메뉴 건너뛰기




Volumn 96, Issue 7, 2011, Pages 739-747

Explaining and predicting workplace accidents using data-mining techniques

Author keywords

Bayesian networks; Classification trees; Data mining; Mine and construction safety; Support vector machines; Workplace accidents

Indexed keywords

CAUSE-EFFECT RELATIONSHIPS; CLASSIFICATION TREES; CONSTRUCT MODELS; CONSTRUCTION SECTORS; DECISION RULES; DESCRIPTIVE STATISTICS; INCIDENT DATA; LOGISTIC REGRESSIONS; MINING TECHNIQUES; PREDICTIVE MODELS; STATISTICAL TECHNIQUES; WORKPLACE ACCIDENTS;

EID: 79955523239     PISSN: 09518320     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.ress.2011.03.006     Document Type: Article
Times cited : (103)

References (28)
  • 1
    • 79955521261 scopus 로고    scopus 로고
    • Spanish National Institute for Occupational Health and Safety and the Spanish Ministry of Labour and Immigration [Statistics on workplace accidents 2007-2008-2009]
    • Spanish National Institute for Occupational Health and Safety and the Spanish Ministry of Labour and Immigration. Informes estadísticos sobre siniestralidad laboral 200720082009 [Statistics on workplace accidents 200720082009]. Available from: 〈 http://www.oect.es/portal/site/ Observatorio/ 〉 [in Spanish].
    • Informes Estadísticos Sobre Siniestralidad Laboral 2007-2008-2009
  • 2
    • 79955523349 scopus 로고    scopus 로고
    • Ley 32/2006, de 18 de octubre, reguladora de la subcontratación en el Sector de la Construcción
    • 19 October [in Spanish]
    • Ley 32/2006, de 18 de octubre, reguladora de la subcontratación en el Sector de la Construcción [Law 32/2006 regulating subcontracting in the construction sector]. Official State Bulletin (BOE), 19 October 2006; 250. p. 3631723 [in Spanish].
    • (2006) Official State Bulletin (BOE) , vol.250 , pp. 36317-36323
  • 3
    • 85071878386 scopus 로고    scopus 로고
    • Real Decreto 1109/2007, de 24 de agosto, por el que se desarrolla la Ley 32/2006, de 18 de octubre, reguladora de la subcontratación en el Sector de la Construcción
    • 25 August, [in Spanish]
    • Real Decreto 1109/2007, de 24 de agosto, por el que se desarrolla la Ley 32/2006, de 18 de octubre, reguladora de la subcontratación en el Sector de la Construcción [Royal Decree 1109/2007 deploying Law 32/2006 regulating subcontracting in the construction sector]. Official State Bulletin (BOE), 25 August 2007; 204. p. 3574735764 [in Spanish].
    • (2007) Official State Bulletin (BOE) , vol.204 , pp. 35747-35764
  • 4
    • 34548717533 scopus 로고    scopus 로고
    • Analysis of fatalities and injuries involving mining equipment
    • DOI 10.1016/j.jsr.2007.03.011, PII S0022437507000849
    • W.A. Groves, V.J. Kecojevic, and D. Komlejenovic Analysis of fatalities and injuries involving mining equipment Journal of Safety Research 38 2007 461 470 (Pubitemid 47422239)
    • (2007) Journal of Safety Research , vol.38 , Issue.4 , pp. 461-470
    • Groves, W.A.1    Kecojevic, V.J.2    Komljenovic, D.3
  • 5
    • 44649147668 scopus 로고    scopus 로고
    • Evaluation of occupational safety and health in surface mines
    • S. Ural, and S. Demirkol Evaluation of occupational safety and health in surface mines Safety Science 46 2008 1016 1024
    • (2008) Safety Science , vol.46 , pp. 1016-1024
    • Ural, S.1    Demirkol, S.2
  • 6
    • 28644436938 scopus 로고    scopus 로고
    • Analysis of non-fatal and fatal injury rates for mine operator and contractor employees and the influence of work location
    • DOI 10.1016/j.jsr.2005.08.002, PII S0022437505000976
    • V.K. Karra Analysis of non-fatal and fatal injury rates for mine operator and contractor employees and the influence of work location Journal of Safety Research 36 2005 413 421 (Pubitemid 41751134)
    • (2005) Journal of Safety Research , vol.36 , Issue.5 , pp. 413-421
    • Karra, V.K.1
  • 11
    • 57049137223 scopus 로고    scopus 로고
    • Bayesian network analysis of workplace accidents caused by falls from a height
    • J.E. Martín, T. Rivas, J.M. Matías, J. Taboada, and A.A. Argüelles Bayesian network analysis of workplace accidents caused by falls from a height Safety Science 47 2009 206 214
    • (2009) Safety Science , vol.47 , pp. 206-214
    • Martín, J.E.1    Rivas, T.2    Matías, J.M.3    Taboada, J.4    Argüelles, A.A.5
  • 12
    • 45249098913 scopus 로고    scopus 로고
    • Data mining for occupational injuries in the Taiwan construction industry
    • C.W. Liao, and Y.H. Perng Data mining for occupational injuries in the Taiwan construction industry Safety Science 46 2008 1091 1102
    • (2008) Safety Science , vol.46 , pp. 1091-1102
    • Liao, C.W.1    Perng, Y.H.2
  • 13
    • 72049125854 scopus 로고    scopus 로고
    • Discovery of unapparent association rules based on extracted probability
    • C.W. Liao, Y.H. Perng, and T.L. Chiang Discovery of unapparent association rules based on extracted probability Decision Support Systems 47 2009 354 363
    • (2009) Decision Support Systems , vol.47 , pp. 354-363
    • Liao, C.W.1    Perng, Y.H.2    Chiang, T.L.3
  • 15
    • 79955520998 scopus 로고
    • Ley 31/1995, de 8 de noviembre, de prevención de riesgos laborales
    • Transposition of Council Directive 89/391/EEC of 12 June 1989 on the introduction of measures to encourage improvements in the safety and health of workers at work. Official Journal L183, 29/06/1989
    • Ley 31/1995, de 8 de noviembre, de prevención de riesgos laborales [Law 31/1995 on the prevention of workplace risk]. Official State Bulletin 269, 10 November 1995. Transposition of Council Directive 89/391/EEC of 12 June 1989 on the introduction of measures to encourage improvements in the safety and health of workers at work. Official Journal L183, 29/06/1989. p. 00010008.
    • (1995) Official State Bulletin , vol.269 , pp. 0001-0008
  • 16
    • 79955524835 scopus 로고    scopus 로고
    • 39/1997, de 17 de enero, por el que se aprueba el reglamento de los servicios de prevención [Royal Decree 39/1997 approving regulation of risk prevention services]
    • Real Decreto 39/1997, de 17 de enero, por el que se aprueba el reglamento de los servicios de prevención [Royal Decree 39/1997 approving regulation of risk prevention services] Official State Bulletin (BOE) 31 27 1997 3031 3045 [in Spanish]
    • (1997) Official State Bulletin (BOE) , vol.31 , Issue.27 , pp. 3031-3045
    • Decreto, R.1
  • 18
    • 0027580356 scopus 로고
    • Very simple classification rules perform well on most commonly used datasets
    • R.C. Holte Very simple classification rules perform well on most commonly used datasets Maching Learning 11 1993 63 91
    • (1993) Maching Learning , vol.11 , pp. 63-91
    • Holte, R.C.1
  • 21
    • 33744584654 scopus 로고
    • Induction of decision trees
    • J.R. Quinlan Induction of decision trees Machine Learning 1 1 1986 81 106
    • (1986) Machine Learning , vol.1 , Issue.1 , pp. 81-106
    • Quinlan, J.R.1
  • 23
    • 21244500957 scopus 로고    scopus 로고
    • Logistic model trees
    • DOI 10.1007/s10994-005-0466-3
    • N. Landwehr, M. Hall, and E. Frank Logistic model trees Machine Learning 95 12 2005 161 205 (Pubitemid 40890416)
    • (2005) Machine Learning , vol.59 , Issue.1-2 , pp. 161-205
    • Landwehr, N.1    Hall, M.2    Frank, E.3
  • 25
    • 34249832377 scopus 로고
    • Bayesian method for the induction of probabilistic networks from data
    • G.F. Cooper, and E.A. Herskovits Bayesian method for the induction of probabilistic networks from data Machine Learning 9 4 1992 309 347
    • (1992) Machine Learning , vol.9 , Issue.4 , pp. 309-347
    • Cooper, G.F.1    Herskovits, E.A.2
  • 27
    • 0031276011 scopus 로고    scopus 로고
    • Bayesian network classifiers
    • N. Friedman, D. Geiger, and M. Goldszmidt Bayesian network classifiers Machine Learning 29 23 1997 131 163 (Pubitemid 127510036)
    • (1997) Machine Learning , vol.29 , Issue.2-3 , pp. 131-163
    • Friedman, N.1    Geiger, D.2    Goldszmidt, M.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.