메뉴 건너뛰기




Volumn 19, Issue 4, 2015, Pages 474-489

Automated Feature Design for Numeric Sequence Classification by Genetic Programming

Author keywords

Feature design; genetic programming; machine learning; pattern recognition; sequence classification; time series classification; time series data mining

Indexed keywords

ARTIFICIAL INTELLIGENCE; AUTOMATION; BIOMEDICAL SIGNAL PROCESSING; DATA MINING; DESIGN; GENETIC ALGORITHMS; GENETIC PROGRAMMING; INTRUSION DETECTION; LEARNING SYSTEMS; MACHINERY; NUMERICAL METHODS; OPTIMIZATION; PATTERN RECOGNITION; PATTERN RECOGNITION SYSTEMS; TIME SERIES; VIBRATION ANALYSIS;

EID: 84938568867     PISSN: 1089778X     EISSN: None     Source Type: Journal    
DOI: 10.1109/TEVC.2014.2341451     Document Type: Article
Times cited : (57)

References (32)
  • 2
    • 81055156693 scopus 로고    scopus 로고
    • A brief survey on sequence classification
    • Z. Xing, J. Pei, and E. Keogh, "A brief survey on sequence classification, " ACM SIGKDD Explor. Newslett., vol. 12, no. 1, pp. 40-48, 2010.
    • (2010) ACM SIGKDD Explor. Newslett. , vol.12 , Issue.1 , pp. 40-48
    • Xing, Z.1    Pei, J.2    Keogh, E.3
  • 3
    • 84872397385 scopus 로고    scopus 로고
    • Experimental comparison of representation methods and distance measures for time series data
    • Mar.
    • X. Wang et al., "Experimental comparison of representation methods and distance measures for time series data, " Data Mining Knowl. Discov., vol. 26, no. 2, pp. 275-309, Mar. 2013.
    • (2013) Data Mining Knowl. Discov. , vol.26 , Issue.2 , pp. 275-309
    • Wang, X.1
  • 4
    • 78649672225 scopus 로고    scopus 로고
    • A review on time series data mining
    • T. Fu, "A review on time series data mining, " Eng. Appl. Artif. Intell., vol. 24, no. 1, pp. 164-181, 2011.
    • (2011) Eng. Appl. Artif. Intell. , vol.24 , Issue.1 , pp. 164-181
    • Fu, T.1
  • 7
    • 84876948280 scopus 로고    scopus 로고
    • A time series forest for classification and feature extraction
    • H. Deng, G. Runger, E. Tuv, and M. Vladimir, "A time series forest for classification and feature extraction, " Inform. Sci., vol. 239, pp. 142-153, 2013.
    • (2013) Inform. Sci. , vol.239 , pp. 142-153
    • Deng, H.1    Runger, G.2    Tuv, E.3    Vladimir, M.4
  • 8
    • 84877260200 scopus 로고    scopus 로고
    • Highly comparative time-series analysis: The empirical structure of time series and their methods
    • Apr.
    • B. D. Fulcher, M. A. Little, and N. S. Jones, "Highly comparative time-series analysis: The empirical structure of time series and their methods, " J. R. Soc. Interface, vol. 10, no. 83, Apr. 2013, Art. ID 20130048.
    • (2013) J. R. Soc. Interface , vol.10 , Issue.83
    • Fulcher, B.D.1    Little, M.A.2    Jones, N.S.3
  • 9
    • 0000202647 scopus 로고
    • Universal sequential search problems
    • L. A. Levin, "Universal sequential search problems, " Probl. Peredachi Inf., vol. 9, no. 3, pp. 115-116, 1973.
    • (1973) Probl. Peredachi Inf. , vol.9 , Issue.3 , pp. 115-116
    • Levin, L.A.1
  • 10
    • 1642393842 scopus 로고    scopus 로고
    • The fastest and shortest algorithm for all well-defined problems
    • Jun.
    • M. Hutter, "The fastest and shortest algorithm for all well-defined problems, " Int. J. Found. Comput. Sci., vol. 13, no. 3, pp. 431-443, Jun. 2002.
    • (2002) Int. J. Found. Comput. Sci. , vol.13 , Issue.3 , pp. 431-443
    • Hutter, M.1
  • 11
    • 1642328943 scopus 로고    scopus 로고
    • Optimal ordered problem solver
    • Mar.
    • J. Schmidhuber, "Optimal ordered problem solver, " Mach. Learn., vol. 54, no. 3, pp. 211-254, Mar. 2004.
    • (2004) Mach. Learn. , vol.54 , Issue.3 , pp. 211-254
    • Schmidhuber, J.1
  • 13
    • 0003246252 scopus 로고
    • Automatically defined features: The simultaneous evolution of 2-dimensional feature detectors and an algorithm for using them
    • Cambridge, MA, USA: MIT Press
    • D. Andre, "Automatically defined features: The simultaneous evolution of 2-dimensional feature detectors and an algorithm for using them, " in Advances in Genetic Programming. Cambridge, MA, USA: MIT Press, 1994, pp. 477-494.
    • (1994) Advances in Genetic Programming , pp. 477-494
    • Andre, D.1
  • 14
    • 0036477310 scopus 로고    scopus 로고
    • Image feature extraction: GENIE vs conventional supervised classification techniques
    • Feb.
    • N. R. Harvey et al., "Image feature extraction: GENIE vs conventional supervised classification techniques, " IEEE Trans. Geosci. Remote Sens., vol. 40, no. 2, pp. 393-404, Feb. 2002.
    • (2002) IEEE Trans. Geosci. Remote Sens. , vol.40 , Issue.2 , pp. 393-404
    • Harvey, N.R.1
  • 16
    • 77249174228 scopus 로고    scopus 로고
    • A survey on the application of genetic programming to classification
    • Mar.
    • P. G. Espejo, S. Ventura, and F. Herrera, "A survey on the application of genetic programming to classification, " IEEE Trans. Syst., Man, Cybern. C, Appl. Rev., vol. 40, no. 2, pp. 121-144, Mar. 2010.
    • (2010) IEEE Trans. Syst., Man, Cybern. C, Appl. Rev. , vol.40 , Issue.2 , pp. 121-144
    • Espejo, P.G.1    Ventura, S.2    Herrera, F.3
  • 19
    • 0036993130 scopus 로고    scopus 로고
    • Genetic algorithms and support vector machines for time series classification
    • Dec.
    • D. Eads et al., "Genetic algorithms and support vector machines for time series classification, " Proc. SPIE, vol. 4787, Dec. 2002, Art. ID 75.
    • (2002) Proc. SPIE , vol.4787
    • Eads, D.1
  • 20
    • 1842425984 scopus 로고    scopus 로고
    • A multimodal approach to feature extraction for image and signal learning problems
    • Dec.
    • D. R. Eads et al., "A multimodal approach to feature extraction for image and signal learning problems, " Proc. SPIE, vol. 5200, pp. 79-90, Dec. 2004.
    • (2004) Proc. SPIE , vol.5200 , pp. 79-90
    • Eads, D.R.1
  • 21
    • 47649126220 scopus 로고    scopus 로고
    • Evolution of signal processing algorithms using vector based genetic programming
    • Cardiff, U.K.
    • K. L. Holladay and K. A. Robbins, "Evolution of signal processing algorithms using vector based genetic programming, " in Proc. 15th Int. Conf. Digital Signal Process., Cardiff, U.K., 2007, pp. 503-506.
    • (2007) Proc. 15th Int. Conf. Digital Signal Process. , pp. 503-506
    • Holladay, K.L.1    Robbins, K.A.2
  • 23
  • 24
    • 0004928449 scopus 로고    scopus 로고
    • PADO: A new learning architecture for object recognition
    • Oxford, U.K.: Oxford Univ. Press
    • A. Teller and M. Veloso, "PADO: A new learning architecture for object recognition, " in Symbolic Visual Learning. Oxford, U.K.: Oxford Univ. Press, 1996, pp. 81-116.
    • (1996) Symbolic Visual Learning , pp. 81-116
    • Teller, A.1    Veloso, M.2
  • 27
    • 84878538223 scopus 로고    scopus 로고
    • Automated extraction of damage features through genetic programming
    • Apr.
    • D. Y. Harvey and M. D. Todd, "Automated extraction of damage features through genetic programming, " Proc. SPIE, vol. 8695, Apr. 2013, Art. ID 86950J.
    • (2013) Proc. SPIE , vol.8695
    • Harvey, D.Y.1    Todd, M.D.2
  • 29
    • 0030121081 scopus 로고    scopus 로고
    • Importance measures in global sensitivity analysis of nonlinear models
    • Apr.
    • T. Homma and A. Saltelli, "Importance measures in global sensitivity analysis of nonlinear models, " Reliab. Eng. Syst. Safety, vol. 52, no. 1, pp. 1-17, Apr. 1996.
    • (1996) Reliab. Eng. Syst. Safety , vol.52 , Issue.1 , pp. 1-17
    • Homma, T.1    Saltelli, A.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.