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2018 | OriginalPaper | Chapter

Crime Against Women: A State Level Analysis Using a Hierarchical and K-Means Clustering Techniques

Authors : Ayushi Dhawan, M. G. Deepika

Published in: Intelligent Systems Technologies and Applications

Publisher: Springer International Publishing

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Abstract

Despite the constitutional and legal provisions, crime against women in India has been continuously on the rise. While the incidence of crime against women is sharply on the rise, different dimensions of crime have varied across the states. Given the NCRB data on crime against women in India at the state level, the current study examines the dimensions and changing trends on crime against women and its association with important socio economic variables. Cluster analysis using agglomerative hierarchical method suggests for three clusters. We then use the widely used K-Means clustering method to arrive at the final clusters. The analysis reveals strong association of the rate of crime with that of socio economic variables like poverty rate, per capita state domestic product, literacy rate and the human development ranking of the state. The study reveals the importance of development indicators as much as the legal provisions in bringing down the rate of crime against women in India.

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Literature
3.
go back to reference Heise, L.L., Pitanguy, J., Germain, A.: Violence against women. In: The Hidden Health Burden. World Bank Discussion paper no. 255 (1994) Heise, L.L., Pitanguy, J., Germain, A.: Violence against women. In: The Hidden Health Burden. World Bank Discussion paper no. 255 (1994)
5.
go back to reference Chitnis, S.: Chapter three in Shrin Kudchekar (eds.) Violence against women and Women against violence, Perfect International Publication, New Delhi (1998) Chitnis, S.: Chapter three in Shrin Kudchekar (eds.) Violence against women and Women against violence, Perfect International Publication, New Delhi (1998)
6.
go back to reference Dutta, N., Rishi, M., Roy, S., Umashankar, V.: Risk factors for domestic violence—an empirical analysis for Indian states. J. Dev. Areas 50(3), 241–259 (2016)CrossRef Dutta, N., Rishi, M., Roy, S., Umashankar, V.: Risk factors for domestic violence—an empirical analysis for Indian states. J. Dev. Areas 50(3), 241–259 (2016)CrossRef
7.
go back to reference Mitra, A., Singh, P.: Human capital attainment and gender empowerment: the Kerala paradox. Soc. Sci. Q. 88(5), 1227–1242 (2007)CrossRef Mitra, A., Singh, P.: Human capital attainment and gender empowerment: the Kerala paradox. Soc. Sci. Q. 88(5), 1227–1242 (2007)CrossRef
8.
go back to reference Land, K.C., McCall, P.L., Cohen, L.E.: Characteristics of US cities with extreme (high or low) crime rates: results of discriminant analyses of 1960, 1970, and 1980 Data. Soc. Indic. Res. 24(3), 209–231 (1991)CrossRef Land, K.C., McCall, P.L., Cohen, L.E.: Characteristics of US cities with extreme (high or low) crime rates: results of discriminant analyses of 1960, 1970, and 1980 Data. Soc. Indic. Res. 24(3), 209–231 (1991)CrossRef
9.
go back to reference Williams, K., Ralph, G.: A Multivariate Statistical Analysis of Crime rate in US Cities (2004) Williams, K., Ralph, G.: A Multivariate Statistical Analysis of Crime rate in US Cities (2004)
10.
go back to reference Chiricos, Theodore G.: Rates of crime and unemployment - an analysis of aggregate research evidence. Soc. Probl. 34(2), 187–212 (1987)CrossRef Chiricos, Theodore G.: Rates of crime and unemployment - an analysis of aggregate research evidence. Soc. Probl. 34(2), 187–212 (1987)CrossRef
11.
go back to reference Downs, B.: A critical re-examination of the social and political characteristics of Riot cities. Soc. Sci. Q. 15, 349–360 (1970) Downs, B.: A critical re-examination of the social and political characteristics of Riot cities. Soc. Sci. Q. 15, 349–360 (1970)
12.
go back to reference Becker, G.: Crime and punishment: an economic approach. J. Polit. Econ. 76(2), 169–217 (1968)CrossRef Becker, G.: Crime and punishment: an economic approach. J. Polit. Econ. 76(2), 169–217 (1968)CrossRef
13.
go back to reference Fleisher, B.M.: The effect of income on delinquency. Am. Econ. Rev. 56(1), 118–137 (1966) Fleisher, B.M.: The effect of income on delinquency. Am. Econ. Rev. 56(1), 118–137 (1966)
14.
go back to reference Singell, C.D.: An examination of the empirical relationship between unemployment and juvenile delinquency. Am. J. Econ. Sociol. 26(4), 377–386 (1967)CrossRef Singell, C.D.: An examination of the empirical relationship between unemployment and juvenile delinquency. Am. J. Econ. Sociol. 26(4), 377–386 (1967)CrossRef
Metadata
Title
Crime Against Women: A State Level Analysis Using a Hierarchical and K-Means Clustering Techniques
Authors
Ayushi Dhawan
M. G. Deepika
Copyright Year
2018
DOI
https://doi.org/10.1007/978-3-319-68385-0_21

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