메뉴 건너뛰기




Volumn 40, Issue 4, 2013, Pages 517-530

An incremental decision tree algorithm based on rough sets and its application in intrusion detection

Author keywords

Decision trees; Incremental learning; Intrusion detection; Rough sets; Significance of attributes

Indexed keywords

ADAPTATION STRATEGIES; ATTRIBUTE REDUCTION METHOD; COMPUTATION EFFICIENCY; DECISION-TREE ALGORITHM; HEURISTIC INFORMATION; INCREMENTAL LEARNING; MULTIPLE DIMENSIONS; SIGNIFICANCE OF ATTRIBUTES;

EID: 84890436337     PISSN: 02692821     EISSN: None     Source Type: Journal    
DOI: 10.1007/s10462-011-9293-z     Document Type: Article
Times cited : (31)

References (41)
  • 5
    • 9444239156 scopus 로고    scopus 로고
    • An incremental algorithm for learning certain rules from inconsistent examples
    • Bian YH (1998) An incremental algorithm for learning certain rules from inconsistent examples. J East China Shipbuild Inst 12(1): 25-30
    • (1998) J East China Shipbuild Inst , vol.12 , Issue.1 , pp. 25-30
    • Bian, Y.H.1
  • 6
    • 0031073083 scopus 로고    scopus 로고
    • Lazy incremental learning of control knowledge for efficiently obtaining quality plans
    • 10.1023/A:1006549800144
    • Borrajo D, Veloso M (1997) Lazy incremental learning of control knowledge for efficiently obtaining quality plans. Artif Intell Rev 11(1-5): 371-405
    • (1997) Artif Intell Rev , vol.11 , Issue.1-5 , pp. 371-405
    • Borrajo, D.1    Veloso, M.2
  • 8
    • 77955994115 scopus 로고    scopus 로고
    • Feature selection of the intrusion detection data based on particle swarm optimization and neighborhood reduction
    • Chen ST, Chen GL, Guo WZ, Liu YH (2010) Feature selection of the intrusion detection data based on particle swarm optimization and neighborhood reduction. J Comput Res Dev 47(7): 1261-1267
    • (2010) J Comput Res Dev , vol.47 , Issue.7 , pp. 1261-1267
    • Chen, S.T.1    Chen, G.L.2    Guo, W.Z.3    Liu, Y.H.4
  • 12
    • 0037692973 scopus 로고    scopus 로고
    • Feature ranking in rough sets
    • Hu KY, Lu YC, Shi CY (2003) Feature ranking in rough sets. AI Commun 16(1): 41-50
    • (2003) AI Commun , vol.16 , Issue.1 , pp. 41-50
    • Hu, K.Y.1    Lu, Y.C.2    Shi, C.Y.3
  • 13
    • 46749140199 scopus 로고    scopus 로고
    • Neighborhood rough set based heterogeneous feature subset selection
    • 2438095 10.1016/j.ins.2008.05.024
    • Hu QH, Yu DR, Liu JF, Wu CX (2008) Neighborhood rough set based heterogeneous feature subset selection. Inf Sci 178(18): 3577-3594
    • (2008) Inf Sci , vol.178 , Issue.18 , pp. 3577-3594
    • Hu, Q.H.1    Yu, D.R.2    Liu, J.F.3    Wu, C.X.4
  • 15
    • 79951680181 scopus 로고    scopus 로고
    • Context-aware recommendation using rough set model and collaborative filtering
    • 10.1007/s10462-010-9185-7
    • Huang ZX, Lu XD, Duan HL (2010) Context-aware recommendation using rough set model and collaborative filtering. Artif Intell Rev 35(1): 85-99
    • (2010) Artif Intell Rev , vol.35 , Issue.1 , pp. 85-99
    • Huang, Z.X.1    Lu, X.D.2    Duan, H.L.3
  • 16
    • 33746526471 scopus 로고    scopus 로고
    • New method for constructing decision tree based on rough set theory
    • Jiang Y, Li ZH, Zhang Q, Liu Y (2004) New method for constructing decision tree based on rough set theory. Comput Appl 24(8): 21-23
    • (2004) Comput Appl , vol.24 , Issue.8 , pp. 21-23
    • Jiang, Y.1    Li, Z.H.2    Zhang, Q.3    Liu, Y.4
  • 17
    • 58349088297 scopus 로고    scopus 로고
    • Some issues about outlier detection in rough set theory
    • 10.1016/j.eswa.2008.06.019
    • Jiang F, Sui YF, Cao CG (2009) Some issues about outlier detection in rough set theory. Expert Syst Appl 36(3): 4680-4687
    • (2009) Expert Syst Appl , vol.36 , Issue.3 , pp. 4680-4687
    • Jiang, F.1    Sui, Y.F.2    Cao, C.G.3
  • 18
    • 34247641064 scopus 로고    scopus 로고
    • KDD Cup 99 Dataset (1999) Available online at: http://kdd.ics.uci.edu/ databases/kddcup99/kddcup99.html
    • (1999) KDD Cup 99 Dataset
  • 20
    • 10244260290 scopus 로고    scopus 로고
    • Decision tree classifiers for computer intrusion detection
    • Li XY, Ye N (2001) Decision tree classifiers for computer intrusion detection. J Parallel Distrib Comput Pract 4(2): 179-190
    • (2001) J Parallel Distrib Comput Pract , vol.4 , Issue.2 , pp. 179-190
    • Li, X.Y.1    Ye, N.2
  • 21
    • 0141668372 scopus 로고    scopus 로고
    • An incremental arithmetic for the smallest reduction of attributes
    • Liu ZT (1999) An incremental arithmetic for the smallest reduction of attributes. Chin J Electron 27(11): 96-98
    • (1999) Chin J Electron , vol.27 , Issue.11 , pp. 96-98
    • Liu, Z.T.1
  • 22
    • 0041967057 scopus 로고    scopus 로고
    • Research on efficient algorithms for rough set methods
    • Liu SH, Sheng QJ, Wu B, Shi ZZ (2003) Research on efficient algorithms for rough set methods. Chin J Comput 26(5): 525-529
    • (2003) Chin J Comput , vol.26 , Issue.5 , pp. 525-529
    • Liu, S.H.1    Sheng, Q.J.2    Wu, B.3    Shi, Z.Z.4
  • 23
    • 0035500624 scopus 로고    scopus 로고
    • Incremental evolution in ANNs: Neural nets which grow
    • 10.1023/A:1011951731821
    • MacLeod C, Maxwell GM (2001) Incremental evolution in ANNs: neural nets which grow. Artif Intell Rev 16(3): 201-224
    • (2001) Artif Intell Rev , vol.16 , Issue.3 , pp. 201-224
    • Macleod, C.1    Maxwell, G.M.2
  • 24
    • 0002589018 scopus 로고    scopus 로고
    • An heuristic algorithm of knowledge reduction
    • Miao DQ, Hu GR (1999) An heuristic algorithm of knowledge reduction. Comput Res Dev 36(6): 681-684
    • (1999) Comput Res Dev , vol.36 , Issue.6 , pp. 681-684
    • Miao, D.Q.1    Hu, G.R.2
  • 27
    • 27744565978 scopus 로고
    • Rough sets
    • 703291 10.1007/BF01001956
    • Pawlak Z (1982) Rough sets. Int J Comput Inf Sci 11(5): 341-356
    • (1982) Int J Comput Inf Sci , vol.11 , Issue.5 , pp. 341-356
    • Pawlak, Z.1
  • 29
    • 33744584654 scopus 로고
    • Induction of decision trees
    • Quinlan R (1986) Induction of decision trees. Mach Learn 1(1): 81-106
    • (1986) Mach Learn , vol.1 , Issue.1 , pp. 81-106
    • Quinlan, R.1
  • 32
    • 0343975285 scopus 로고
    • An incremental learning algorithm for constructing decision rules
    • Springer, Heidelberg
    • Shan N, Ziarko W (1993) An incremental learning algorithm for constructing decision rules. In: Rough sets, fuzzy sets and knowledge discovery. Springer, Heidelberg, pp 326-334
    • (1993) Rough Sets, Fuzzy Sets and Knowledge Discovery , pp. 326-334
    • Shan, N.1    Ziarko, W.2
  • 33
    • 77952642202 scopus 로고
    • Incremental induction of decision trees
    • 10.1023/A:1022699900025
    • Utgoff PE (1989) Incremental induction of decision trees. Mach Learn 4(2): 161-186
    • (1989) Mach Learn , vol.4 , Issue.2 , pp. 161-186
    • Utgoff, P.E.1
  • 36
    • 0036662454 scopus 로고    scopus 로고
    • Decision table reduction based on conditional information entropy
    • 1946450
    • Wang GY, Yu H, Yang DC (2002) Decision table reduction based on conditional information entropy. Chin J Comput 25(7): 759-766
    • (2002) Chin J Comput , vol.25 , Issue.7 , pp. 759-766
    • Wang, G.Y.1    Yu, H.2    Yang, D.C.3
  • 39
    • 0023451088 scopus 로고
    • Synthesizing statistical knowledge from incomplete mixed-mode data
    • 10.1109/TPAMI.1987.4767986
    • Wong AKC, Chiu DKY (1987) Synthesizing statistical knowledge from incomplete mixed-mode data. IEEE Trans Pattern Anal Mach Intell 9(6): 796-805
    • (1987) IEEE Trans Pattern Anal Mach Intell , vol.9 , Issue.6 , pp. 796-805
    • Wong, A.K.C.1    Chiu, D.K.Y.2
  • 41
    • 2342664664 scopus 로고    scopus 로고
    • RRIA: A rough set and rule tree based incremental knowledge acquisition algorithm
    • 2056386
    • Zheng Z, Wang GY (2004) RRIA: a rough set and rule tree based incremental knowledge acquisition algorithm. Fundamenta Informaticae 59(2/3): 299-313
    • (2004) Fundamenta Informaticae , vol.59 , Issue.23 , pp. 299-313
    • Zheng, Z.1    Wang, G.Y.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.