Agent-Based Modeling and Simulation of Child Maltreatment and Child Maltreatment Prevention

This paper presents an agent-based model that simulates the dynamics of child maltreatment and child maltreatment prevention. The developed model follows the principles of complex systems science and explicitly models a community and its families with multi-level factors across the social ecology. Each agent includes behavioral/cognitive modeling to account for the behavioral/cognitive process of child maltreatment. Simulation of child maltreatment prevention is also supported to evaluate the impacts of different prevention/intervention strategies. We describe the model and show experiment results to evaluate and demonstrate the agent-based model.

[1]  J. Milner,et al.  Social information processing and child physical abuse: theory and research. , 2000, Nebraska Symposium on Motivation. Nebraska Symposium on Motivation.

[2]  Icek Ajzen,et al.  From Intentions to Actions: A Theory of Planned Behavior , 1985 .

[3]  I. Ajzen.  The theory of planned behavior , 1991 .

[4]  James A Mercy,et al.  Creating a healthier future through early interventions for children. , 2009, JAMA.

[5]  A. Bandura.  Self-efficacy: toward a unifying theory of behavioral change. , 1977, Psychology Review.

[6]  Xiaolin Hu,et al.  Cognitive Modeling for Agent-Based Simulation of Child Maltreatment , 2011, SBP.

[7]  F. Earls.  The Future of Children , 1999 .

[8]  J. Belsky,et al.  Child maltreatment: an ecological integration. , 1980, The American psychologist.

[9]  D. Stokols.  Establishing and maintaining healthy environments. Toward a social ecology of health promotion. , 1992, The American psychologist.

[10]  Marilyn E. Gist,et al.  Self-Efficacy: A Theoretical Analysis of Its Determinants and Malleability , 1992 .

[11]  Bridget Freisthler,et al.  Understanding the Ecology of Child Maltreatment: A Review of the Literature and Directions for Future Research , 2006, Child maltreatment.

[12]  R. R. Abidin.  Parenting Stress Index: Professional Manual . Odessa, FL: Psychological Assessment Resources , 1995 .

[13]  Xiaolin Hu,et al.  An Agent-Based Model for Studying Child Maltreatment and Child Maltreatment Prevention , 2010, SBP.

[14]  Antoinette Y. Rodgers.  Multiple sources of stress and parenting behavior , 1998 .

[15]  Xiaolin Hu,et al.  Parent Training Resource Allocation Optimization Using an Agent-Based Model of Child Maltreatment , 2013, SBP.

[16]  Ross A. Hammond.  Complex Systems Modeling for Obesity Research , 2009, Preventing chronic disease.

[17]  J. Murphy.  World report on violence and health. , 2002, Irish medical journal.

[18]  A. Bandura.  Self-efficacy mechanism in human agency. , 1982 .

[19]  J. Belsky,et al.  The determinants of parenting: a process model. , 1984, Child development.

[20]  Albert,et al.  Emergence of scaling in random networks , 1999, Science.

[21]  Ching-Tung Wang,et al.  Total Estimated Cost of Child Abuse and Neglect in the United States , 2007 .

[22]  Etienne G. Krug,et al.  Violence: a global public health problem , 2006 .

[23]  Richard G. Lomax,et al.  Parental Efficacy: Predictor of Parenting Behavior and Adolescent Outcomes , 2002 .

[24]  Pat Cox,et al.  Understanding Child Abuse and Neglect, The Foresters' Fund for Children Handbook , 2004 .

[25]  N. Kuiper,et al.  A stress and coping model of child maltreatment , 1994 .

[26]  J. Milner,et al.  Social information processing and physical child abuse , 1993 .