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Volumn 42, Issue 20, 2015, Pages 6844-6852

A fuzzy-rough nearest neighbor classifier combined with consistency-based subset evaluation and instance selection for automated diagnosis of breast cancer

Author keywords

Breast cancer; Consistency based subset evaluation; Fuzzy rough set; Instance selection; Nearest neighbor classifier

Indexed keywords

ALGORITHMS; ARTIFICIAL INTELLIGENCE; CLASSIFICATION (OF INFORMATION); DIAGNOSIS; DISEASES; FEATURE EXTRACTION; INFORMATION SCIENCE; LEARNING ALGORITHMS; LEARNING SYSTEMS; PATIENT TREATMENT; ROUGH SET THEORY; STATISTICAL TESTS;

EID: 84930676094     PISSN: 09574174     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eswa.2015.05.006     Document Type: Article
Times cited : (189)

References (51)
  • 1
    • 56349089940 scopus 로고    scopus 로고
    • Support vector machines combined with feature selection for breast diagnosis
    • M.F. Akay Support vector machines combined with feature selection for breast diagnosis Expert Systems with Applications 36 2009 3240 3247
    • (2009) Expert Systems with Applications , vol.36 , pp. 3240-3247
    • Akay, M.F.1
  • 2
    • 84886567160 scopus 로고    scopus 로고
    • Irvine, CA: University of California, School of Information and Computer Science
    • Bache, K., & Lichman, M. (2013). UCI machine learning repository. http://archieve.ics.uci.edu/ml, Irvine, CA: University of California, School of Information and Computer Science.
    • (2013) UCI Machine Learning Repository
    • Bache, K.1    Lichman, M.2
  • 3
    • 80052421871 scopus 로고    scopus 로고
    • Fast wrapper feature subset selection in high-dimensional datasets by means of filter re-ranking
    • P. Bermejo, L. Ossa, J.A. Gamez, and J.M. Puerta Fast wrapper feature subset selection in high-dimensional datasets by means of filter re-ranking Knowledge-Based Systems 25 2012 35 44
    • (2012) Knowledge-Based Systems , vol.25 , pp. 35-44
    • Bermejo, P.1    Ossa, L.2    Gamez, J.A.3    Puerta, J.M.4
  • 5
    • 84923831662 scopus 로고    scopus 로고
    • Breast cancer diagnosis using genetically optimized neural network model
    • A. Bhardwaj, and A. Tiwari Breast cancer diagnosis using genetically optimized neural network model Expert Systems with Applications 42 2015 4611 4620
    • (2015) Expert Systems with Applications , vol.42 , pp. 4611-4620
    • Bhardwaj, A.1    Tiwari, A.2
  • 6
    • 84901644354 scopus 로고    scopus 로고
    • A hybrid intelligent model of analyzing clinical breast cancer data using clustering techniques with feature selection
    • C.-H. Chen A hybrid intelligent model of analyzing clinical breast cancer data using clustering techniques with feature selection Applied Soft Computing 20 2014 4 14
    • (2014) Applied Soft Computing , vol.20 , pp. 4-14
    • Chen, C.-H.1
  • 7
    • 79952449647 scopus 로고    scopus 로고
    • A support vector machine classifier with rough set-based feature selection for breast cancer diagnosis
    • H.-L. Chen, B. Yang, J. Liu, and D.-Y. Liu A support vector machine classifier with rough set-based feature selection for breast cancer diagnosis Expert Systems with Applications 38 2011 9014 9022
    • (2011) Expert Systems with Applications , vol.38 , pp. 9014-9022
    • Chen, H.-L.1    Yang, B.2    Liu, J.3    Liu, D.-Y.4
  • 8
    • 84866123932 scopus 로고    scopus 로고
    • An efficient diagnosis system for detection of Parkinson's disease using fuzzy k-nearest neighbor approach
    • H.-L. Chen, C.-C. Huang, X.-G. Yu, X. Xu, X. Sun, and G. Wang An efficient diagnosis system for detection of Parkinson's disease using fuzzy k-nearest neighbor approach Expert Systems with Applications 40 2013 263 271
    • (2013) Expert Systems with Applications , vol.40 , pp. 263-271
    • Chen, H.-L.1    Huang, C.-C.2    Yu, X.-G.3    Xu, X.4    Sun, X.5    Wang, G.6
  • 9
    • 2342646229 scopus 로고    scopus 로고
    • Mining the breast cancer pattern using artificial neural networks and multivariate adaptive regression splines
    • S.-M. Chou, T.-S. Lee, Y.E. Shao, and I.F. Chen Mining the breast cancer pattern using artificial neural networks and multivariate adaptive regression splines Expert Systems with Applications 27 2004 133 142
    • (2004) Expert Systems with Applications , vol.27 , pp. 133-142
    • Chou, S.-M.1    Lee, T.-S.2    Shao, Y.E.3    Chen, I.F.4
  • 10
    • 84878237673 scopus 로고    scopus 로고
    • Rough set approach to incomplete numerical data
    • J. Dai Rough set approach to incomplete numerical data Information Sciences 241 2013 43 57
    • (2013) Information Sciences , vol.241 , pp. 43-57
    • Dai, J.1
  • 11
    • 0002588839 scopus 로고
    • Putting rough sets and fuzzy sets together
    • D. Dubois, and H. Prade Putting rough sets and fuzzy sets together Intelligent Decision Support 11 1992 203 232
    • (1992) Intelligent Decision Support , vol.11 , pp. 203-232
    • Dubois, D.1    Prade, H.2
  • 12
    • 60549105876 scopus 로고    scopus 로고
    • Detection and discrimination of land mines in ground-penetrating radar based edge histogram descriptors and a possibilistic K-nearest neighbor classifier
    • H. Frigui, and P. Gader Detection and discrimination of land mines in ground-penetrating radar based edge histogram descriptors and a possibilistic K-nearest neighbor classifier IEEE Transactions on Fuzzy Systems 17 1 2009 185 199
    • (2009) IEEE Transactions on Fuzzy Systems , vol.17 , Issue.1 , pp. 185-199
    • Frigui, H.1    Gader, P.2
  • 13
    • 80052035439 scopus 로고    scopus 로고
    • A fuzzy classification system based on ant colony optimization for diabetes disease diagnosis
    • M.F. Ganji, and M.S. Abadeh A fuzzy classification system based on ant colony optimization for diabetes disease diagnosis Expert Systems with Applications 38 2011 14650 14659
    • (2011) Expert Systems with Applications , vol.38 , pp. 14650-14659
    • Ganji, M.F.1    Abadeh, M.S.2
  • 18
    • 9444236865 scopus 로고    scopus 로고
    • Comparison of instances selection algorithms I. Algorithms survey
    • Springer-Verlag Berlin Heidelberg
    • N. Jankowski, and M. Grochowski Comparison of instances selection algorithms I. Algorithms survey Lecture notes in artificial intelligence 2004 Springer-Verlag Berlin Heidelberg 598 603
    • (2004) Lecture Notes in Artificial Intelligence , pp. 598-603
    • Jankowski, N.1    Grochowski, M.2
  • 19
    • 79960331062 scopus 로고    scopus 로고
    • Fuzzy-rough data mining
    • S.O. Kuznetsov, Springer-Verlag Berlin Heidelberg
    • R. Jensen Fuzzy-rough data mining S.O. Kuznetsov, Lecture notes in artificial intelligence 2011 Springer-Verlag Berlin Heidelberg 31 35
    • (2011) Lecture Notes in Artificial Intelligence , pp. 31-35
    • Jensen, R.1
  • 22
    • 56349123043 scopus 로고    scopus 로고
    • An expert system for detection of breast cancer based on association rules and neural networks
    • M. Karabatak, and M.C. Ince An expert system for detection of breast cancer based on association rules and neural networks Expert Systems with Applications 36 2009 3465 3469
    • (2009) Expert Systems with Applications , vol.36 , pp. 3465-3469
    • Karabatak, M.1    Ince, M.C.2
  • 23
    • 84908530112 scopus 로고    scopus 로고
    • Efficient classification system based on fuzzy-rough feature selection and multitree genetic programming for intension pattern recognition using brain signal
    • J.-H. Lee, J.R. Anaraki, C.W. Ahn, and J. An Efficient classification system based on fuzzy-rough feature selection and multitree genetic programming for intension pattern recognition using brain signal Expert Systems with Applications 42 2015 1644 1651
    • (2015) Expert Systems with Applications , vol.42 , pp. 1644-1651
    • Lee, J.-H.1    Anaraki, J.R.2    Ahn, C.W.3    An, J.4
  • 24
    • 84870243065 scopus 로고    scopus 로고
    • Quasiconformal kernel common locality discriminant analysis with application to breast cancer diagnosis
    • J.-B. Li, Y. Peng, and D. Liu Quasiconformal kernel common locality discriminant analysis with application to breast cancer diagnosis Information Sciences 223 2013 256 269
    • (2013) Information Sciences , vol.223 , pp. 256-269
    • Li, J.-B.1    Peng, Y.2    Liu, D.3
  • 25
    • 84867300320 scopus 로고    scopus 로고
    • Design of an enhanced fuzzy k-nearest neighbor classifier based on computer aided diagnostic system for thyroid disease
    • D.-Y. Liu, H.-L. Chen, B. Yang, X.-E. Lv, L.-N. Li, and J. Liu Design of an enhanced fuzzy k-nearest neighbor classifier based on computer aided diagnostic system for thyroid disease Journal of Medical Systems 36 2012 3243 3254
    • (2012) Journal of Medical Systems , vol.36 , pp. 3243-3254
    • Liu, D.-Y.1    Chen, H.-L.2    Yang, B.3    Lv, X.-E.4    Li, L.-N.5    Liu, J.6
  • 28
    • 0002039637 scopus 로고
    • Cancer diagnosis via linear programming
    • O.L. Mangasarian, and W.H. Wolberg Cancer diagnosis via linear programming SIAM News 23 5 1990 1 18
    • (1990) SIAM News , vol.23 , Issue.5 , pp. 1-18
    • Mangasarian, O.L.1    Wolberg, W.H.2
  • 29
  • 30
    • 33947492207 scopus 로고    scopus 로고
    • Breast cancer detection from FNA using SVM with different parameter tuning systems and SOM-RBF classifier
    • T. Mu, and A.K. Nandi Breast cancer detection from FNA using SVM with different parameter tuning systems and SOM-RBF classifier Journal of the Franklin Institute 344 2007 285 311
    • (2007) Journal of the Franklin Institute , vol.344 , pp. 285-311
    • Mu, T.1    Nandi, A.K.2
  • 32
    • 84924388742 scopus 로고    scopus 로고
    • Medical data classification using interval type-2 fuzzy logic system and wavelets
    • T. Nguyen, A. Khosravi, D. Creighton, and S. Nahavandi Medical data classification using interval type-2 fuzzy logic system and wavelets Applied Soft Computing 30 2015 812 822
    • (2015) Applied Soft Computing , vol.30 , pp. 812-822
    • Nguyen, T.1    Khosravi, A.2    Creighton, D.3    Nahavandi, S.4
  • 35
    • 84905980291 scopus 로고    scopus 로고
    • Comparison of AIS and fuzzy c-means clustering methods on the classification of breast cancer and diabetes datasets
    • S. Özşen, and R. Ceylan Comparison of AIS and fuzzy c-means clustering methods on the classification of breast cancer and diabetes datasets Turkish Journal of Electrical Engineering & Computer Sciences 22 2014 1241 1254
    • (2014) Turkish Journal of Electrical Engineering & Computer Sciences , vol.22 , pp. 1241-1254
    • Özşen, S.1    Ceylan, R.2
  • 37
    • 34249317613 scopus 로고    scopus 로고
    • Breast cancer diagnosis using least square support vector machine
    • K. Polat, and S. Güneş Breast cancer diagnosis using least square support vector machine Digital Signal Processing 17 2007 694 701
    • (2007) Digital Signal Processing , vol.17 , pp. 694-701
    • Polat, K.1    Güneş, S.2
  • 38
    • 84888313001 scopus 로고    scopus 로고
    • A fuzzy nearest neighbor neural network statistical model for predicting demand for natural gas and energy cost savings in public buildings
    • J.A. Rodger A fuzzy nearest neighbor neural network statistical model for predicting demand for natural gas and energy cost savings in public buildings Expert Systems with Applications 41 2014 1813 1829
    • (2014) Expert Systems with Applications , vol.41 , pp. 1813-1829
    • Rodger, J.A.1
  • 39
    • 84903954851 scopus 로고    scopus 로고
    • Application of a fuzzy feasibility bayesian probabilistic estimation of supply chain backorder aging, unfilled backorders, and customer wait time using stochastic simulation with Markov blankets
    • J.A. Rodger Application of a fuzzy feasibility bayesian probabilistic estimation of supply chain backorder aging, unfilled backorders, and customer wait time using stochastic simulation with Markov blankets Expert Systems with Applications 41 2014 7005 7022
    • (2014) Expert Systems with Applications , vol.41 , pp. 7005-7022
    • Rodger, J.A.1
  • 41
    • 33846014233 scopus 로고    scopus 로고
    • A new hybrid method based on fuzzy-artificial immune system and k-nn algorithm for breast cancer diagnosis
    • S. Şahan, K. Polat, H. Kodaz, and S. Güneş A new hybrid method based on fuzzy-artificial immune system and k-nn algorithm for breast cancer diagnosis Computers in Biology and Medicine 37 2007 415 423
    • (2007) Computers in Biology and Medicine , vol.37 , pp. 415-423
    • Şahan, S.1    Polat, K.2    Kodaz, H.3    Güneş, S.4
  • 42
    • 34547577484 scopus 로고    scopus 로고
    • Fuzzy-rough nearest neighbor algorithms in classification
    • M. Sarkar Fuzzy-rough nearest neighbor algorithms in classification Fuzzy Sets and Systems 158 2007 2134 2152
    • (2007) Fuzzy Sets and Systems , vol.158 , pp. 2134-2152
    • Sarkar, M.1
  • 43
    • 84890117327 scopus 로고    scopus 로고
    • A hybrid intelligent system for medical data classification
    • M. Seera, and C.P. Lim A hybrid intelligent system for medical data classification Expert Systems with Applications 41 2014 2239 2249
    • (2014) Expert Systems with Applications , vol.41 , pp. 2239-2249
    • Seera, M.1    Lim, C.P.2
  • 44
    • 84872137827 scopus 로고    scopus 로고
    • Fuzzy-rough feature selection aided support vector machines for Mars image classification
    • C. Shang, and D. Barnes Fuzzy-rough feature selection aided support vector machines for Mars image classification Computer Vision and Image Understanding 117 2013 202 213
    • (2013) Computer Vision and Image Understanding , vol.117 , pp. 202-213
    • Shang, C.1    Barnes, D.2
  • 46
    • 33947653184 scopus 로고    scopus 로고
    • Implementing automated diagnostic systems for breast cancer detection
    • E.D. Übeyli Implementing automated diagnostic systems for breast cancer detection Expert Systems with Applications 33 2007 1054 1062
    • (2007) Expert Systems with Applications , vol.33 , pp. 1054-1062
    • Übeyli, E.D.1
  • 47
    • 84884596718 scopus 로고    scopus 로고
    • A hybrid breast cancer detection system via neural network and feature selection based on SBS, SFS and PCA
    • M.S. Uzer, O. Inan, and N. YIlmaz A hybrid breast cancer detection system via neural network and feature selection based on SBS, SFS and PCA Neural Computing and Applications 23 2013 719 728
    • (2013) Neural Computing and Applications , vol.23 , pp. 719-728
    • Uzer, M.S.1    Inan, O.2    Yilmaz, N.3
  • 48
    • 9644288159 scopus 로고    scopus 로고
    • Ensemble strategies for a medical diagnostic decision support system: A breast cancer diagnosis application
    • D. West, P. Mangiameli, R. Rampal, and V. West Ensemble strategies for a medical diagnostic decision support system: A breast cancer diagnosis application European Journal of Operational Research 162 2 2005 532 551
    • (2005) European Journal of Operational Research , vol.162 , Issue.2 , pp. 532-551
    • West, D.1    Mangiameli, P.2    Rampal, R.3    West, V.4
  • 49
    • 1642525198 scopus 로고    scopus 로고
    • Constructive and axiomatic approaches of fuzzy approximation operators
    • W.Z. Wu, and W.X. Zhang Constructive and axiomatic approaches of fuzzy approximation operators Information Sciences 159 2004 233 254
    • (2004) Information Sciences , vol.159 , pp. 233-254
    • Wu, W.Z.1    Zhang, W.X.2
  • 50
    • 84888306351 scopus 로고    scopus 로고
    • Breast cancer diagnosis based on feature extraction using a hybrid of K-means and support vector machine algorithms
    • B. Zheng, S.W. Yoon, and S.S. Lam Breast cancer diagnosis based on feature extraction using a hybrid of K-means and support vector machine algorithms Expert Systems with Applications 41 2014 1476 1482
    • (2014) Expert Systems with Applications , vol.41 , pp. 1476-1482
    • Zheng, B.1    Yoon, S.W.2    Lam, S.S.3
  • 51
    • 79955947227 scopus 로고    scopus 로고
    • A feature subset selection method based on high-dimensional mutual information
    • Y. Zheng, and C.K. Kwoh A feature subset selection method based on high-dimensional mutual information Entropy 13 2011 860 901
    • (2011) Entropy , vol.13 , pp. 860-901
    • Zheng, Y.1    Kwoh, C.K.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.