneous Distributed Clustering, Information, 10(4), 144, 2019. (EI)

• Jih-Jeng Huang, Heterogeneous distributed clustering by the fuzzy membership and hierarchical structure, Journal of Industrial and Production Engineering, Volume 35, Issue 3, 189-198, 2018. (EI, TSSCI).

• Jih-Jeng Huang,  Gwo-Hshiung Tzeng. Generalized DEMATEL technique with centrality measurements,  Technological and Economic Development of Economy, Volume 24, Issue 2, 600¡V614, 2018. (SSCI)

• Jih-Jeng Huang, Resource Decision-Making for Vertical and Horizontal Integration Problems in an Enterprise, Journal of the Operational Research Society,  Volume 67, Issue 11, pp 1363¡V1372, 2016. (SSCI)

• Hsiang-Hsi Liu, Wen-I Chuang, Jih-Jeng Huang, Yu-Hao Chen,The overconfident trading behavior of individual versus institutional investors, International Review of Economics & Finance, Volume 45, Pages 518¡V539, 2016. (SSCI)

• Jih-Jeng Huang, Masahiro Inuiguchi. Diminishing utility decision model for weighting criteria, International Journal of Information Technology & Decision Making, Volume 14, Issue 6, 1215-1242, 2015. (SCI)

• Jih-Jeng Huang, Integration of rough sets and support vector machines for network intrusion detection. Journal of Industrial and Production Engineering, Volume 31, Issue 7, 425-432, 2014. (EI, TSSCI).

• Hsiang-Hsi Liu, Yeong-Yuh Yeh, and Jih-Jeng Huang, Correlated Analytic Hierarchy Process. Mathematical Problems in Engineering, 2014 (2014), Article ID 961714, 7 pages. (SCI).

• Jih-Jeng Huang, and Gwo-Hshiung Tzeng, New thinking of multiobjective programming with changeable space ¡V in search of excellence. Technological and Economic Development of Economy, Volume 20, Issue 2, 254-273, 2014. (SSCI)

• Jih-Jeng Huang, Knowledge diffusion models- perspectives of gene evolution and population dynamics, Knowledge Management Research & Practice, Volume 11, Issue 3, 313-322, 2013. (SSCI)

• Jih-Jeng Huang, Organizational knowledge, learning and memory- a perspective of an immune system, Knowledge Management Research & Practice, Volume 11, Issue 3, 230-240, 2013.  (SSCI)

• Jih-Jeng Huang, A mathematical programming model for the fuzzy analytic network process- applications of international investment, Journal of the Operational Research Society, Volume 63, Issue 9, 2012, Pages 1534-1544. (SSCI)

• Jih-Jeng Huang, Further explanations for context effects: a perspective of ideal and reference points, Quality & Quantity, Volume 46 Issue 1, Jan 2012, Pages 281-290. (SSCI)

• Jih-Jeng Huang, A matrix method for the fuzzy analytic hierarchy process, International Journal of Uncertainty, Fuzziness and Knowledge-based Systems, Volume 19, Issue 2, 2011, Pages 401-414. (SCI)

• Jih-Jeng Huang,Chin-Yi Chen, Hsiang-Hsi Liu and Gwo-Hshiung Tzeng, A multiobjective programming model for partner selection-perspectives of objective synergies and resource allocations, Expert Systems with Applications Volume 37, Issue 5, May 2010, Pages 3530-3536. (SCI)

• Jih-Jeng Huang, The evolutionary perspective of knowledge creation- a mathematical representation, Knowledge-based Systems. Volume 22 Issue 6, Aug 2009, Pages 430-438. (SCI)

• Jih-Jeng Huang, Knowledge creation in strategic alliances based on an evolutionary perspective- a mathematical representation, Knowledge Management Research & Practice, Volume 7, Issue 1, Jan 2009, Pages 52-64.

• Jih-Jeng Huang, Revised behavioural models for riskless consumer choice, Journal of the Operational Research Society. Volume 60 Issue 8, Aug 2008, Pages 1237-1243.  (SSCI)

• Jih-Jeng Huang, A matrix method for the fuzzy analytic network process, International Journal of Uncertainty, Fuzziness and Knowledge-based Systems, Volume 16, Issue 6, Dec 2008, Pages 863-878. (SCI)

• Jih-Jeng Huang, Gwo-Hshiung Tzeng and Chorng-Shyong Ong, Multidimensional data in multidimensional scaling using the analytic network process, Pattern Recognition Letters, Volume 26, Issue 6, 1 May 2005, Pages 755-767. (SCI)

• Jih-Jeng Huang, Gwo-Hshiung Tzeng and Chorng-Shyong Ong, Choosing best alliance partners and allocating optimal alliance resources using the fuzzy multi-objective dummy programming model, Journal of the Operational Research Society, Volume 57, Issue 10, 1 Oct 2006, Pages 1216-1223. (SSCI)

• Chorng-Shyong Ong, Jih-Jeng Huang and Gwo-Hshiung Tzeng, Building credit scoring models using genetic programming, Expert Systems with Applications, Volume 29, Issue 1, July 2005, Pages 41-47. (SCI)

• Chorng-Shyong Ong, Jih-Jeng Huang and Gwo-Hshiung Tzeng, Model identification of ARIMA family using genetic algorithms, Applied Mathematics and Computation, Volume 164, Issue 3, 25 May 2005, Pages 885-912. (SCI)

• Jih-Jeng Huang, Gwo-Hshiung Tzeng and Chorng-Shyong Ong, Motivation and resource-allocation for strategic alliances through the DeNovo perspective, Mathematical and Computer Modelling, Volume 41, Issues 6-7, March-April 2005, Pages 711-721. (SCI)

• Jih-Jeng Huang, Gwo-Hshiung Tzeng and Chorng-Shyong Ong, Optimal fuzzy multi-criteria expansion of competence sets using multi-objectives evolutionary algorithms, Expert Systems with Applications, Volume 30, Issue 4, May 2006, Pages 739-745. (SCI)

• Jih-Jeng Huang, Gwo-Hshiung Tzeng and Chorng-Shyong Ong, Two-stage genetic programming (2SGP) for the credit scoring model, Applied Mathematics and Computation, Volume 174, Issue 2, 15 March 2006, Pages 1039-1053. (SCI) 

• Jih-Jeng Huang, Gwo-Hshiung Tzeng and Chorng-Shyong Ong, A novel algorithm for uncertain portfolio selection, Applied Mathematics and Computation, Volume 173, Issue 1, 1 February 2006, Pages 350-359. (SCI) 

• Jih-Jeng Huang, Gwo-Hshiung Tzeng and Chorng-Shyong Ong, Fuzzy principal component regression (FPCR) for fuzzy input and output data, International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems, Volume 14, Issue 1, February 2006, Pages 87-100. (SCI)

• Jih-Jeng Huang, Gwo-Hshiung Tzeng and Chorng-Shyong Ong, Marketing segmentation using support vector clustering, Expert Systems with Applications, Volume 32, Issue 2, February 2007, Pages 313-317. (SCI)

• Chi-Ming Lin, Jih-Jeng Huang, Mitsuo Gen, Gwo-Hshiung Tzeng, Recurrent neural network for dynamic portfolio selection, Applied Mathematics and Computation, Volume 175, Issue 2, 15 April 2006, Pages 1139-1146. (SCI) 

• Chorng-Shyong Ong, Jih-Jeng Huang and Gwo-Hshiung Tzeng, A novel hybrid model for portfolio selection, Applied Mathematics and Computation, Volume 169, Issue 2, 15 October 2005, Pages 1195-1210. (SCI) 

• Jih-Jeng Huang, Chorng-Shyong Ong and Gwo-Hshiung Tzeng, Interval multidimensional scaling for group decision using rough set concept, Expert Systems with Applications, Volume 31, Issue 3, October 2006, Pages 525-530. (SCI) 

• Jih-Jeng Huang, Gwo-Hshiung Tzeng and Chorng-Shyong Ong, A novel algorithm for nonlinear dynamic factor analysis, Applied Mathematics and Computation,  Volume 175, Issue 2, April 2006, Pages 1288-1297. (SCI) 

Conference Papers

• Jih-Jeng Huang, (2019, August). Computing the semantic similarity between documents by the copula-based econometric models. In Proceedings of the 2nd International Conference on Artificial Intelligence and Pattern Recognition (pp. 134-139). ACM.

• Jih-Jeng Huang, An integrated method for mining association and sequential rules in distributed databases. In Fuzzy Systems Association and 9th International Conference on Soft Computing and Intelligent Systems (IFSA-SCIS), 2017 Joint 17th World Congress of International (pp. 1-6). IEEE, 2017, June.

• Jih-Jeng Huang, Using Topic and Subjectivity Analysis for Overlapped Co-clustering Documents. In Multimedia Big Data (BigMM), 2017 IEEE Third International Conference on (pp. 105-108). IEEE, 2017, April.

• Jih-Jeng Huang, Consistent Fuzzy Analytic Hierarchy Process by Considering Fuzzy Input and Output Data, SCIS-ISIS 2016, Hokkai-Gakuen University, Sapporo, Hokkaido, Japan, August 25-28, 2016.

• Jih-Jeng Huang, A revised regret model for consumer choice behavior by considering outcome regret, Journal of Arts & Sciences¡¦ (IJAS) international academic conference, Ca¡¦ Foscari University, Venice, July 28- July 1st, 2016.

• Jih-Jeng Huang, Optimal resource allocation of virtual organizations - the perspective of changeable parameters, ICITS Conference, Tokyo University of Science, Japan, June 17-19, 2016.

• Hsiang-Hsi Liu, Shion Cho, Jih-Jeng Huang,Integration of Network Data Envelopment Analysis and DEMATEL for the Performance Evaluation of the Holding Financial Companies in Taiwan, 12th International Conference on Western Economic Association International, Nanyang Technological University, Singapore, 7-10 January, 2016.

• Huang, J. J. Two Steps Genetic Programming for Big Data-Perspective of Distributed and High-Dimensional Data. In Big Data (BigData Congress), 2015 IEEE International Congress on (pp. 753-756). IEEE. (EI)

• Jih-Jeng Huang, Explaining Context Effects through the Perspective of Preference Uncertainty, Asian Conference on Psychology and the Behavioral Sciences 2013, Japan.

• Jih-Jeng Huang and Gwo-Hshiung, New thinking of multi-objective programming with changeable space - in search of excellence, 9th International Symposium on Management Engineering, Kitakyushu, Japan, 2012. (Excellent Paper Award)

• Jih-Jeng Huang and Chin-Yi Chen, Interdependent multiple objective programming- a Monte Carlo method, 2011 IEEE International Conference on Fuzzy Systems, 1497-1503, 2011.  (EI)

• Chin-Yi Chen, Jih-Jeng Huang and Gwo-Hshiung Tzeng, CART and rough sets for marketing segmentation and classification- an application of digital camera, Fuzzy Systems and Knowledge Discovery, 332-336, 2009. FSKD'09. (EI)

• Jih-Jeng Huang, Gwo-Hshiung and Hsiang-Hsi Liu, A revised VIKOR model for multiple criteria decision making- the perspective of regret theory, The 20th International Conference on Multiple Criteria Decision Making, Communications in Computer and Information Science, 761-768, 2009. (ISI)

• Chin-Yi Chen, Jih-Jeng Huang and Gwo-Hshiung Tzeng, Nonlinear deterministic frontier model using genetic programming, The 20th International Conference on Multiple Criteria Decision Making, Communications in Computer and Information Science, 753-760, 2009. (ISI)

• Jih-Jeng Huang and Gwo-Hshiung Tzeng, A constrained fuzzy arithmetic method for the fuzzy analytic network process, Fuzzy Systems and Knowledge Discovery, 2007. FSKD 2007. Fourth International Conference on Volume 3, Issue , 24-27 Aug. 2007 Page(s):401 - 405. (EI)

• Jih-Jeng Huang, Gwo-Hshiung Tzeng and Chorng-Shyong Ong, A mathematical programming choquet integral for multicriteria decision making, The 35th International Conference on Computers & Industrial Engineering, Istanbul, Turkey, June 19-22, 2005.

• Chorng-Shyong Ong, Jih-Jeng Huang and Gwo-Hshiung Tzeng, A note on optimal expansion of a competence set game, Proceeding of the 12th Conference on Habitual Domains, Taipei, Taiwan, 2004.

• Chorng-Shyong Ong, Jih-Jeng Huang and Gwo-Hshiung Tzeng, Using rough set theory for detecting the interaction terms in a generalized logit model, Lecture Notes in Artificial Intelligence (LNAI) Volume 3066, 2005, Pages 624-629. (SCI)

Books

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• Gwo-Hshiung Tzeng and Jih-Jeng Huang, Fuzzy Multiple Objective Decision Making: Methods and Applications, CRC Press, 2013. ISBN-10: 1466554614.

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• Gwo-Hshiung Tzeng and Jih-Jeng Huang, Multiple Attribute Decision Making: Methods and Applications, CRC Press, 2011. ISBN-10: 1439861579.