【Springer 数据挖掘】Social Network Analysis in Predictive Policing (2016)

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Social Network Analysis in Predictive Policing
Concepts, Models and Methods

Authors: Mohammad A. Tayebi, Uwe Glässer



Presents a computational method and a thorough experimental evaluation for each problem, along with a discussion of the results

Contains formal representation and algorithmic solutions of predictive policing problems

Builds on extensive experience from working with law enforcement agencies

Opens a new research direction in the field of computational criminology

This book focuses on applications of social network analysis in predictive policing. Data science is used to identify potential criminal activity by analyzing the relationships between offenders to fully understand criminal collaboration patterns. Co-offending networks—networks of offenders who have committed crimes together—have long been recognized by law enforcement and intelligence agencies as a major factor in the design of crime prevention and intervention strategies. Despite the importance of co-offending network analysis for public safety, computational methods for analyzing large-scale criminal networks are rather premature. This book extensively and systematically studies co-offending network analysis as effective tool for predictive policing. The formal representation of criminological concepts presented here allow computer scientists to think about algorithmic and computational solutions to problems long discussed in the criminology literature. For each of the studied problems, we start with well-founded concepts and theories in criminology, then propose a computational method and finally provide a thorough experimental evaluation, along with a discussion of the results. In this way, the reader will be able to study the complete process of solving real-world multidisciplinary problems.

Table of contents

Front Matter

Introduction

Social Network Analysis in Predictive Policing

Structure of Co-offending Networks

Organized Crime Group Detection

Suspects Investigation

Co-offence Prediction

Personalized Crime Location Prediction

Concluding Remarks

Back Matter

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Social Network Analysis in Predictive Policing

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Social Network Analysis in Predictive Policing，

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