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Volumn 2018-January, Issue , 2017, Pages 1-7

Fuzzy DBN with rule-based knowledge representation and high interpretability

Author keywords

DBN; interpretability; TSK fuzzy system; TSK DBN

Indexed keywords

CLASSIFICATION (OF INFORMATION); CLUSTERING ALGORITHMS; FUZZY CLUSTERING; FUZZY INFERENCE; FUZZY RULES; INTELLIGENT SYSTEMS; KNOWLEDGE REPRESENTATION; MEMBERSHIP FUNCTIONS;

EID: 85047763717     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ISKE.2017.8258762     Document Type: Conference Paper
Times cited : (10)

References (37)
  • 1
    • 79953646805 scopus 로고    scopus 로고
    • Scalable TSK fuzzy modeling for very large datasets using minimal-enclosing-ball approximation
    • Apr.
    • Zhaohong Deng, Choi Kup-Sze, Fu-lai Chung, and Shitong Wang, "Scalable TSK Fuzzy Modeling for Very Large Datasets Using Minimal-Enclosing-Ball Approximation," IEEE Transactions on Fuzzy Systems, vol.19, no.2, pp.210-226, Apr.2011.
    • (2011) IEEE Transactions on Fuzzy Systems , vol.19 , Issue.2 , pp. 210-226
    • Deng, Z.1    Kup-Sze, C.2    Chung, F.-L.3    Wang, S.4
  • 2
    • 84938767602 scopus 로고    scopus 로고
    • Minimax probability TSK fuzzy system classifier: A more transparent and highly interpretable classification model
    • Apr.
    • Zhaohong Deng, Longbing Cao, Yizhang Jiang and Shitong Wang, "Minimax Probability TSK Fuzzy System Classifier: A More Transparent and Highly Interpretable Classification Model," IEEE Transactions on Fuzzy Systems, vol.23, no.4, pp.813-826, Apr.2015.
    • (2015) IEEE Transactions on Fuzzy Systems , vol.23 , Issue.4 , pp. 813-826
    • Deng, Z.1    Cao, L.2    Jiang, Y.3    Wang, S.4
  • 3
    • 85015160467 scopus 로고    scopus 로고
    • A hierarchical fused fuzzy deep neural network for data classification
    • June
    • Yue Deng, Zhiquan Ren, You Yong Kong, Feng Bao and Qionghai Dai, "A Hierarchical Fused Fuzzy Deep Neural Network for Data Classification," IEEE Transactions on Fuzzy Systems, vol.19, no.2, pp.210-226, June.2016.
    • (2016) IEEE Transactions on Fuzzy Systems , vol.19 , Issue.2 , pp. 210-226
    • Deng, Y.1    Ren, Z.2    Kong, Y.Y.3    Bao, F.4    Dai, Q.5
  • 4
    • 84959506269 scopus 로고    scopus 로고
    • Fuzzy restricted boltzmann machine for the enhancement of deep learning
    • Member, IEEE, DECEMBER
    • C. L. Philip Chen, Chun-Yang Zhang, Long Chen, Member, IEEE, and Min Gan," Fuzzy Restricted Boltzmann Machine for the Enhancement of Deep Learning," IEEE Transactions on Fuzzy Systems, vol.23 no.6, pp.2163-2173, DECEMBER.2015.
    • (2015) IEEE Transactions on Fuzzy Systems , vol.23 , Issue.6 , pp. 2163-2173
    • Philip Chen, C.L.1    Zhang, C.-Y.2    Chen, L.3    Gan, M.4
  • 5
    • 85080456971 scopus 로고    scopus 로고
    • Deep TSK fuzzy classifier with stacked generalization and triplely concise interpretability guarantee for large data
    • August
    • Ta Zhou, Fu-lai Chung, and Shitong Wang," Deep TSK Fuzzy Classifier with Stacked Generalization and Triplely Concise Interpretability Guarantee for Large Data," IEEE Transactions on Fuzzy Systems, vol.23, no.4, pp.813-826, August.2016.
    • (2016) IEEE Transactions on Fuzzy Systems , vol.23 , Issue.4 , pp. 813-826
    • Zhou, T.1    Chung, F.-L.2    Wang, S.3
  • 6
    • 84938803955 scopus 로고    scopus 로고
    • Fuzzy (c + p)-means clustering and its application to a fuzzy rule-based classifier: Toward good generalization and good interpretability
    • August
    • Jacek M. Leski, "Fuzzy (c + p)-Means Clustering and Its Application to a Fuzzy Rule-Based Classifier: Toward Good Generalization and Good Interpretability," IEEE Transactions on Fuzzy Systems, vol. 23, no. 4, August. 2015
    • (2015) IEEE Transactions on Fuzzy Systems , vol.23 , Issue.4
    • Leski, J.M.1
  • 8
    • 84890064120 scopus 로고    scopus 로고
    • Data-driven interval type-2 neural fuzzy system with high learning accuracy and improved model interpretability
    • DECEMBER
    • Chia-Feng Juang, Chi-You Chen, "Data-Driven Interval Type-2 Neural Fuzzy System With High Learning Accuracy and Improved Model Interpretability", IEEE Transactions on Cybernetics, VOL. 43, NO. 6, DECEMBER 2013,1781-1795
    • (2013) IEEE Transactions on Cybernetics , vol.43 , Issue.6 , pp. 1781-1795
    • Juang, C.-F.1    Chen, C.-Y.2
  • 10
    • 84894104920 scopus 로고    scopus 로고
    • Fuzzy deep belief networks for semi-supervised sentiment classification
    • Shusen Zhou, Q Chen, X Wang, "Fuzzy deep belief networks for semi-supervised sentiment classification", Neurocomputing,131(2014) 312-322
    • (2014) Neurocomputing , vol.131 , pp. 312-322
    • Zhou, S.1    Chen, Q.2    Wang, X.3
  • 12
    • 0012045480 scopus 로고
    • Fuzzy neural networks: A survey
    • J. J. Buckley and Y. Hayashi, "Fuzzy neural networks: A survey," Fuzzy sets and systems, vol. 66, no. 1, pp. 1-13, 1994.
    • (1994) Fuzzy Sets and Systems , vol.66 , Issue.1 , pp. 1-13
    • Buckley, J.J.1    Hayashi, Y.2
  • 14
    • 0035415951 scopus 로고    scopus 로고
    • A fast approach for automatic generation of fuzzy rules by generalized dynamic fuzzy neural networks
    • AUGUST
    • Shiqian Wu, Meng Joo Er, Yang Gao, "A fast approach for automatic generation of fuzzy rules by generalized dynamic fuzzy neural networks", IEEE TRANSACTIONS ON FUZZY SYSTEMS, VOL. 9, NO. 4, AUGUST 2001
    • (2001) IEEE TRANSACTIONS on FUZZY SYSTEMS , vol.9 , Issue.4
    • Wu, S.1    Joo Er, M.2    Gao, Y.3
  • 15
    • 0000966430 scopus 로고
    • A neural expert system with automated extraction of fuzzy If-then rules and its application to medical diagnosis
    • (NIPS)
    • Yoichi Hayashi, "A Neural Expert System with Automated Extraction of Fuzzy If-Then Rules and Its Application to Medical Diagnosis", Advances in Neural Information Processing System 3(NIPS 1990)
    • (1990) Advances in Neural Information Processing System , vol.3
    • Hayashi, Y.1
  • 18
    • 1942450610 scopus 로고    scopus 로고
    • Feature extraction by non parametric mutual information maximization
    • K. Torkkola, "Feature extraction by non parametric mutual information maximization," The Journal of Machine Learning Research, vol. 3, pp.1415-1438, 2003
    • (2003) The Journal of Machine Learning Research , vol.3 , pp. 1415-1438
    • Torkkola, K.1
  • 20
    • 34248666540 scopus 로고
    • Fuzzy sets
    • L.A. Zadeh, "Fuzzy sets", Inf. Control 8 (1965) 338-353
    • (1965) Inf. Control , vol.8 , pp. 338-353
    • Zadeh, L.A.1
  • 21
    • 0031142488 scopus 로고    scopus 로고
    • Quantum neural networks (qnn's): Inherently fuzzy feedforward neural networks
    • G. Purushothaman, N.B. Karayiannis, "Quantum neural networks (qnn's):inherently fuzzy feedforward neural networks", IEEE Trans. Neural Networks 8 (1997) 679-693.
    • (1997) IEEE Trans. Neural Networks , vol.8 , pp. 679-693
    • Purushothaman, G.1    Karayiannis, N.B.2
  • 23
    • 0021892282 scopus 로고
    • Fuzzy identification of systems and its application to modeling and control
    • Jan.
    • T. Takagi and M. Sugeno, "Fuzzy identification of systems and its application to modeling and control," IEEE Trans. Syst., Man, Cybern., vol. SMC-15, no. 1, pp. 116-132, Jan. 1985
    • (1985) IEEE Trans. Syst., Man, Cybern. , vol.SMC-15 , Issue.1 , pp. 116-132
    • Takagi, T.1    Sugeno, M.2
  • 24
    • 0027601884 scopus 로고
    • ANFIS: Adaptive-network-based fuzzy inference systems
    • Man, Cybern., May
    • J.-S. R. Jang, "ANFIS: Adaptive-network-based fuzzy inference systems, "IEEE Trans. Syst., Man, Cybern., vol. 23, no. 3, pp. 665-685, May 1993.
    • (1993) IEEE Trans. Syst. , vol.23 , Issue.3 , pp. 665-685
    • Jang, J.-S.R.1
  • 26
    • 0032205732 scopus 로고    scopus 로고
    • Improving the interpretability of TSK fuzzy models by combining global learning and local learning
    • Aug.
    • J. Yen, L. Wang, and C. W. Gillespie, "Improving the interpretability of TSK fuzzy models by combining global learning and local learning," IEEE Trans. Fuzzy Syst., vol. 6, no. 4, pp. 530-537, Aug. 1998.
    • (1998) IEEE Trans. Fuzzy Syst. , vol.6 , Issue.4 , pp. 530-537
    • Yen, J.1    Wang, L.2    Gillespie, C.W.3
  • 27
    • 0005619704 scopus 로고    scopus 로고
    • Generalization of adaptive neuro-fuzzy inference systems
    • Nov.
    • M. F. Azeem, M. Hanmandlu, and N. Ahmad, "Generalization of adaptive neuro-fuzzy inference systems," IEEE Trans. Neural Netw., vol. 11, no. 6, pp. 1332-1346, Nov. 2000
    • (2000) IEEE Trans. Neural Netw. , vol.11 , Issue.6 , pp. 1332-1346
    • Azeem, M.F.1    Hanmandlu, M.2    Ahmad, N.3
  • 30
    • 45749110924 scopus 로고    scopus 로고
    • Representational power of restricted boltzmann machines and deep belief networks
    • N. Le Roux and Y. Bengio, "Representational power of restricted boltzmann machines and deep belief networks," Neural computation, vol. 20, no. 6, pp. 1631-1649, 2008
    • (2008) Neural Computation , vol.20 , Issue.6 , pp. 1631-1649
    • Le Roux, N.1    Bengio, Y.2
  • 32
    • 84885023116 scopus 로고    scopus 로고
    • Training restricted boltzmann machines: An introduction
    • A. Fischer and C. Igel, "Training restricted boltzmann machines: an introduction," Pattern Recognition, vol. 47, no. 1, pp. 25-39, 2014
    • (2014) Pattern Recognition , vol.47 , Issue.1 , pp. 25-39
    • Fischer, A.1    Igel, C.2
  • 34
    • 33746600649 scopus 로고    scopus 로고
    • Reducing the dimensionality of data with neural networks
    • G.E. Hinton and R.R. Salakhutdinov, "Reducing the dimensionality of data with neural networks," Science, vol.313, no.5786, pp.504-507, 2006.
    • (2006) Science , vol.313 , Issue.5786 , pp. 504-507
    • Hinton, G.E.1    Salakhutdinov, R.R.2
  • 36
    • 33745805403 scopus 로고    scopus 로고
    • A faster learning algorithm for deep belief nets
    • G.E. Hinton, S. Osindero and Y.W. The, "A faster learning algorithm for deep belief nets," Neural Comput, vol.1, no.7, pp.1527-1544, 2006
    • (2006) Neural Comput , vol.1 , Issue.7 , pp. 1527-1544
    • Hinton, G.E.1    Osindero, S.2    The, Y.W.3
  • 37
    • 85032279011 scopus 로고    scopus 로고
    • On least learning machine
    • (Natual Science Edition), Feb.
    • Wang Shitong and Korris Fu-Lai Chung, "On Least Learning Machine", Journal of Jiangnan University (Natual Science Edition), vol.9, pp.505-510, Feb.2010
    • (2010) Journal of Jiangnan University , vol.9 , pp. 505-510
    • Shitong, W.1    Fu-Lai Chung, K.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.