Author: Patrick R. Anderson
Publisher:
ISBN: 9781594608360
Category : Criminal justice, Administration of
Languages : en
Pages : 0
Book Description
The Decision-Making Network presents criminal justice to undergraduate students as a network of interrelated decisions made by diverse actors in multiple agencies. Legislative decisions about what should be the content of the criminal law, police officers'' decisions regarding investigation and arrest, prosecutors'' decisions regarding whether to prosecute and what charges to bring, judges'' decisions, appellate court decisions, juries'' decisions, correctional decisions ... all comprise the complex network of criminal justice. This text examines criminal justice decisions in historical context with attention to the Constitutional values and principles which undergird American criminal justice. Students learn how crises often drive the making of law, the development of policies, and the practice of criminal justice. It examines the tensions between civil liberties and public safety, and it introduces the challenges of terrorism, immigration, drug enforcement, and other emerging issues which confront the criminal justice decision maker. "There are many introduction to criminal justice textbooks; only a few can be considered "classics." This is one of those. When the late Don Newman conceived this text and when Pat Anderson joined him as a co-author, the approach was unique in getting students to consider not "what" criminal justice is but, rather, how decision-making at various points dynamically affects what we think of as the disparate segments of the criminal justice system. With the addition of Ris Slate in the contemporary version, the decision-making approach continues and is updated to today''s contentious times in which legislative decisions made for ideological reasons result in public expectations at odds with pragmatic criminal justice decisions in the field. One of the most difficult tasks in teaching criminal justice is getting students to understand how ideological views of crime affect the practical nature of decision-making on the streets, in the offices, and around the courtrooms. By introducing these ideas at the level of an introductory course, this text makes a professor''s job substantially easier." -- Frank P. Williams III, University of Houston-Downtown "The text presents the criminal justice system in a manner different than other texts--as a complicated network influenced by a variety of actors, many of whom are behind-the-scenes and perhaps motivated by interests other than public safety. This framework for the text is particularly useful, as it helps students to appreciate the complexity of case processing, and more importantly, to understand why things are done as they are done." -- Sharon Chamard, University of Alaska Anchorage "The Decision-Making Network is a refreshing alternative to the traditional introduction to criminal justice textbook. As an assistant professor teaching a minimum of four introductory level criminal justice courses per year I value the approach taken by Anderson and Slate in this new text. This book includes both the historical, procedural and constitutional issues necessary for a criminal justice textbook as well as a focus on the values and context surrounding the application of justice in our crime control system. The critical analysis of how social crisis drives public policy concerning crime control is especially inspiring and is sure to invigorate meaningful classroom discussion and enhance critical thinking skills in our students. This book provides not only an overview of the criminal justice system, as is expected of any introduction to criminal justice textbook, but also invites students to ask "Why does the system work the way it does?" and "Is this the best possible way of providing justice?" These are valuable skills for any student entering "the decision-making network" after graduation." -- Suzanne M. Godboldt, Ph.D., Mercyhurst College The Teacher''s Manual is available electronically on a CD or via email. Please contact Beth Hall at [email protected] to request a copy. PowerPoint slides are available upon adoption. Sample slides from the full, 658-slide presentation are available to view here. Email [email protected] for more information.
The Decision-making Network
Author: Patrick R. Anderson
Publisher:
ISBN: 9781594608360
Category : Criminal justice, Administration of
Languages : en
Pages : 0
Book Description
The Decision-Making Network presents criminal justice to undergraduate students as a network of interrelated decisions made by diverse actors in multiple agencies. Legislative decisions about what should be the content of the criminal law, police officers'' decisions regarding investigation and arrest, prosecutors'' decisions regarding whether to prosecute and what charges to bring, judges'' decisions, appellate court decisions, juries'' decisions, correctional decisions ... all comprise the complex network of criminal justice. This text examines criminal justice decisions in historical context with attention to the Constitutional values and principles which undergird American criminal justice. Students learn how crises often drive the making of law, the development of policies, and the practice of criminal justice. It examines the tensions between civil liberties and public safety, and it introduces the challenges of terrorism, immigration, drug enforcement, and other emerging issues which confront the criminal justice decision maker. "There are many introduction to criminal justice textbooks; only a few can be considered "classics." This is one of those. When the late Don Newman conceived this text and when Pat Anderson joined him as a co-author, the approach was unique in getting students to consider not "what" criminal justice is but, rather, how decision-making at various points dynamically affects what we think of as the disparate segments of the criminal justice system. With the addition of Ris Slate in the contemporary version, the decision-making approach continues and is updated to today''s contentious times in which legislative decisions made for ideological reasons result in public expectations at odds with pragmatic criminal justice decisions in the field. One of the most difficult tasks in teaching criminal justice is getting students to understand how ideological views of crime affect the practical nature of decision-making on the streets, in the offices, and around the courtrooms. By introducing these ideas at the level of an introductory course, this text makes a professor''s job substantially easier." -- Frank P. Williams III, University of Houston-Downtown "The text presents the criminal justice system in a manner different than other texts--as a complicated network influenced by a variety of actors, many of whom are behind-the-scenes and perhaps motivated by interests other than public safety. This framework for the text is particularly useful, as it helps students to appreciate the complexity of case processing, and more importantly, to understand why things are done as they are done." -- Sharon Chamard, University of Alaska Anchorage "The Decision-Making Network is a refreshing alternative to the traditional introduction to criminal justice textbook. As an assistant professor teaching a minimum of four introductory level criminal justice courses per year I value the approach taken by Anderson and Slate in this new text. This book includes both the historical, procedural and constitutional issues necessary for a criminal justice textbook as well as a focus on the values and context surrounding the application of justice in our crime control system. The critical analysis of how social crisis drives public policy concerning crime control is especially inspiring and is sure to invigorate meaningful classroom discussion and enhance critical thinking skills in our students. This book provides not only an overview of the criminal justice system, as is expected of any introduction to criminal justice textbook, but also invites students to ask "Why does the system work the way it does?" and "Is this the best possible way of providing justice?" These are valuable skills for any student entering "the decision-making network" after graduation." -- Suzanne M. Godboldt, Ph.D., Mercyhurst College The Teacher''s Manual is available electronically on a CD or via email. Please contact Beth Hall at [email protected] to request a copy. PowerPoint slides are available upon adoption. Sample slides from the full, 658-slide presentation are available to view here. Email [email protected] for more information.
Publisher:
ISBN: 9781594608360
Category : Criminal justice, Administration of
Languages : en
Pages : 0
Book Description
The Decision-Making Network presents criminal justice to undergraduate students as a network of interrelated decisions made by diverse actors in multiple agencies. Legislative decisions about what should be the content of the criminal law, police officers'' decisions regarding investigation and arrest, prosecutors'' decisions regarding whether to prosecute and what charges to bring, judges'' decisions, appellate court decisions, juries'' decisions, correctional decisions ... all comprise the complex network of criminal justice. This text examines criminal justice decisions in historical context with attention to the Constitutional values and principles which undergird American criminal justice. Students learn how crises often drive the making of law, the development of policies, and the practice of criminal justice. It examines the tensions between civil liberties and public safety, and it introduces the challenges of terrorism, immigration, drug enforcement, and other emerging issues which confront the criminal justice decision maker. "There are many introduction to criminal justice textbooks; only a few can be considered "classics." This is one of those. When the late Don Newman conceived this text and when Pat Anderson joined him as a co-author, the approach was unique in getting students to consider not "what" criminal justice is but, rather, how decision-making at various points dynamically affects what we think of as the disparate segments of the criminal justice system. With the addition of Ris Slate in the contemporary version, the decision-making approach continues and is updated to today''s contentious times in which legislative decisions made for ideological reasons result in public expectations at odds with pragmatic criminal justice decisions in the field. One of the most difficult tasks in teaching criminal justice is getting students to understand how ideological views of crime affect the practical nature of decision-making on the streets, in the offices, and around the courtrooms. By introducing these ideas at the level of an introductory course, this text makes a professor''s job substantially easier." -- Frank P. Williams III, University of Houston-Downtown "The text presents the criminal justice system in a manner different than other texts--as a complicated network influenced by a variety of actors, many of whom are behind-the-scenes and perhaps motivated by interests other than public safety. This framework for the text is particularly useful, as it helps students to appreciate the complexity of case processing, and more importantly, to understand why things are done as they are done." -- Sharon Chamard, University of Alaska Anchorage "The Decision-Making Network is a refreshing alternative to the traditional introduction to criminal justice textbook. As an assistant professor teaching a minimum of four introductory level criminal justice courses per year I value the approach taken by Anderson and Slate in this new text. This book includes both the historical, procedural and constitutional issues necessary for a criminal justice textbook as well as a focus on the values and context surrounding the application of justice in our crime control system. The critical analysis of how social crisis drives public policy concerning crime control is especially inspiring and is sure to invigorate meaningful classroom discussion and enhance critical thinking skills in our students. This book provides not only an overview of the criminal justice system, as is expected of any introduction to criminal justice textbook, but also invites students to ask "Why does the system work the way it does?" and "Is this the best possible way of providing justice?" These are valuable skills for any student entering "the decision-making network" after graduation." -- Suzanne M. Godboldt, Ph.D., Mercyhurst College The Teacher''s Manual is available electronically on a CD or via email. Please contact Beth Hall at [email protected] to request a copy. PowerPoint slides are available upon adoption. Sample slides from the full, 658-slide presentation are available to view here. Email [email protected] for more information.
Network Meta-Analysis for Decision-Making
Author: Sofia Dias
Publisher: John Wiley & Sons
ISBN: 1118647505
Category : Mathematics
Languages : en
Pages : 484
Book Description
A practical guide to network meta-analysis with examples and code In the evaluation of healthcare, rigorous methods of quantitative assessment are necessary to establish which interventions are effective and cost-effective. Often a single study will not provide the answers and it is desirable to synthesise evidence from multiple sources, usually randomised controlled trials. This book takes an approach to evidence synthesis that is specifically intended for decision making when there are two or more treatment alternatives being evaluated, and assumes that the purpose of every synthesis is to answer the question "for this pre-identified population of patients, which treatment is 'best'?" A comprehensive, coherent framework for network meta-analysis (mixed treatment comparisons) is adopted and estimated using Bayesian Markov Chain Monte Carlo methods implemented in the freely available software WinBUGS. Each chapter contains worked examples, exercises, solutions and code that may be adapted by readers to apply to their own analyses. This book can be used as an introduction to evidence synthesis and network meta-analysis, its key properties and policy implications. Examples and advanced methods are also presented for the more experienced reader. Methods used throughout this book can be applied consistently: model critique and checking for evidence consistency are emphasised. Methods are based on technical support documents produced for NICE Decision Support Unit, which support the NICE Methods of Technology Appraisal. Code presented is also the basis for the code used by the ISPOR Task Force on Indirect Comparisons. Includes extensive carefully worked examples, with thorough explanations of how to set out data for use in WinBUGS and how to interpret the output. Network Meta-Analysis for Decision Making will be of interest to decision makers, medical statisticians, health economists, and anyone involved in Health Technology Assessment including the pharmaceutical industry.
Publisher: John Wiley & Sons
ISBN: 1118647505
Category : Mathematics
Languages : en
Pages : 484
Book Description
A practical guide to network meta-analysis with examples and code In the evaluation of healthcare, rigorous methods of quantitative assessment are necessary to establish which interventions are effective and cost-effective. Often a single study will not provide the answers and it is desirable to synthesise evidence from multiple sources, usually randomised controlled trials. This book takes an approach to evidence synthesis that is specifically intended for decision making when there are two or more treatment alternatives being evaluated, and assumes that the purpose of every synthesis is to answer the question "for this pre-identified population of patients, which treatment is 'best'?" A comprehensive, coherent framework for network meta-analysis (mixed treatment comparisons) is adopted and estimated using Bayesian Markov Chain Monte Carlo methods implemented in the freely available software WinBUGS. Each chapter contains worked examples, exercises, solutions and code that may be adapted by readers to apply to their own analyses. This book can be used as an introduction to evidence synthesis and network meta-analysis, its key properties and policy implications. Examples and advanced methods are also presented for the more experienced reader. Methods used throughout this book can be applied consistently: model critique and checking for evidence consistency are emphasised. Methods are based on technical support documents produced for NICE Decision Support Unit, which support the NICE Methods of Technology Appraisal. Code presented is also the basis for the code used by the ISPOR Task Force on Indirect Comparisons. Includes extensive carefully worked examples, with thorough explanations of how to set out data for use in WinBUGS and how to interpret the output. Network Meta-Analysis for Decision Making will be of interest to decision makers, medical statisticians, health economists, and anyone involved in Health Technology Assessment including the pharmaceutical industry.
Decision Making with the Analytic Network Process
Author: Thomas L. Saaty
Publisher: Springer Science & Business Media
ISBN: 1461472792
Category : Business & Economics
Languages : en
Pages : 333
Book Description
The Analytic Network Process (ANP), developed by Thomas Saaty in his work on multicriteria decision making, applies network structures with dependence and feedback to complex decision making. This new edition of Decision Making with the Analytic Network Process is a selection of the latest applications of ANP to economic, social and political decisions, and also to technological design. The ANP is a methodological tool that is helpful to organize knowledge and thinking, elicit judgments registered in both in memory and in feelings, quantify the judgments and derive priorities from them, and finally synthesize these diverse priorities into a single mathematically and logically justifiable overall outcome. In the process of deriving this outcome, the ANP also allows for the representation and synthesis of diverse opinions in the midst of discussion and debate. The book focuses on the application of the ANP in three different areas: economics, the social sciences and the linking of measurement with human values. Economists can use the ANP for an alternate approach for dealing with economic problems than the usual mathematical models on which economics bases its quantitative thinking. For psychologists, sociologists and political scientists, the ANP offers the methodology they have sought for some time to quantify and derive measurements for intangibles. Finally the book applies the ANP to provide people in the physical and engineering sciences with a quantitative method to link hard measurement to human values. In such a process, one is able to interpret the true meaning of measurements made on a uniform scale using a unit.
Publisher: Springer Science & Business Media
ISBN: 1461472792
Category : Business & Economics
Languages : en
Pages : 333
Book Description
The Analytic Network Process (ANP), developed by Thomas Saaty in his work on multicriteria decision making, applies network structures with dependence and feedback to complex decision making. This new edition of Decision Making with the Analytic Network Process is a selection of the latest applications of ANP to economic, social and political decisions, and also to technological design. The ANP is a methodological tool that is helpful to organize knowledge and thinking, elicit judgments registered in both in memory and in feelings, quantify the judgments and derive priorities from them, and finally synthesize these diverse priorities into a single mathematically and logically justifiable overall outcome. In the process of deriving this outcome, the ANP also allows for the representation and synthesis of diverse opinions in the midst of discussion and debate. The book focuses on the application of the ANP in three different areas: economics, the social sciences and the linking of measurement with human values. Economists can use the ANP for an alternate approach for dealing with economic problems than the usual mathematical models on which economics bases its quantitative thinking. For psychologists, sociologists and political scientists, the ANP offers the methodology they have sought for some time to quantify and derive measurements for intangibles. Finally the book applies the ANP to provide people in the physical and engineering sciences with a quantitative method to link hard measurement to human values. In such a process, one is able to interpret the true meaning of measurements made on a uniform scale using a unit.
Scalability, Density, and Decision Making in Cognitive Wireless Networks
Author: Preston Marshall
Publisher: Cambridge University Press
ISBN: 1107015499
Category : Computers
Languages : en
Pages : 361
Book Description
Learn to integrate information and decision theory to extend network density and scaling to unprecedented levels.
Publisher: Cambridge University Press
ISBN: 1107015499
Category : Computers
Languages : en
Pages : 361
Book Description
Learn to integrate information and decision theory to extend network density and scaling to unprecedented levels.
Management in Networks
Author: Hans de Bruijn
Publisher: Routledge
ISBN: 1134042248
Category : Business & Economics
Languages : en
Pages : 174
Book Description
Getting what you want – even if you are the boss – isn’t always easy. Almost every organization, big or small, works among a network of competing interests. Whether it's governments pushing through policies, companies trying to increase profits, or even families deciding where to move house, rarely can decisions be made in isolation from competing interests both within the organization and outside it. In this accessible and straightforward account, Hans de Bruijn and Ernst ten Heuvelhof cast light on multi-stakeholder decision-making. Shunning simplistic model talk, they reveal the nuts and bolts of decision-making within the numerous dilemmas and tensions at work. Using a diverse range of illustrative examples throughout, their perceptive analysis examines how different interests can either support or block change, and the strategies available in managing a variety of stakeholders This insightful text provides both depth of understanding and a wealth of advice. It is invaluable reading to students working in business and management, public administration and organizational studies, plus practitioners – or actors – operating in a range of contexts.
Publisher: Routledge
ISBN: 1134042248
Category : Business & Economics
Languages : en
Pages : 174
Book Description
Getting what you want – even if you are the boss – isn’t always easy. Almost every organization, big or small, works among a network of competing interests. Whether it's governments pushing through policies, companies trying to increase profits, or even families deciding where to move house, rarely can decisions be made in isolation from competing interests both within the organization and outside it. In this accessible and straightforward account, Hans de Bruijn and Ernst ten Heuvelhof cast light on multi-stakeholder decision-making. Shunning simplistic model talk, they reveal the nuts and bolts of decision-making within the numerous dilemmas and tensions at work. Using a diverse range of illustrative examples throughout, their perceptive analysis examines how different interests can either support or block change, and the strategies available in managing a variety of stakeholders This insightful text provides both depth of understanding and a wealth of advice. It is invaluable reading to students working in business and management, public administration and organizational studies, plus practitioners – or actors – operating in a range of contexts.
Research Anthology on Decision Support Systems and Decision Management in Healthcare, Business, and Engineering
Author: Management Association, Information Resources
Publisher: IGI Global
ISBN: 1799890244
Category : Business & Economics
Languages : en
Pages : 1538
Book Description
Decision support systems (DSS) are widely touted for their effectiveness in aiding decision making, particularly across a wide and diverse range of industries including healthcare, business, and engineering applications. The concepts, principles, and theories of enhanced decision making are essential points of research as well as the exact methods, tools, and technologies being implemented in these industries. From both a standpoint of DSS interfaces, namely the design and development of these technologies, along with the implementations, including experiences and utilization of these tools, one can get a better sense of how exactly DSS has changed the face of decision making and management in multi-industry applications. Furthermore, the evaluation of the impact of these technologies is essential in moving forward in the future. The Research Anthology on Decision Support Systems and Decision Management in Healthcare, Business, and Engineering explores how decision support systems have been developed and implemented across diverse industries through perspectives on the technology, the utilizations of these tools, and from a decision management standpoint. The chapters will cover not only the interfaces, implementations, and functionality of these tools, but also the overall impacts they have had on the specific industries mentioned. This book also evaluates the effectiveness along with benefits and challenges of using DSS as well as the outlook for the future. This book is ideal for decision makers, IT consultants and specialists, software developers, design professionals, academicians, policymakers, researchers, professionals, and students interested in how DSS is being used in different industries.
Publisher: IGI Global
ISBN: 1799890244
Category : Business & Economics
Languages : en
Pages : 1538
Book Description
Decision support systems (DSS) are widely touted for their effectiveness in aiding decision making, particularly across a wide and diverse range of industries including healthcare, business, and engineering applications. The concepts, principles, and theories of enhanced decision making are essential points of research as well as the exact methods, tools, and technologies being implemented in these industries. From both a standpoint of DSS interfaces, namely the design and development of these technologies, along with the implementations, including experiences and utilization of these tools, one can get a better sense of how exactly DSS has changed the face of decision making and management in multi-industry applications. Furthermore, the evaluation of the impact of these technologies is essential in moving forward in the future. The Research Anthology on Decision Support Systems and Decision Management in Healthcare, Business, and Engineering explores how decision support systems have been developed and implemented across diverse industries through perspectives on the technology, the utilizations of these tools, and from a decision management standpoint. The chapters will cover not only the interfaces, implementations, and functionality of these tools, but also the overall impacts they have had on the specific industries mentioned. This book also evaluates the effectiveness along with benefits and challenges of using DSS as well as the outlook for the future. This book is ideal for decision makers, IT consultants and specialists, software developers, design professionals, academicians, policymakers, researchers, professionals, and students interested in how DSS is being used in different industries.
Decision Making with Dependence and Feedback
Author: Thomas L. Saaty
Publisher:
ISBN:
Category : Education
Languages : en
Pages : 400
Book Description
This book shows how to make decisions when alternatives depend on criteria, but also the criteria depend on the alternatives. It shows how to cope with dependence between different groups of people, goals and criteria. The Analytic Network Process is particularly useful to project the future of a group or company considering all the influences and risks: economic, social, political, technological, environmental, and others. Accompanying ANP software is under development.
Publisher:
ISBN:
Category : Education
Languages : en
Pages : 400
Book Description
This book shows how to make decisions when alternatives depend on criteria, but also the criteria depend on the alternatives. It shows how to cope with dependence between different groups of people, goals and criteria. The Analytic Network Process is particularly useful to project the future of a group or company considering all the influences and risks: economic, social, political, technological, environmental, and others. Accompanying ANP software is under development.
Risk Assessment and Decision Analysis with Bayesian Networks
Author: Norman Fenton
Publisher: CRC Press
ISBN: 1439809119
Category : Business & Economics
Languages : en
Pages : 516
Book Description
Although many Bayesian Network (BN) applications are now in everyday use, BNs have not yet achieved mainstream penetration. Focusing on practical real-world problem solving and model building, as opposed to algorithms and theory, Risk Assessment and Decision Analysis with Bayesian Networks explains how to incorporate knowledge with data to develop and use (Bayesian) causal models of risk that provide powerful insights and better decision making. Provides all tools necessary to build and run realistic Bayesian network models Supplies extensive example models based on real risk assessment problems in a wide range of application domains provided; for example, finance, safety, systems reliability, law, and more Introduces all necessary mathematics, probability, and statistics as needed The book first establishes the basics of probability, risk, and building and using BN models, then goes into the detailed applications. The underlying BN algorithms appear in appendices rather than the main text since there is no need to understand them to build and use BN models. Keeping the body of the text free of intimidating mathematics, the book provides pragmatic advice about model building to ensure models are built efficiently. A dedicated website, www.BayesianRisk.com, contains executable versions of all of the models described, exercises and worked solutions for all chapters, PowerPoint slides, numerous other resources, and a free downloadable copy of the AgenaRisk software.
Publisher: CRC Press
ISBN: 1439809119
Category : Business & Economics
Languages : en
Pages : 516
Book Description
Although many Bayesian Network (BN) applications are now in everyday use, BNs have not yet achieved mainstream penetration. Focusing on practical real-world problem solving and model building, as opposed to algorithms and theory, Risk Assessment and Decision Analysis with Bayesian Networks explains how to incorporate knowledge with data to develop and use (Bayesian) causal models of risk that provide powerful insights and better decision making. Provides all tools necessary to build and run realistic Bayesian network models Supplies extensive example models based on real risk assessment problems in a wide range of application domains provided; for example, finance, safety, systems reliability, law, and more Introduces all necessary mathematics, probability, and statistics as needed The book first establishes the basics of probability, risk, and building and using BN models, then goes into the detailed applications. The underlying BN algorithms appear in appendices rather than the main text since there is no need to understand them to build and use BN models. Keeping the body of the text free of intimidating mathematics, the book provides pragmatic advice about model building to ensure models are built efficiently. A dedicated website, www.BayesianRisk.com, contains executable versions of all of the models described, exercises and worked solutions for all chapters, PowerPoint slides, numerous other resources, and a free downloadable copy of the AgenaRisk software.
Network Security
Author: Tansu Alpcan
Publisher: Cambridge University Press
ISBN: 113949189X
Category : Technology & Engineering
Languages : en
Pages : 333
Book Description
Covering attack detection, malware response, algorithm and mechanism design, privacy, and risk management, this comprehensive work applies unique quantitative models derived from decision, control, and game theories to understanding diverse network security problems. It provides the reader with a system-level theoretical understanding of network security, and is essential reading for researchers interested in a quantitative approach to key incentive and resource allocation issues in the field. It also provides practitioners with an analytical foundation that is useful for formalising decision-making processes in network security.
Publisher: Cambridge University Press
ISBN: 113949189X
Category : Technology & Engineering
Languages : en
Pages : 333
Book Description
Covering attack detection, malware response, algorithm and mechanism design, privacy, and risk management, this comprehensive work applies unique quantitative models derived from decision, control, and game theories to understanding diverse network security problems. It provides the reader with a system-level theoretical understanding of network security, and is essential reading for researchers interested in a quantitative approach to key incentive and resource allocation issues in the field. It also provides practitioners with an analytical foundation that is useful for formalising decision-making processes in network security.
Bayesian Networks and Decision Graphs
Author: Thomas Dyhre Nielsen
Publisher: Springer Science & Business Media
ISBN: 0387682821
Category : Science
Languages : en
Pages : 457
Book Description
This is a brand new edition of an essential work on Bayesian networks and decision graphs. It is an introduction to probabilistic graphical models including Bayesian networks and influence diagrams. The reader is guided through the two types of frameworks with examples and exercises, which also give instruction on how to build these models. Structured in two parts, the first section focuses on probabilistic graphical models, while the second part deals with decision graphs, and in addition to the frameworks described in the previous edition, it also introduces Markov decision process and partially ordered decision problems.
Publisher: Springer Science & Business Media
ISBN: 0387682821
Category : Science
Languages : en
Pages : 457
Book Description
This is a brand new edition of an essential work on Bayesian networks and decision graphs. It is an introduction to probabilistic graphical models including Bayesian networks and influence diagrams. The reader is guided through the two types of frameworks with examples and exercises, which also give instruction on how to build these models. Structured in two parts, the first section focuses on probabilistic graphical models, while the second part deals with decision graphs, and in addition to the frameworks described in the previous edition, it also introduces Markov decision process and partially ordered decision problems.