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Social Network Analysis in Predictive Policing

Social Network Analysis in Predictive Policing
Author: Mohammad A. Tayebi
Publisher: Springer
Total Pages: 133
Release: 2016-10-11
Genre: Computers
ISBN: 3319414925
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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.

The Rise of Big Data Policing

The Rise of Big Data Policing
Author: Andrew Guthrie Ferguson
Publisher: NYU Press
Total Pages: 267
Release: 2019-11-15
Genre: Law
ISBN: 147986997X
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Winner, 2018 Law & Legal Studies PROSE Award The consequences of big data and algorithm-driven policing and its impact on law enforcement In a high-tech command center in downtown Los Angeles, a digital map lights up with 911 calls, television monitors track breaking news stories, surveillance cameras sweep the streets, and rows of networked computers link analysts and police officers to a wealth of law enforcement intelligence. This is just a glimpse into a future where software predicts future crimes, algorithms generate virtual “most-wanted” lists, and databanks collect personal and biometric information. The Rise of Big Data Policing introduces the cutting-edge technology that is changing how the police do their jobs and shows why it is more important than ever that citizens understand the far-reaching consequences of big data surveillance as a law enforcement tool. Andrew Guthrie Ferguson reveals how these new technologies —viewed as race-neutral and objective—have been eagerly adopted by police departments hoping to distance themselves from claims of racial bias and unconstitutional practices. After a series of high-profile police shootings and federal investigations into systemic police misconduct, and in an era of law enforcement budget cutbacks, data-driven policing has been billed as a way to “turn the page” on racial bias. But behind the data are real people, and difficult questions remain about racial discrimination and the potential to distort constitutional protections. In this first book on big data policing, Ferguson offers an examination of how new technologies will alter the who, where, when and how we police. These new technologies also offer data-driven methods to improve police accountability and to remedy the underlying socio-economic risk factors that encourage crime. The Rise of Big Data Policing is a must read for anyone concerned with how technology will revolutionize law enforcement and its potential threat to the security, privacy, and constitutional rights of citizens. Read an excerpt and interview with Andrew Guthrie Ferguson in The Economist.

Predictive Policing and Artificial Intelligence

Predictive Policing and Artificial Intelligence
Author: John McDaniel
Publisher: Routledge
Total Pages: 452
Release: 2021-02-25
Genre: Computers
ISBN: 0429560389
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This edited text draws together the insights of numerous worldwide eminent academics to evaluate the condition of predictive policing and artificial intelligence (AI) as interlocked policy areas. Predictive and AI technologies are growing in prominence and at an unprecedented rate. Powerful digital crime mapping tools are being used to identify crime hotspots in real-time, as pattern-matching and search algorithms are sorting through huge police databases populated by growing volumes of data in an eff ort to identify people liable to experience (or commit) crime, places likely to host it, and variables associated with its solvability. Facial and vehicle recognition cameras are locating criminals as they move, while police services develop strategies informed by machine learning and other kinds of predictive analytics. Many of these innovations are features of modern policing in the UK, the US and Australia, among other jurisdictions. AI promises to reduce unnecessary labour, speed up various forms of police work, encourage police forces to more efficiently apportion their resources, and enable police officers to prevent crime and protect people from a variety of future harms. However, the promises of predictive and AI technologies and innovations do not always match reality. They often have significant weaknesses, come at a considerable cost and require challenging trade- off s to be made. Focusing on the UK, the US and Australia, this book explores themes of choice architecture, decision- making, human rights, accountability and the rule of law, as well as future uses of AI and predictive technologies in various policing contexts. The text contributes to ongoing debates on the benefits and biases of predictive algorithms, big data sets, machine learning systems, and broader policing strategies and challenges. Written in a clear and direct style, this book will appeal to students and scholars of policing, criminology, crime science, sociology, computer science, cognitive psychology and all those interested in the emergence of AI as a feature of contemporary policing.

Social Network Analysis and Law Enforcement

Social Network Analysis and Law Enforcement
Author: Morgan Burcher
Publisher: Springer Nature
Total Pages: 204
Release: 2020-07-24
Genre: Social Science
ISBN: 3030477711
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This book examines the use of social network analysis (SNA) in operational environments from the perspective of those who actually apply it. A rapidly growing body of literature suggests that SNA can reveal significant insights into the overall structure of criminal networks as well as the position of critical actors within such groups. This book draws on the existing SNA and intelligence literature, as well as qualitative interviews with crime intelligence analysts from two Australian state law enforcement agencies to understand its use by law enforcement agencies and the extent to which it can be used in practice. It includes a discussion of the challenges that analysts face when attempting to apply various network analysis techniques to criminal networks. Overall, it advances SNA as an investigative tool, and provides a significant contribution to the field that will be of interest to both researchers and practitioners interested in social network analysis, intelligence analysis and law enforcement.

Predictive Policing

Predictive Policing
Author: Walt L. Perry
Publisher: Rand Corporation
Total Pages: 187
Release: 2013-09-23
Genre: Computers
ISBN: 0833081551
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Predictive policing is the use of analytical techniques to identify targets for police intervention with the goal of preventing crime, solving past crimes, or identifying potential offenders and victims. These tools are not a substitute for integrated approaches to policing, nor are they a crystal ball. This guide assesses some of the most promising technical tools and tactical approaches for acting on predictions in an effective way.

Policing in the Era of AI and Smart Societies

Policing in the Era of AI and Smart Societies
Author: Hamid Jahankhani
Publisher: Springer Nature
Total Pages: 282
Release: 2020-07-17
Genre: Social Science
ISBN: 3030506134
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Chapter “Predictive Policing in 2025: A Scenario” is available open access under a Creative Commons Attribution 4.0 International License via link.springer.com.

Cultural Techniques

Cultural Techniques
Author: Bernhard Siegert
Publisher:
Total Pages: 265
Release: 2015
Genre: Literary Criticism
ISBN: 9780823263752
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"This volume designates a shift within posthumanistic media studies, that dissolves the concept of media into a network of operations, that reproduce, process and reflect the distinctions that are fundamental for a given culture, e.g. the anthropological difference, the distinctions between natural object and cultural sign, noise and information, eye and gaze"--

Predict and Surveil

Predict and Surveil
Author: Sarah Brayne
Publisher: Oxford University Press, USA
Total Pages: 225
Release: 2020-10-22
Genre: SOCIAL SCIENCE
ISBN: 0190684097
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Predict and Surveil offers an unprecedented, inside look at how police use big data and new surveillance technologies. Sarah Brayne conducted years of fieldwork with the LAPD--one of the largest and most technically advanced law enforcement agencies in the world-to reveal the unmet promises and very real perils of police use of data--driven surveillance and analytics.

The Ethics of Policing

The Ethics of Policing
Author: Ben Jones
Publisher: NYU Press
Total Pages: 206
Release: 2021-07-20
Genre: Political Science
ISBN: 147980374X
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Top scholars provide a critical analysis of the current ethical challenges facing police officers, police departments, and the criminal justice system From George Floyd to Breonna Taylor, the brutal deaths of Black citizens at the hands of law enforcement have brought race and policing to the forefront of national debate in the United States. In The Ethics of Policing, Ben Jones and Eduardo Mendieta bring together an interdisciplinary group of scholars across the social sciences and humanities to reevaluate the role of the police and the ethical principles that guide their work. With contributors such as Tracey Meares, Michael Walzer, and Franklin Zimring, this volume covers timely topics including race and policing, the use of aggressive tactics and deadly force, police abolitionism, and the use of new technologies like drones, body cameras, and predictive analytics, providing different perspectives on the past, present, and future of policing, with particular attention to discriminatory practices that have historically targeted Black and Brown communities. This volume offers cutting-edge insight into the ethical challenges facing the police and the institutions that oversee them. As high-profile cases of police brutality spark protests around the country, The Ethics of Policing raises questions about the proper role of law enforcement in a democratic society.

Crime and Networks

Crime and Networks
Author: Carlo Morselli
Publisher: Routledge
Total Pages: 352
Release: 2013-10-08
Genre: Social Science
ISBN: 1134643322
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This innovative collection of original essays showcases the use of social networks in the analysis and understanding of various forms of crime. More than any other past research endeavor, the seventeen chapters in this book apply to criminology the many conceptual and methodological options from social network analysis. Crime and Networks is the only book of its kind that looks at the use of networks in understanding crime, and can be used for advanced undergraduate and beginner’s graduate level courses in criminal justice and criminology.