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Volumn 1, Issue 1, 2008, Pages 68-90

Mining event histories: A social science perspective

Author keywords

Data management; Data mining; Data modelling; Discriminating subsequences; Event histories; Event sequences; Life course; Longitudinal data; Mining frequent episodes; Social science; State sequences; Survival trees

Indexed keywords


EID: 79961229223     PISSN: 17591163     EISSN: 17591171     Source Type: Journal    
DOI: 10.1504/IJDMMM.2008.022538     Document Type: Review
Times cited : (21)

References (61)
  • 1
    • 0000050376 scopus 로고
    • A primer on sequence methods
    • Abbott, A. (1990) 'A primer on sequence methods', Organization Science, Vol. 1, No. 4, pp. 375-392.
    • (1990) Organization Science , vol.1 , Issue.4 , pp. 375-392
    • Abbott, A.1
  • 2
    • 0034341541 scopus 로고    scopus 로고
    • Sequence analysis and optimal matching methods in sociology, review and prospect
    • (with discussion, pp. 34-76)
    • Abbott, A. and Tsay, A. (2000) 'Sequence analysis and optimal matching methods in sociology, review and prospect', Sociological Methods and Research, Vol. 29, No. 1, pp. 3-33 (with discussion, pp. 34-76).
    • (2000) Sociological Methods and Research , vol.29 , Issue.1 , pp. 3-33
    • Abbott, A.1    Tsay, A.2
  • 3
    • 0001371923 scopus 로고
    • Fast discovery of association rules
    • Fayyad, U.M., Piatetsky-Shapiro, G., Smyth, p. and Uthurusamy, R. (Eds.), AAAI Press, Menlo Park, CA
    • Agrawal, R., Mannila, H., Srikant, R., Toivonen, H. and Verkamo, A.I. (1995) 'Fast discovery of association rules', in Fayyad, U.M., Piatetsky-Shapiro, G., Smyth, p. and Uthurusamy, R. (Eds.): Advances in Knowledge Discovery and Data Mining, AAAI Press, Menlo Park, CA, pp. 307-328.
    • (1995) Advances in Knowledge Discovery and Data Mining , pp. 307-328
    • Agrawal, R.1    Mannila, H.2    Srikant, R.3    Toivonen, H.4    Verkamo, A.I.5
  • 4
    • 0028244077 scopus 로고
    • Tree-structured proportional hazards regression modeling
    • DOI 10.2307/2533389
    • Ahn, H. and Loh, W-Y. (1994) 'Tree-structured proportional hazards regression modeling', Biometrics, Vol. 50, pp. 471-485. (Pubitemid 24230626)
    • (1994) Biometrics , vol.50 , Issue.2 , pp. 471-485
    • Ahn, H.1    Loh, W.-Y.2
  • 5
    • 0034553155 scopus 로고    scopus 로고
    • Discrete-time multilevel hazard analysis
    • Sobel, M.E. and Becker, M.P. (Eds.), The American Sociological Association, New York
    • Barber, J.S., Murphy, S.A., Axinn, W.G. and Maples, J. (2000) 'Discrete-time multilevel hazard analysis', in Sobel, M.E. and Becker, M.P. (Eds.): Sociological Methodology, The American Sociological Association, New York, Vol. 30, pp. 201-235.
    • (2000) Sociological Methodology , vol.30 , pp. 201-235
    • Barber, J.S.1    Murphy, S.A.2    Axinn, W.G.3    Maples, J.4
  • 6
    • 0012054715 scopus 로고    scopus 로고
    • High-order extensions of the Double Chain Markov Model
    • DOI 10.1081/STM-120004464
    • Berchtold, A. (2002) 'High-order extensions of the double chain Markov model', Stochastic Models, Vol. 18, No. 2, pp. 193-227. (Pubitemid 41709858)
    • (2002) Stochastic Models , vol.18 , Issue.2 , pp. 193-227
    • Berchtold, A.1
  • 7
    • 84860856253 scopus 로고    scopus 로고
    • Markovian model computation and analysis
    • (accessed on 2 March 2002)
    • Berchtold, A. and Berchtold, A. (2004) 'Markovian model computation and analysis', User's guide, available at http://www.andreberchtold.com/march.html (accessed on 2 March 2002).
    • (2004) User's Guide
    • Berchtold, A.1    Berchtold, A.2
  • 8
    • 0041419360 scopus 로고    scopus 로고
    • The mixture transition distribution model for high-order Markov chains and non-gaussian time series
    • Berchtold, A. and Raftery, A.E. (2002) The mixture transition distribution model for high-order Markov chains and non-gaussian time series', Statistical Science, Vol. 17, No. 3, pp. 328-356.
    • (2002) Statistical Science , vol.17 , Issue.3 , pp. 328-356
    • Berchtold, A.1    Raftery, A.E.2
  • 10
    • 67651151094 scopus 로고    scopus 로고
    • Life course analysis: Two (complementary) cultures? Some reflections with examples from the analysis of transition to adulthood
    • Levy, R., Ghisletta, P., Le Goff, J-M., Spini, D. and Widmer, E. (Eds.) 2005 Elsevier, Amsterdam
    • Billari, F.C. (2005) 'Life course analysis: two (complementary) cultures? Some reflections with examples from the analysis of transition to adulthood, in Levy, R., Ghisletta, P., Le Goff, J-M., Spini, D. and Widmer, E. (Eds.) (2005) Towards an Interdisciplinary Perspective on the Life Course, Advances in Life Course Research, Elsevier, Amsterdam, Vol. 10, pp. 267-288.
    • (2005) Towards An Interdisciplinary Perspective on the Life Course, Advances in Life Course Research , vol.10 , pp. 267-288
    • Billari, F.C.1
  • 11
    • 33646582666 scopus 로고    scopus 로고
    • Timing, sequencing and quantum of life course events: A machine learning approach
    • Billari, F.C., Fürnkranz, J., and Prskawetz, A. (2006) 'Timing, sequencing and quantum of life course events: a machine learning approach', European Journal of Population, Vol. 22, No. 1, pp. 37-65.
    • (2006) European Journal of Population , vol.22 , Issue.1 , pp. 37-65
    • Billari, F.C.1    Fürnkranz, J.2    Prskawetz, A.3
  • 12
    • 84943242344 scopus 로고    scopus 로고
    • Detecting temporal changes in event sequences: An application to demographic data
    • Principles of Data Mining and Knowledge Discovery
    • Blockeel, H., Fürnkranz, J., Prskawetz, A. and Billari, F. (2001) 'Detecting temporal change in event sequences: an application to demographic data', in De Raedt, L. and Siebes, A. (Eds.): Principles of Data Mining and Knowledge Discovery: 5th European Conference, PKDD 2001, Springer, Freiburg in Brisgau, Vol. LNCS 2168, pp. 29-41. (Pubitemid 33331848)
    • (2001) Lecture Notes in Computer Science , Issue.2168 , pp. 29-41
    • Blockeel, H.1    Furnkranz, J.2    Prskawetz, A.3    Billari, F.C.4
  • 15
  • 17
    • 0029007706 scopus 로고
    • Tree-structured prediction for censored survival data and the Cox model
    • Ciampi, A., Negassa, A. and Lou, Z. (1995) 'Tree-structured prediction for censored survival data and the Cox model', Journal of Clinical Epidemiology, Vol. 48, No. 5, pp. 675-689.
    • (1995) Journal of Clinical Epidemiology , vol.48 , Issue.5 , pp. 675-689
    • Ciampi, A.1    Negassa, A.2    Lou, Z.3
  • 18
    • 0032246491 scopus 로고    scopus 로고
    • Multilevel analysis in the social sciences
    • Courgeau, D. and Baccaïni, B. (1998) 'Multilevel analysis in the social sciences', Population: An English Selection, Vol. 10, No. 1, pp. 39-71.
    • (1998) Population: An English Selection , vol.10 , Issue.1 , pp. 39-71
    • Courgeau, D.1    Baccaïni, B.2
  • 20
    • 0034728359 scopus 로고    scopus 로고
    • Tree stability diagnostics and some remedies for instability
    • DOI 10.1002/(SICI)1097-0258(20000229)19:4<475::AID-SIM351>3.0.CO;2- V
    • Dannegger, F. (2000) 'Tree stability diagnostics and some remedies for instability', Statistics in Medicine, Vol. 19, No. 4, pp. 475-491. (Pubitemid 30126879)
    • (2000) Statistics in Medicine , vol.19 , Issue.4 , pp. 475-491
    • Dannegger, F.1
  • 21
    • 0031394733 scopus 로고    scopus 로고
    • Survival trees: An alternative non-parametric multivariate technique for life history analysis
    • De Rose, A. and Pallara, A. (1997) 'Survival trees: an alternative non-parametric multivariate technique for life history analysis', European Journal of Population, Vol. 13, pp. 223-241.
    • (1997) European Journal of Population , vol.13 , pp. 223-241
    • De Rose, A.1    Pallara, A.2
  • 22
    • 84860850084 scopus 로고    scopus 로고
    • Sequence similarity: A non-aligning technique
    • Elzinga, C.H. (2003) 'Sequence similarity: a non-aligning technique', Sociological Methods and Research, Vol. 31, pp. 214-231.
    • (2003) Sociological Methods and Research , vol.31 , pp. 214-231
    • Elzinga, C.H.1
  • 23
    • 77951431570 scopus 로고    scopus 로고
    • Department of Econometrics and Laboratory of Demography, University of Geneva, Geneva (released on CRAN the comprehensive R archive network)
    • Gabadinho, A., Ritschard, G., Studer, M., and Müller, N.S. (2008) Mining Sequence Data in R with TraMineR, User's guide, Department of Econometrics and Laboratory of Demography, University of Geneva, Geneva (released on CRAN the comprehensive R archive network).
    • (2008) Mining Sequence Data in R with TraMineR, User's Guide
    • Gabadinho, A.1    Ritschard, G.2    Studer, M.3    Müller, N.S.4
  • 24
  • 25
    • 84925912794 scopus 로고
    • The variable order of events in the life course
    • Hogan, D.P. (1978) 'The variable order of events in the life course', American Sociological Review, Vol. 43, pp. 573-586.
    • (1978) American Sociological Review , vol.43 , pp. 573-586
    • Hogan D., .P.1
  • 27
    • 84860848948 scopus 로고    scopus 로고
    • Party: A laboratory for recursive part(y)itioning
    • Hothorn, T., Hornik, K. and Zeileis, A. (2006a) 'Party: a laboratory for recursive part(y)itioning', User's manual.
    • (2006) User's Manual
    • Hothorn, T.1    Hornik, K.2    Zeileis, A.3
  • 28
    • 33749677657 scopus 로고    scopus 로고
    • Unbiased recursive partitioning: A conditional inference framework
    • DOI 10.1198/106186006X133933
    • Hothorn, T., Hornik, K. and Zeileis, A. (2006b) 'Unbiased recursive partitioning: a conditional inference framework', Journal of Computational and Graphical Statistics, Vol. 15, No. 24, pp. 651-674. (Pubitemid 44554201)
    • (2006) Journal of Computational and Graphical Statistics , vol.15 , Issue.3 , pp. 651-674
    • Hothorn, T.1    Hornik, K.2    Zeileis, A.3
  • 30
    • 0032429967 scopus 로고    scopus 로고
    • Piecewise exponential survival trees with time-dependent covariates
    • DOI 10.2307/2533668
    • Huang, X., Chen, S. and Soong, S. (1998) 'Piecewise exponential survival trees with time-dependent covariates', Biometrics, Vol. 54, pp. 1420-1433. (Pubitemid 29018625)
    • (1998) Biometrics , vol.54 , Issue.4 , pp. 1420-1433
    • Huang, X.1    Chen, S.2    Soong, S.-J.3
  • 32
    • 0000661829 scopus 로고
    • An exploratory technique for investigating large quantities of categorical data
    • Kass, G.V. (1980) 'An exploratory technique for investigating large quantities of categorical data', Applied Statistics, Vol. 29, No. 2, pp. 119-127.
    • (1980) Applied Statistics , vol.29 , Issue.2 , pp. 119-127
    • Kass, G.V.1
  • 33
    • 1542573450 scopus 로고    scopus 로고
    • Classification trees with unbiased multiway splits
    • Kim, H. and Loh, W-Y. (2001) 'Classification trees with unbiased multiway splits', Journal of the American Statistical Association, Vol. 96, No. 454, pp. 589-604.
    • (2001) Journal of the American Statistical Association , vol.96 , Issue.454 , pp. 589-604
    • Kim, H.1    Loh, W.-Y.2
  • 34
    • 0026770594 scopus 로고
    • Relative risk trees for censored survival data
    • Leblanc, M. and Crowley, J. (1992) 'Relative risk trees for censored survival data', Biometrics, Vol. 48, pp. 411-425.
    • (1992) Biometrics , vol.48 , pp. 411-425
    • Leblanc, M.1    Crowley, J.2
  • 36
    • 0001116877 scopus 로고
    • Binary codes capable of correcting deletions, insertions and reversals
    • Levenshtein, V. (1966) 'Binary codes capable of correcting deletions, insertions and reversals', Soviet Physics Doklady, Vol. 10, pp. 707-710.
    • (1966) Soviet Physics Doklady , vol.10 , pp. 707-710
    • Levenshtein, V.1
  • 37
    • 33846581530 scopus 로고    scopus 로고
    • 'Entre contraintes institutionnelle et domestique: les parcours de vie masculins et féminins en suisse
    • Levy, R., Gauthier, J-A. and Widmer, E.D. (2006) 'Entre contraintes institutionnelle et domestique: les parcours de vie masculins et féminins en suisse', Revue Canadienne de Sociologie, Vol. 31, No. 4, pp. 461-489.
    • (2006) Revue Canadienne de Sociologie , vol.31 , Issue.4 , pp. 461-489
    • Levy, R.1    Gauthier, J.-A.2    Widmer, E.D.3
  • 38
    • 0027562020 scopus 로고
    • Simultaneous equations for hazards: Marriage duration and fertility timing
    • Lillard, L.A. (1993) 'Simultaneous equations for hazards: marriage duration and fertility timing', Journal of Econometrics, Vol. 56, pp. 189-217.
    • (1993) Journal of Econometrics , vol.56 , pp. 189-217
    • Lillard, L.A.1
  • 40
    • 85087605756 scopus 로고    scopus 로고
    • Employment status mobility from a lifecycle perspective: A sequence analysis of work-histories in the BHPS
    • Malo, M.A. and Munoz, F. (2003) 'Employment status mobility from a lifecycle perspective: a sequence analysis of work-histories in the BHPS', Demographic Research, Vol. 9, No. 7, pp. 471-494.
    • (2003) Demographic Research , vol.9 , Issue.7 , pp. 471-494
    • Malo, M.A.1    Munoz, F.2
  • 41
    • 27144468394 scopus 로고    scopus 로고
    • Discovery of frequent episodes in event sequences
    • Mannila, H., Toivonen, H. and Verkamo, A.I. (1997) 'Discovery of frequent episodes in event sequences', Data Mining and Knowledge Discovery, Vol. 1, No. 3, pp. 259-289. (Pubitemid 127721244)
    • (1997) Data Mining and Knowledge Discovery , vol.1 , Issue.3 , pp. 259-289
    • Mannila, H.1    Toivonen, H.2    Verkamo, I.3
  • 42
    • 0036428510 scopus 로고    scopus 로고
    • Predicting successful and unsuccessful transitions from school to work using sequence methods
    • McVicar, D. and Anyadike-Danes, M. (2002) 'Predicting successful and unsuccessful transitions from school to work using sequence methods', Journal of the Royal Statistical Society A, Vol. 165, No. 2, pp. 317-334.
    • (2002) Journal of the Royal Statistical Society A , vol.165 , Issue.2 , pp. 317-334
    • McVicar, D.1    Anyadike-Danes, M.2
  • 44
    • 0014757386 scopus 로고
    • A general method applicable to the search for similarities in the amino acid sequence of two proteins
    • Needleman, S. and Wunsch, C. (1970) 'A general method applicable to the search for similarities in the amino acid sequence of two proteins', Journal of Molecular Biology, Vol. 48, pp. 443-453.
    • (1970) Journal of Molecular Biology , vol.48 , pp. 443-453
    • Needleman, S.1    Wunsch, C.2
  • 45
    • 18544404092 scopus 로고
    • Use of temporal correlation between successive frames in a hidden Markov model based speech recognizer
    • Paliwal, K.K. (1993) 'Use of temporal correlation between successive frames in a hidden Markov model based speech recognizer', Proceedings ICASSP, Vol. 2, pp. 215-218.
    • (1993) Proceedings ICASSP , vol.2 , pp. 215-218
    • Paliwal, K.K.1
  • 47
    • 0024610919 scopus 로고
    • A tutorial on hidden Markov models and selected applications in speech recognition
    • Rabiner, L.R. (1989) 'A tutorial on hidden Markov models and selected applications in speech recognition', Proceedings of the IEEE, Vol. 77, No. 2, pp. 257-286.
    • (1989) Proceedings of the IEEE , vol.77 , Issue.2 , pp. 257-286
    • Rabiner, L.R.1
  • 48
    • 21344497723 scopus 로고
    • Estimation and modelling repeated patterns in high order Markov chains with the mixture transition distribution model
    • Raftery, A.E. and Tavaré, S. (1994) 'Estimation and modelling repeated patterns in high order Markov chains with the mixture transition distribution model', Applied Statistics, Vol. 43, pp. 179-199.
    • (1994) Applied Statistics , vol.43 , pp. 179-199
    • Raftery, A.E.1    Tavaré, S.2
  • 49
    • 48249126249 scopus 로고    scopus 로고
    • Life course data in demography and social sciences: Statistical and data mining approaches
    • Levy, R., Ghisletta, P., Le Goff, J-M., Spini, D. and Widmer, E. (Eds.) (2005) Elsevier, Amsterdam
    • Ritschard, G. and Oris, M. (2005) 'Life course data in demography and social sciences: statistical and data mining approaches', in Levy, R., Ghisletta, P., Le Goff, J-M., Spini, D. and Widmer, E. (Eds.) (2005) Towards an Interdisciplinary Perspective on the Life Course, Advances in Life Course Research, Elsevier, Amsterdam, Vol. 10, pp. 289-320.
    • (2005) Towards An Interdisciplinary Perspective on the Life Course, Advances in Life Course Research , vol.10 , pp. 289-320
    • Ritschard, G.1    Oris, M.2
  • 50
    • 0003541638 scopus 로고    scopus 로고
    • Ruhr-Universität Bochum, Fakultät für Sozialwissenschaften, Bochum
    • Rohwer, G. and Pötter, U. (2002) TDA user's manual, Software, Ruhr-Universität Bochum, Fakultät für Sozialwissenschaften, Bochum.
    • (2002) TDA User's Manual, Software
    • Rohwer, G.1    Pötter, U.2
  • 52
    • 0035537065 scopus 로고    scopus 로고
    • Early career patterns: A comparison of Great Britain and West Germany
    • Scherer, S. (2001) 'Early career patterns: a comparison of Great Britain and West Germany', European Sociological Review, Vol. 17, No. 2, pp. 119-144.
    • (2001) European Sociological Review , vol.17 , Issue.2 , pp. 119-144
    • Scherer, S.1
  • 53
    • 0023942063 scopus 로고
    • Regression trees for censored data
    • Segal, M.R. (1988) 'Regression trees for censored data', Biometrics, Vol. 44, pp. 35-47. (Pubitemid 18098810)
    • (1988) Biometrics , vol.44 , Issue.1 , pp. 35-47
    • Segal, M.R.1
  • 54
    • 0000644048 scopus 로고
    • Tree-structured methods for longitudinal data
    • Segal, M.R. (1992) 'Tree-structured methods for longitudinal data', Journal of the American Statistical Association, Vol. 87, No. 418, pp. 407-418.
    • (1992) Journal of the American Statistical Association , vol.87 , Issue.418 , pp. 407-418
    • Segal, M.R.1
  • 55
    • 84897708583 scopus 로고    scopus 로고
    • Mining sequential patterns: Generalizations and performance improvements
    • Apers, M.G., Bouzeghoub, M. and Gardarin, G. (Eds.), Springer-Verlag, Avignon, France
    • Srikant, R. and Agrawal, R. (1996) 'Mining sequential patterns: generalizations and performance improvements', in Apers, p. M.G., Bouzeghoub, M. and Gardarin, G. (Eds.): Advances in Database Technologies - 5th International Conference on Extending Database Technology (EDBT'96), Springer-Verlag, Avignon, France, Vol. 1057, pp. 3-17.
    • (1996) Advances in Database Technologies - 5th International Conference on Extending Database Technology (EDBT'96) , vol.1057 , pp. 3-17
    • Srikant, R.1    Agrawal, R.2
  • 56
    • 26644459261 scopus 로고    scopus 로고
    • Tree-augmented Cox proportional hazards models
    • DOI 10.1093/biostatistics/kxi024
    • Su, X. and Tsai, C-L. (2005) 'Tree-augmented Cox proportional hazards models', Biostat, Vol. 6, No. 3, pp. 486-499. (Pubitemid 41442765)
    • (2005) Biostatistics , vol.6 , Issue.3 , pp. 486-499
    • Su, X.1    Tsai, C.-L.2
  • 57
    • 0017336302 scopus 로고
    • On distribution free tests for equality of survival distributions
    • Tarone, R.E. and Ware, J. (1977) 'On distribution-free tests for equality of survival distributions', Biometrika, Vol. 64, No. 1, pp. 156-160. (Pubitemid 8069569)
    • (1977) Biometrika , vol.64 , Issue.1 , pp. 156-160
    • Tarone, R.E.1    Ware, J.2
  • 58
    • 0003516711 scopus 로고    scopus 로고
    • An introduction to recursive partitioning using the RPART routines
    • Mayo Clinic, Section of Statistics, Rochester, Minnesota
    • Therneau, T.M. and Atkinson, E.J. (1997) 'An introduction to recursive partitioning using the RPART routines', Technical Report Series 61, Mayo Clinic, Section of Statistics, Rochester, Minnesota.
    • (1997) Technical Report Series , vol.61
    • Therneau, T.M.1    Atkinson, E.J.2
  • 60
    • 0003345363 scopus 로고
    • Event history analysis
    • Sage, Newbury Park and London
    • Yamaguchi, K. (1991) Event History Analysis, ASRM 28, Sage, Newbury Park and London.
    • (1991) ASRM , vol.28
    • Yamaguchi, K.1
  • 61
    • 85135956507 scopus 로고    scopus 로고
    • Sequence mining in categorical domains: Incorporating constraints
    • 9-11 November, McLean, VA, ACM Press, New York
    • Zaki, M.J. (2000) 'Sequence mining in categorical domains: incorporating constraints', in 9th International Conference on Information and Knowledge Management (CIKM 2000), 9-11 November, McLean, VA, ACM Press, New York, pp. 422-429.
    • (2000) 9th International Conference on Information and Knowledge Management (CIKM 2000) , pp. 422-429
    • Zaki, M.J.1


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