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Volumn 3, Issue 3, 2015, Pages 148-158

Moves on the street: Classifying crime hotspots using aggregated anonymized data on people dynamics

Author keywords

big data analytics; crime; data mining; predictive analytics

Indexed keywords


EID: 84991832961     PISSN: 21676461     EISSN: 2167647X     Source Type: Journal    
DOI: 10.1089/big.2014.0054     Document Type: Article
Times cited : (47)

References (49)
  • 1
    • 59849122652 scopus 로고    scopus 로고
    • Computational social science
    • Lazer D, Pentland A, Adamic L, et al. Computational social science. Science. 2009; 323: 721-723.
    • (2009) Science , vol.323 , pp. 721-723
    • Lazer, D.1    Pentland, A.2    Adamic, L.3
  • 2
    • 84991808047 scopus 로고    scopus 로고
    • SciDev.Net. Spotlight: Big data for development. Available online at (last accessed August 8 2015
    • Letouzé E. Big data for development: Facts, and figures. SciDev.Net. Spotlight: Big data for development. Available online at www.scidev.net/.global/data/feature/big-data-for-development-facts-And-figures.html (last accessed August 8, 2015
    • Big Data for Development: Facts, and Figures
    • Letouzé, E.1
  • 3
    • 84867325145 scopus 로고    scopus 로고
    • Quantifying the impact of human mobility on malaria
    • Wesolowski A, Eagle N, Tatem A, et al. Quantifying the impact of human mobility on malaria. Science. 2012; 338: 267-270.
    • (2012) Science , vol.338 , pp. 267-270
    • Wesolowski, A.1    Eagle, N.2    Tatem, A.3
  • 4
    • 84856139738 scopus 로고    scopus 로고
    • An agent-based model of epidemic spread using human mobility, and social network information
    • Security, Risk, and Trust (PASSAT), and 2011 IEEE Third International Conference on Social Computing (SocialCom
    • Frias-Martinez E, Williamson G, Frias-Martinez V. An agent-based model of epidemic spread using human mobility, and social network information. In: Proceedings of 2011 IEEE Third International Conference on Privacy, Security, Risk, and Trust (PASSAT), and 2011 IEEE Third International Conference on Social Computing (SocialCom), 2011, pp. 57-64.
    • (2011) Proceedings of 2011 IEEE Third International Conference on Privacy , pp. 57-64
    • Frias-Martinez, E.1    Williamson, G.2    Frias-Martinez, V.3
  • 5
    • 77953058692 scopus 로고    scopus 로고
    • Network diversity, and economic development
    • Eagle N, Macy M, Claxton R. Network diversity, and economic development. Science. 2010; 328: 1029-1031.
    • (2010) Science , vol.328 , pp. 1029-1031
    • Eagle, N.1    Macy, M.2    Claxton, R.3
  • 10
    • 84978111588 scopus 로고    scopus 로고
    • Big data for conflict prevention: New oil and old fires
    • Mancini F, ed. International Peace Institute: New York, NY
    • Letouzé E, Meier P, Vinck P. Big data for conflict prevention: New oil, and old fires. In: New Technology, and the Prevention of Violence, and Conflict. Mancini F, ed. International Peace Institute: New York, NY, 2013, pp. 4-27.
    • (2013) New Technology, and the Prevention of Violence, and Conflict , pp. 4-27
    • Letouzé, E.1    Meier, P.2    Vinck, P.3
  • 14
    • 84899695121 scopus 로고    scopus 로고
    • Detecting criminal organizations in mobile phone networks
    • Ferrara E, De Meo P, Catanese S, Fiumara G. Detecting criminal organizations in mobile phone networks. Expert Syst Appl. 2014; 41: 5733-5750.
    • (2014) Expert Syst Appl , vol.41 , pp. 5733-5750
    • Ferrara, E.1    De Meo, P.2    Catanese, S.3    Fiumara, G.4
  • 16
    • 18744377193 scopus 로고    scopus 로고
    • Crime induced poverty traps
    • Mehlum H, Moene K, Torvik R. Crime induced poverty traps. J Dev Econ. 2005; 77: 325-340.
    • (2005) J Dev Econ , vol.77 , pp. 325-340
    • Mehlum, H.1    Moene, K.2    Torvik, R.3
  • 17
    • 0033465305 scopus 로고    scopus 로고
    • Crime, urban flight, and the consequences for the cities
    • Cullen J, Levitt S. Crime, urban flight, and the consequences for the cities. Rev Econ Stat. 2009; 81: 159-169.
    • (2009) Rev Econ Stat , vol.81 , pp. 159-169
    • Cullen, J.1    Levitt, S.2
  • 18
    • 0003214721 scopus 로고
    • Education, Income, and Human Behavior. Juster FT, ed. McGraw-Hill: New York, NY
    • Ehrlich I. On the relation between education, and crime. In: Education, Income, and Human Behavior. Juster FT, ed. McGraw-Hill: New York, NY, 1975, pp. 313-338.
    • (1975) On the Relation between Education and Crime , pp. 313-338
    • Ehrlich, I.1
  • 20
    • 84984393184 scopus 로고
    • Poverty, income inequality, and community crime rates
    • Patterson EB. Poverty, income inequality, and community crime rates. Criminology. 1991; 29: 755-776.
    • (1991) Criminology , vol.29 , pp. 755-776
    • Patterson, E.B.1
  • 25
    • 84883321298 scopus 로고    scopus 로고
    • Place-based policing
    • Weisburd D. Place-based policing. Ideas Am Policing. 2008; 9: 1-16.
    • (2008) Ideas Am Policing , vol.9 , pp. 1-16
    • Weisburd, D.1
  • 26
    • 0013823542 scopus 로고
    • Urban crime patterns
    • Boggs SL. Urban crime patterns. Am Sociol Rev. 1965; 30: 899-908.
    • (1965) Am Sociol Rev , vol.30 , pp. 899-908
    • Boggs, S.L.1
  • 27
    • 0033925615 scopus 로고    scopus 로고
    • Some benefits of dichotomization in psychiatric, and criminological research
    • Farrington DP, Loeber R. Some benefits of dichotomization in psychiatric, and criminological research. Crim Behav Ment Health. 2000; 10: 100-122.
    • (2000) Crim Behav Ment Health , vol.10 , pp. 100-122
    • Farrington, D.P.1    Loeber, R.2
  • 28
    • 0036276223 scopus 로고    scopus 로고
    • Breaking up is hard to do: The heartbreak of dichotomizing continuous data
    • Streiner DL. Breaking up is hard to do: the heartbreak of dichotomizing continuous data. Can J Psychiatry. 2002; 47: 262-266.
    • (2002) Can J Psychiatry , vol.47 , pp. 262-266
    • Streiner, D.L.1
  • 29
    • 84940644968 scopus 로고
    • A mathematical theory of communication
    • Shannon C. A mathematical theory of communication. Bell Syst Tech J. 1948; 27: 379-423.
    • (1948) Bell Syst Tech J , vol.27 , pp. 379-423
    • Shannon, C.1
  • 30
    • 77149139158 scopus 로고    scopus 로고
    • Limits of predictability in human mobility
    • Song C, Qu Z, Blumm N, et al. Limits of predictability in human mobility. Science. 2010; 327: 1018-1021.
    • (2010) Science , vol.327 , pp. 1018-1021
    • Song, C.1    Qu, Z.2    Blumm, N.3
  • 31
    • 84885592465 scopus 로고    scopus 로고
    • The predictability of consumer visitation patterns
    • article 1645
    • Krumme C, Llorente A, Cebrian M, et al. The predictability of consumer visitation patterns. Scientific Reports. 2013; 3, article 1645.
    • (2013) Scientific Reports , vol.3
    • Krumme, C.1    Llorente, A.2    Cebrian, M.3
  • 32
    • 33745561205 scopus 로고    scopus 로고
    • An introduction to variable, and feature selection
    • Guyon I, Elisseeff A. An introduction to variable, and feature selection. J Mach Learn Res. 2003; 2: 1157-1182.
    • (2003) J Mach Learn Res , vol.2 , pp. 1157-1182
    • Guyon, I.1    Elisseeff, A.2
  • 33
    • 82955204558 scopus 로고    scopus 로고
    • Feature selection for text classification based on gini coefficient of inequality
    • Singh SR, Murthy HA, Gonsalves TA. Feature selection for text classification based on gini coefficient of inequality. J Mach Learn Res. 2010; 10: 76-85.
    • (2010) J Mach Learn Res , vol.10 , pp. 76-85
    • Singh, S.R.1    Murthy, H.A.2    Gonsalves, T.A.3
  • 34
    • 68949154557 scopus 로고    scopus 로고
    • Feature selection with ensembles, artificial variables, and redundancy elimination
    • Tuv E, Borisov A, Runger G, et al. Feature selection with ensembles, artificial variables, and redundancy elimination. J Mach Learn Res. 2009; 10: 1341-1366.
    • (2009) J Mach Learn Res , vol.10 , pp. 1341-1366
    • Tuv, E.1    Borisov, A.2    Runger, G.3
  • 35
    • 0030211964 scopus 로고    scopus 로고
    • Bagging predictors
    • Breiman L. Bagging predictors. Mach Learn. 1996; 24: 123-140.
    • (1996) Mach Learn , vol.24 , pp. 123-140
    • Breiman, L.1
  • 36
    • 84860701629 scopus 로고    scopus 로고
    • Analysis of a random forests model
    • Biau G. Analysis of a random forests model. J Mach Learn Res. 2012; 13: 1063-1095.
    • (2012) J Mach Learn Res , vol.13 , pp. 1063-1095
    • Biau, G.1
  • 38
    • 84864758525 scopus 로고    scopus 로고
    • Evaluation: From precision, recall, and F-measure to ROC, informedness, markedness, and correlation
    • Powers DMW. Evaluation: from precision, recall, and F-measure to ROC, informedness, markedness, and correlation. J Mach Lear Tech. 2011; 2: 37-63.
    • (2011) J Mach Lear Tech , vol.2 , pp. 37-63
    • Powers, D.M.W.1
  • 41
    • 79954477908 scopus 로고    scopus 로고
    • Self-exciting point process modelling of crime
    • Mohler G, Short M, Brantingham P, et al. Self-exciting point process modelling of crime. J Am Stat Assoc. 2011; 106: 100-108.
    • (2011) J Am Stat Assoc , vol.106 , pp. 100-108
    • Mohler, G.1    Short, M.2    Brantingham, P.3
  • 44
    • 77951070823 scopus 로고    scopus 로고
    • Reporting crime to the police
    • Tarling R, Morris K. Reporting crime to the police. Br J Criminol. 2010; 50: 474-479.
    • (2010) Br J Criminol , vol.50 , pp. 474-479
    • Tarling, R.1    Morris, K.2
  • 49
    • 0142023932 scopus 로고    scopus 로고
    • Simple indicators of crime by time of day
    • Felson M, Poulsen E. Simple indicators of crime by time of day. Int J Forecasting. 2003; 19: 595-601.
    • (2003) Int J Forecasting , vol.19 , pp. 595-601
    • Felson, M.1    Poulsen, E.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.