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Volumn 47, Issue 10, 2017, Pages 2783-2790

Hybrid Classification System for Uncertain Data

Author keywords

Belief function; Dempster Shafer theory (DST); evidence theory; pattern classification; uncertain data

Indexed keywords

COMPUTATION THEORY; CONFORMAL MAPPING; FORMAL LOGIC; PATTERN RECOGNITION; SELF ORGANIZING MAPS; UNCERTAINTY ANALYSIS; VECTOR SPACES;

EID: 85030124656     PISSN: 21682216     EISSN: 21682232     Source Type: Journal    
DOI: 10.1109/TSMC.2016.2622247     Document Type: Article
Times cited : (82)

References (37)
  • 2
    • 0022219988 scopus 로고
    • A fuzzy K-nearest neighbor algorithm
    • Jul. /Aug.
    • J. M. Keller, M. R. Gray, and J. A. Givens, "A fuzzy K-nearest neighbor algorithm, " IEEE Trans. Syst., Man, Cybern., vol. SMC-15, no. 4, pp. 580-585, Jul. /Aug. 1985.
    • (1985) IEEE Trans. Syst., Man, Cybern. , vol.SMC-15 , Issue.4 , pp. 580-585
    • Keller, J.M.1    Gray, M.R.2    Givens, J.A.3
  • 3
    • 84891736888 scopus 로고    scopus 로고
    • Fuzzy nearest neighbor algorithms: Taxonomy, experimental analysis and prospects
    • Mar.
    • J. Derrac, S. García, and F. Herrera, "Fuzzy nearest neighbor algorithms: Taxonomy, experimental analysis and prospects, " Inf. Sci., vol. 260, pp. 98-119, Mar. 2014.
    • (2014) Inf. Sci. , vol.260 , pp. 98-119
    • Derrac, J.1    García, S.2    Herrera, F.3
  • 4
    • 0036709369 scopus 로고    scopus 로고
    • Locally adaptive metric nearest-neighbor classification
    • Sep.
    • C. Domeniconi, J. Peng, and D. Gunopulos, "Locally adaptive metric nearest-neighbor classification, " IEEE Trans. Pattern Anal. Mach. Intell., vol. 24, no. 9, pp. 1281-1285, Sep. 2002.
    • (2002) IEEE Trans. Pattern Anal. Mach. Intell. , vol.24 , Issue.9 , pp. 1281-1285
    • Domeniconi, C.1    Peng, J.2    Gunopulos, D.3
  • 5
    • 3042573893 scopus 로고    scopus 로고
    • Adaptive quasiconformal kernel nearest neighbor classification
    • May
    • J. Peng, D. R. Heisterkamp, and H. K. Dai, "Adaptive quasiconformal kernel nearest neighbor classification, " IEEE Trans. Pattern Anal. Mach. Intell., vol. 26, no. 5, pp. 656-661, May 2004.
    • (2004) IEEE Trans. Pattern Anal. Mach. Intell. , vol.26 , Issue.5 , pp. 656-661
    • Peng, J.1    Heisterkamp, D.R.2    Dai, H.K.3
  • 6
    • 39649087581 scopus 로고    scopus 로고
    • The nearest neighbor algorithm of local probability centers
    • Feb.
    • B. Li, Y. W. Chen, and Y. Q. Chen, "The nearest neighbor algorithm of local probability centers, " IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 38, no. 1, pp. 141-154, Feb. 2008.
    • (2008) IEEE Trans. Syst., Man, Cybern. B, Cybern. , vol.38 , Issue.1 , pp. 141-154
    • Li, B.1    Chen, Y.W.2    Chen, Y.Q.3
  • 9
    • 0025434991 scopus 로고
    • The combination of evidence in the transferable belief model
    • May
    • P. Smets, "The combination of evidence in the transferable belief model, " IEEE Trans. Pattern Anal. Mach. Intell., vol. 12, no. 5, pp. 447-458, May 1990.
    • (1990) IEEE Trans. Pattern Anal. Mach. Intell. , vol.12 , Issue.5 , pp. 447-458
    • Smets, P.1
  • 11
    • 0029307876 scopus 로고
    • A k-nearest neighbor classification rule based on Dempster-Shafer theory
    • May
    • T. Denoeux, "A k-nearest neighbor classification rule based on Dempster-Shafer theory, " IEEE Trans. Syst., Man, Cybern., vol. 25, no. 5, pp. 804-813, May 1995.
    • (1995) IEEE Trans. Syst., Man, Cybern. , vol.25 , Issue.5 , pp. 804-813
    • Denoeux, T.1
  • 12
    • 0033902309 scopus 로고    scopus 로고
    • A neural network classifier based on Dempster-Shafer theory
    • Mar.
    • T. Denoeux, "A neural network classifier based on Dempster-Shafer theory, " IEEE Trans. Syst., Man, Cybern. A, Syst., Humans, vol. 30, no. 2, pp. 131-150, Mar. 2000.
    • (2000) IEEE Trans. Syst., Man, Cybern. A, Syst., Humans , vol.30 , Issue.2 , pp. 131-150
    • Denoeux, T.1
  • 13
    • 84951909237 scopus 로고    scopus 로고
    • Adaptive imputation of missing values for incomplete pattern classification
    • Apr.
    • Z.-G. Liu, Q. Pan, J. Dezert, and A. Martin, "Adaptive imputation of missing values for incomplete pattern classification, " Pattern Recognit., vol. 52, pp. 85-95, Apr. 2016.
    • (2016) Pattern Recognit. , vol.52 , pp. 85-95
    • Liu, Z.-G.1    Pan, Q.2    Dezert, J.3    Martin, A.4
  • 14
    • 80955142768 scopus 로고    scopus 로고
    • Classification systems based on rough sets under the belief function framework
    • S. Trabelsi, Z. Elouedi, and P. Lingras, "Classification systems based on rough sets under the belief function framework, " Int. J. Approx. Reason., vol. 52, no. 9, pp. 1409-1432, 2011.
    • (2011) Int. J. Approx. Reason. , vol.52 , Issue.9 , pp. 1409-1432
    • Trabelsi, S.1    Elouedi, Z.2    Lingras, P.3
  • 15
    • 84925609243 scopus 로고    scopus 로고
    • An evidential classifier based on feature selection and two-step classification strategy
    • C. Lian, S. Ruan, and T. Denoeux, "An evidential classifier based on feature selection and two-step classification strategy, " Pattern Recognit., vol. 48, no. 7, pp. 2318-2327, 2015.
    • (2015) Pattern Recognit. , vol.48 , Issue.7 , pp. 2318-2327
    • Lian, C.1    Ruan, S.2    Denoeux, T.3
  • 16
    • 84870253881 scopus 로고    scopus 로고
    • A new belief-based K-nearest neighbor classification method
    • Z.-G. Liu, Q. Pan, and J. Dezert, "A new belief-based K-nearest neighbor classification method, " Pattern Recognit., vol. 46, no. 3, pp. 834-844, 2013.
    • (2013) Pattern Recognit. , vol.46 , Issue.3 , pp. 834-844
    • Liu, Z.-G.1    Pan, Q.2    Dezert, J.3
  • 17
    • 84999751843 scopus 로고    scopus 로고
    • A hybrid belief rule-based classification system based on uncertain training data and expert knowledge
    • to be published
    • L. Jiao, T. Denoeux, and Q. Pan, "A hybrid belief rule-based classification system based on uncertain training data and expert knowledge, " IEEE Trans. Syst., Man, Cybern., Syst., to be published, doi: 10. 1109/TSMC. 2015. 2503381.
    • IEEE Trans. Syst., Man, Cybern., Syst.
    • Jiao, L.1    Denoeux, T.2    Pan, Q.3
  • 18
    • 0032072012 scopus 로고    scopus 로고
    • An evidence-theoretic k-NN rule with parameter optimization
    • May
    • L. M. Zouhal and T. Denoeux, "An evidence-theoretic k-NN rule with parameter optimization, " IEEE Trans. Syst., Man, Cybern. C, Appl. Rev., vol. 28, no. 2, pp. 263-271, May 1998.
    • (1998) IEEE Trans. Syst., Man, Cybern. C, Appl. Rev. , vol.28 , Issue.2 , pp. 263-271
    • Zouhal, L.M.1    Denoeux, T.2
  • 19
    • 84896904620 scopus 로고    scopus 로고
    • Credal classification rule for uncertain data based on belief functions
    • Z.-G. Liu, Q. Pan, J. Dezert, and G. Mercier, "Credal classification rule for uncertain data based on belief functions, " Pattern Recognit., vol. 47, no. 7, pp. 2532-2541, 2014.
    • (2014) Pattern Recognit. , vol.47 , Issue.7 , pp. 2532-2541
    • Liu, Z.-G.1    Pan, Q.2    Dezert, J.3    Mercier, G.4
  • 20
    • 85028157055 scopus 로고    scopus 로고
    • A new incomplete pattern classification method based on evidential reasoning
    • Apr.
    • Z.-G. Liu, Q. Pan, G. Mercier, and J. Dezert, "A new incomplete pattern classification method based on evidential reasoning, " IEEE Trans. Cybern., vol. 45, no. 4, pp. 635-646, Apr. 2015.
    • (2015) IEEE Trans. Cybern. , vol.45 , Issue.4 , pp. 635-646
    • Liu, Z.-G.1    Pan, Q.2    Mercier, G.3    Dezert, J.4
  • 21
    • 33947108026 scopus 로고    scopus 로고
    • Classification using belief functions: Relationship between case-based and model-based approaches
    • Dec.
    • T. Denoeux and P. Smets, "Classification using belief functions: Relationship between case-based and model-based approaches, " IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 36, no. 6, pp. 1395-1406, Dec. 2006.
    • (2006) IEEE Trans. Syst., Man, Cybern. B, Cybern. , vol.36 , Issue.6 , pp. 1395-1406
    • Denoeux, T.1    Smets, P.2
  • 22
    • 10744226160 scopus 로고    scopus 로고
    • EVCLUS: Evidential clustering of proximity data
    • Feb.
    • T. Denoeux and M.-H. Masson, "EVCLUS: Evidential clustering of proximity data, " IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 34, no. 1, pp. 95-109, Feb. 2004.
    • (2004) IEEE Trans. Syst., Man, Cybern. B, Cybern. , vol.34 , Issue.1 , pp. 95-109
    • Denoeux, T.1    Masson, M.-H.2
  • 23
    • 84926225428 scopus 로고    scopus 로고
    • Credal c-means clustering method based on belief functions
    • Jan.
    • Z.-G. Liu, Q. Pan, J. Dezert, and G. Mercier, "Credal c-means clustering method based on belief functions, " Knowl. Based Syst., vol. 74, pp. 119-132, Jan. 2015.
    • (2015) Knowl. Based Syst. , vol.74 , pp. 119-132
    • Liu, Z.-G.1    Pan, Q.2    Dezert, J.3    Mercier, G.4
  • 24
    • 84870426604 scopus 로고    scopus 로고
    • Maximum likelihood estimation from uncertain data in the belief function framework
    • Jan.
    • T. Denoeux, "Maximum likelihood estimation from uncertain data in the belief function framework, " IEEE Trans. Knowl. Data Eng., vol. 25, no. 1, pp. 119-130, Jan. 2013.
    • (2013) IEEE Trans. Knowl. Data Eng. , vol.25 , Issue.1 , pp. 119-130
    • Denoeux, T.1
  • 25
    • 80455155141 scopus 로고    scopus 로고
    • Combination of sources of evidence with different discounting factors based on a new dissimilarity measure
    • Z.-G. Liu, J. Dezert, Q. Pan, and G. Mercier, "Combination of sources of evidence with different discounting factors based on a new dissimilarity measure, " Decis. Support Syst., vol. 52, no. 1, pp. 133-141, 2011.
    • (2011) Decis. Support Syst. , vol.52 , Issue.1 , pp. 133-141
    • Liu, Z.-G.1    Dezert, J.2    Pan, Q.3    Mercier, G.4
  • 26
    • 84939446074 scopus 로고    scopus 로고
    • Evidence combination from an evolutionary game theory perspective
    • Sep.
    • X. Deng, D. Han, J. Dezert, Y. Deng, and Y. Shyr, "Evidence combination from an evolutionary game theory perspective, " IEEE Trans. Cybern., vol. 46, no. 9, pp. 2070-2082, Sep. 2016.
    • (2016) IEEE Trans. Cybern. , vol.46 , Issue.9 , pp. 2070-2082
    • Deng, X.1    Han, D.2    Dezert, J.3    Deng, Y.4    Shyr, Y.5
  • 27
    • 84887002848 scopus 로고    scopus 로고
    • Evidential reasoning rule for evidence combination
    • Dec.
    • J.-B. Yang and D.-L. Xu, "Evidential reasoning rule for evidence combination, " Artif. Intell., vol. 205, pp. 1-29, Dec. 2013.
    • (2013) Artif. Intell. , vol.205 , pp. 1-29
    • Yang, J.-B.1    Xu, D.-L.2
  • 28
    • 84992699437 scopus 로고    scopus 로고
    • A new BRB-ER-based model for assessing the lives of products using both failure data and expert knowledge
    • Nov.
    • Z.-J. Zhou, L.-L. Chang, C.-H. Hu, X.-X. Han, and Z.-G. Zhou, "A new BRB-ER-based model for assessing the lives of products using both failure data and expert knowledge, " IEEE Trans. Syst., Man, Cybern., Syst., vol. 46, no. 11, pp. 1529-1543, Nov. 2016.
    • (2016) IEEE Trans. Syst., Man, Cybern., Syst. , vol.46 , Issue.11 , pp. 1529-1543
    • Zhou, Z.-J.1    Chang, L.-L.2    Hu, C.-H.3    Han, X.-X.4    Zhou, Z.-G.5
  • 29
    • 84970016388 scopus 로고    scopus 로고
    • Evaluation of probability transformations of belief functions for decision making
    • Jan.
    • D. Han, J. Dezert, and Z. Duan, "Evaluation of probability transformations of belief functions for decision making, " IEEE Trans. Syst., Man, Cybern., Syst., vol. 46, no. 1, pp. 93-108, Jan. 2016.
    • (2016) IEEE Trans. Syst., Man, Cybern., Syst. , vol.46 , Issue.1 , pp. 93-108
    • Han, D.1    Dezert, J.2    Duan, Z.3
  • 30
    • 84892438659 scopus 로고    scopus 로고
    • A new decisionmaking method by incomplete preferences based on evidence distance
    • Jan.
    • S. Huang, X. Su, Y. Hu, S. Mahadevan, and Y. Deng, "A new decisionmaking method by incomplete preferences based on evidence distance, " Knowl. Based Syst., vol. 56, pp. 264-272, Jan. 2014.
    • (2014) Knowl. Based Syst. , vol.56 , pp. 264-272
    • Huang, S.1    Su, X.2    Hu, Y.3    Mahadevan, S.4    Deng, Y.5
  • 31
    • 84856161441 scopus 로고    scopus 로고
    • Prototype selection for nearest neighbor classification: Taxonomy and empirical study
    • Mar.
    • S. Garcia, J. Derrac, J. Cano, and F. Herrera, "Prototype selection for nearest neighbor classification: Taxonomy and empirical study, " IEEE Trans. Pattern Anal. Mach. Intell., vol. 34, no. 3, pp. 417-435, Mar. 2012.
    • (2012) IEEE Trans. Pattern Anal. Mach. Intell. , vol.34 , Issue.3 , pp. 417-435
    • Garcia, S.1    Derrac, J.2    Cano, J.3    Herrera, F.4
  • 32
    • 0025489075 scopus 로고
    • The self-organizing map
    • Sep.
    • T. Kohonen, "The self-organizing map, " Proc. IEEE, vol. 78, no. 9, pp. 1464-1480, Sep. 1990.
    • (1990) Proc. IEEE , vol.78 , Issue.9 , pp. 1464-1480
    • Kohonen, T.1
  • 33
    • 84884281654 scopus 로고    scopus 로고
    • A fast prototype reduction method based on template reduction and visualization-induced self-organizing map for nearest neighbor algorithm
    • I.-J. Li, J.-C. Chen, and J.-L. Wu, "A fast prototype reduction method based on template reduction and visualization-induced self-organizing map for nearest neighbor algorithm, " Appl. Intell., vol. 39, no. 3, pp. 564-582, 2013.
    • (2013) Appl. Intell. , vol.39 , Issue.3 , pp. 564-582
    • Li, I.-J.1    Chen, J.-C.2    Wu, J.-L.3
  • 36
    • 84891808380 scopus 로고    scopus 로고
    • On the validity of Dempster's fusion rule and its interpretation as a generalization of Bayesian fusion rule
    • 223-252
    • J. Dezert and A. Tchamova, "On the validity of Dempster's fusion rule and its interpretation as a generalization of Bayesian fusion rule, " Int. J. Intell. Syst., vol. 29, no. 3, pp. 223-252, 2014.
    • (2014) Int. J. Intell. Syst. , vol.29 , Issue.3
    • Dezert, J.1    Tchamova, A.2
  • 37
    • 84866049873 scopus 로고    scopus 로고
    • Evaluating credal classifiers by utility-discounted predictive accuracy
    • M. Zaffalon, G. Corani, and D. Mauá, "Evaluating credal classifiers by utility-discounted predictive accuracy, " Int. J. Approx. Reason., vol. 53, no. 8, pp. 1282-1301, 2012.
    • (2012) Int. J. Approx. Reason. , vol.53 , Issue.8 , pp. 1282-1301
    • Zaffalon, M.1    Corani, G.2    Mauá, D.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.