Author: Tim Roughgarden
Publisher: Cambridge University Press
ISBN: 1316781178
Category : Computers
Languages : en
Pages : 356
Book Description
Computer science and economics have engaged in a lively interaction over the past fifteen years, resulting in the new field of algorithmic game theory. Many problems that are central to modern computer science, ranging from resource allocation in large networks to online advertising, involve interactions between multiple self-interested parties. Economics and game theory offer a host of useful models and definitions to reason about such problems. The flow of ideas also travels in the other direction, and concepts from computer science are increasingly important in economics. This book grew out of the author's Stanford University course on algorithmic game theory, and aims to give students and other newcomers a quick and accessible introduction to many of the most important concepts in the field. The book also includes case studies on online advertising, wireless spectrum auctions, kidney exchange, and network management.
Twenty Lectures on Algorithmic Game Theory
Author: Tim Roughgarden
Publisher: Cambridge University Press
ISBN: 1316781178
Category : Computers
Languages : en
Pages : 356
Book Description
Computer science and economics have engaged in a lively interaction over the past fifteen years, resulting in the new field of algorithmic game theory. Many problems that are central to modern computer science, ranging from resource allocation in large networks to online advertising, involve interactions between multiple self-interested parties. Economics and game theory offer a host of useful models and definitions to reason about such problems. The flow of ideas also travels in the other direction, and concepts from computer science are increasingly important in economics. This book grew out of the author's Stanford University course on algorithmic game theory, and aims to give students and other newcomers a quick and accessible introduction to many of the most important concepts in the field. The book also includes case studies on online advertising, wireless spectrum auctions, kidney exchange, and network management.
Publisher: Cambridge University Press
ISBN: 1316781178
Category : Computers
Languages : en
Pages : 356
Book Description
Computer science and economics have engaged in a lively interaction over the past fifteen years, resulting in the new field of algorithmic game theory. Many problems that are central to modern computer science, ranging from resource allocation in large networks to online advertising, involve interactions between multiple self-interested parties. Economics and game theory offer a host of useful models and definitions to reason about such problems. The flow of ideas also travels in the other direction, and concepts from computer science are increasingly important in economics. This book grew out of the author's Stanford University course on algorithmic game theory, and aims to give students and other newcomers a quick and accessible introduction to many of the most important concepts in the field. The book also includes case studies on online advertising, wireless spectrum auctions, kidney exchange, and network management.
Regret Analysis of Stochastic and Nonstochastic Multi-armed Bandit Problems
Author: Sébastien Bubeck
Publisher: Now Pub
ISBN: 9781601986269
Category : Computers
Languages : en
Pages : 138
Book Description
In this monograph, the focus is on two extreme cases in which the analysis of regret is particularly simple and elegant: independent and identically distributed payoffs and adversarial payoffs. Besides the basic setting of finitely many actions, it analyzes some of the most important variants and extensions, such as the contextual bandit model.
Publisher: Now Pub
ISBN: 9781601986269
Category : Computers
Languages : en
Pages : 138
Book Description
In this monograph, the focus is on two extreme cases in which the analysis of regret is particularly simple and elegant: independent and identically distributed payoffs and adversarial payoffs. Besides the basic setting of finitely many actions, it analyzes some of the most important variants and extensions, such as the contextual bandit model.
Bandit Algorithms
Author: Tor Lattimore
Publisher: Cambridge University Press
ISBN: 1108486827
Category : Business & Economics
Languages : en
Pages : 537
Book Description
A comprehensive and rigorous introduction for graduate students and researchers, with applications in sequential decision-making problems.
Publisher: Cambridge University Press
ISBN: 1108486827
Category : Business & Economics
Languages : en
Pages : 537
Book Description
A comprehensive and rigorous introduction for graduate students and researchers, with applications in sequential decision-making problems.
Decision Making Under Uncertainty
Author: David E. Bell
Publisher: Thomson South-Western
ISBN:
Category : Business & Economics
Languages : en
Pages : 228
Book Description
These authors draw on nearly 50 years of combined teaching and consulting experience to give readers a straightforward yet systematic approach for making estimates about the likelihood and consequences of future events -- and then using those assessments to arrive at sound decisions. The book's real-world cases, supplemented with expository text and spreadsheets, help readers master such techniques as decision trees and simulation, such concepts as probability, the value of information, and strategic gaming; and such applications as inventory stocking problems, bidding situations, and negotiating.
Publisher: Thomson South-Western
ISBN:
Category : Business & Economics
Languages : en
Pages : 228
Book Description
These authors draw on nearly 50 years of combined teaching and consulting experience to give readers a straightforward yet systematic approach for making estimates about the likelihood and consequences of future events -- and then using those assessments to arrive at sound decisions. The book's real-world cases, supplemented with expository text and spreadsheets, help readers master such techniques as decision trees and simulation, such concepts as probability, the value of information, and strategic gaming; and such applications as inventory stocking problems, bidding situations, and negotiating.
Epistemic Game Theory
Author: Andrés Perea
Publisher: Cambridge University Press
ISBN: 1107008913
Category : Business & Economics
Languages : en
Pages : 581
Book Description
The first textbook to explain the principles of epistemic game theory.
Publisher: Cambridge University Press
ISBN: 1107008913
Category : Business & Economics
Languages : en
Pages : 581
Book Description
The first textbook to explain the principles of epistemic game theory.
A Little Life
Author: Hanya Yanagihara
Publisher: Vintage
ISBN: 0804172706
Category : Fiction
Languages : en
Pages : 833
Book Description
NEW YORK TIMES BESTSELLER • A stunning “portrait of the enduring grace of friendship” (NPR) about the families we are born into, and those that we make for ourselves. A masterful depiction of love in the twenty-first century. NATIONAL BOOK AWARD FINALIST • MAN BOOKER PRIZE FINALIST • WINNER OF THE KIRKUS PRIZE A Little Life follows four college classmates—broke, adrift, and buoyed only by their friendship and ambition—as they move to New York in search of fame and fortune. While their relationships, which are tinged by addiction, success, and pride, deepen over the decades, the men are held together by their devotion to the brilliant, enigmatic Jude, a man scarred by an unspeakable childhood trauma. A hymn to brotherly bonds and a masterful depiction of love in the twenty-first century, Hanya Yanagihara’s stunning novel is about the families we are born into, and those that we make for ourselves. Look for Hanya Yanagihara’s latest bestselling novel, To Paradise.
Publisher: Vintage
ISBN: 0804172706
Category : Fiction
Languages : en
Pages : 833
Book Description
NEW YORK TIMES BESTSELLER • A stunning “portrait of the enduring grace of friendship” (NPR) about the families we are born into, and those that we make for ourselves. A masterful depiction of love in the twenty-first century. NATIONAL BOOK AWARD FINALIST • MAN BOOKER PRIZE FINALIST • WINNER OF THE KIRKUS PRIZE A Little Life follows four college classmates—broke, adrift, and buoyed only by their friendship and ambition—as they move to New York in search of fame and fortune. While their relationships, which are tinged by addiction, success, and pride, deepen over the decades, the men are held together by their devotion to the brilliant, enigmatic Jude, a man scarred by an unspeakable childhood trauma. A hymn to brotherly bonds and a masterful depiction of love in the twenty-first century, Hanya Yanagihara’s stunning novel is about the families we are born into, and those that we make for ourselves. Look for Hanya Yanagihara’s latest bestselling novel, To Paradise.
A Theory of Case-Based Decisions
Author: Itzhak Gilboa
Publisher: Cambridge University Press
ISBN: 9780521003117
Category : Business & Economics
Languages : en
Pages : 214
Book Description
This work, a paradigm for modelling decision-making under uncertainty, describes the general theory and its relationship to planning, repeated choice problems, inductive inference, and learning; and highlights its mathematical and philosophical foundations.
Publisher: Cambridge University Press
ISBN: 9780521003117
Category : Business & Economics
Languages : en
Pages : 214
Book Description
This work, a paradigm for modelling decision-making under uncertainty, describes the general theory and its relationship to planning, repeated choice problems, inductive inference, and learning; and highlights its mathematical and philosophical foundations.
Ambiguous Loss
Author: Pauline BOSS
Publisher: Harvard University Press
ISBN: 0674028589
Category : Psychology
Languages : en
Pages : 166
Book Description
When a loved one dies we mourn our loss. We take comfort in the rituals that mark the passing, and we turn to those around us for support. But what happens when there is no closure, when a family member or a friend who may be still alive is lost to us nonetheless? How, for example, does the mother whose soldier son is missing in action, or the family of an Alzheimer's patient who is suffering from severe dementia, deal with the uncertainty surrounding this kind of loss? In this sensitive and lucid account, Pauline Boss explains that, all too often, those confronted with such ambiguous loss fluctuate between hope and hopelessness. Suffered too long, these emotions can deaden feeling and make it impossible for people to move on with their lives. Yet the central message of this book is that they can move on. Drawing on her research and clinical experience, Boss suggests strategies that can cushion the pain and help families come to terms with their grief. Her work features the heartening narratives of those who cope with ambiguous loss and manage to leave their sadness behind, including those who have lost family members to divorce, immigration, adoption, chronic mental illness, and brain injury. With its message of hope, this eloquent book offers guidance and understanding to those struggling to regain their lives. Table of Contents: 1. Frozen Grief 2. Leaving without Goodbye 3. Goodbye without Leaving 4. Mixed Emotions 5. Ups and Downs 6. The Family Gamble 7. The Turning Point 8. Making Sense out of Ambiguity 9. The Benefit of a Doubt Notes Acknowledgments Reviews of this book: You will find yourself thinking about the issues discussed in this book long after you put it down and perhaps wishing you had extra copies for friends and family members who might benefit from knowing that their sorrows are not unique...This book's value lies in its giving a name to a force many of us will confront--sadly, more than once--and providing personal stories based on 20 years of interviews and research. --Pamela Gerhardt, Washington Post Reviews of this book: A compassionate exploration of the effects of ambiguous loss and how those experiencing it handle this most devastating of losses ... Boss's approach is to encourage families to talk together, to reach a consensus about how to mourn that which has been lost and how to celebrate that which remains. Her simple stories of families doing just that contain lessons for all. Insightful, practical, and refreshingly free of psychobabble. --Kirkus Review Reviews of this book: Engagingly written and richly rewarding, this title presents what Boss has learned from many years of treating individuals and families suffering from uncertain or incomplete loss...The obvious depth of the author's understanding of sufferers of ambiguous loss and the facility with which she communicates that understanding make this a book to be recommended. --R. R. Cornellius, Choice Reviews of this book: Written for a wide readership, the concepts of ambiguous loss take immediate form through the many provocative examples and stories Boss includes, All readers will find stories with which they will relate...Sensitive, grounded and practical, this book should, in my estimation, be required reading for family practitioners. --Ted Bowman, Family Forum Reviews of this book: Dr. Boss describes [the] all-too-common phenomenon [of unresolved grief] as resulting from either of two circumstances: when the lost person is still physically present but emotionally absent or when the lost person is physically absent but still emotionally present. In addition to senility, physical presence but psychological absence may result, for example, when a person is suffering from a serious mental disorder like schizophrenia or depression or debilitating neurological damage from an accident or severe stroke, when a person abuses drugs or alcohol, when a child is autistic or when a spouse is a workaholic who is not really 'there' even when he or she is at home...Cases of physical absence with continuing psychological presence typically occur when a soldier is missing in action, when a child disappears and is not found, when a former lover or spouse is still very much missed, when a child 'loses' a parent to divorce or when people are separated from their loved ones by immigration...Professionals familiar with Dr. Boss's work emphasised that people suffering from ambiguous loss were not mentally ill, but were just stuck and needed help getting past the barrier or unresolved grief so that they could get on with their lives. --Asian Age Combining her talents as a compassionate family therapist and a creative researcher, Pauline Boss eloquently shows the many and complex ways that people can cope with the inevitable losses in contemporary family life. A wise book, and certain to become a classic. --Constance R. Ahrons, author of The Good Divorce A powerful and healing book. Families experiencing ambiguous loss will find strategies for seeing what aspects of their loved ones remain, and for understanding and grieving what they have lost. Pauline Boss offers us both insight and clarity. --Kathy Weingarten, Ph.D, The Family Institute of Cambridge, Harvard Medical School
Publisher: Harvard University Press
ISBN: 0674028589
Category : Psychology
Languages : en
Pages : 166
Book Description
When a loved one dies we mourn our loss. We take comfort in the rituals that mark the passing, and we turn to those around us for support. But what happens when there is no closure, when a family member or a friend who may be still alive is lost to us nonetheless? How, for example, does the mother whose soldier son is missing in action, or the family of an Alzheimer's patient who is suffering from severe dementia, deal with the uncertainty surrounding this kind of loss? In this sensitive and lucid account, Pauline Boss explains that, all too often, those confronted with such ambiguous loss fluctuate between hope and hopelessness. Suffered too long, these emotions can deaden feeling and make it impossible for people to move on with their lives. Yet the central message of this book is that they can move on. Drawing on her research and clinical experience, Boss suggests strategies that can cushion the pain and help families come to terms with their grief. Her work features the heartening narratives of those who cope with ambiguous loss and manage to leave their sadness behind, including those who have lost family members to divorce, immigration, adoption, chronic mental illness, and brain injury. With its message of hope, this eloquent book offers guidance and understanding to those struggling to regain their lives. Table of Contents: 1. Frozen Grief 2. Leaving without Goodbye 3. Goodbye without Leaving 4. Mixed Emotions 5. Ups and Downs 6. The Family Gamble 7. The Turning Point 8. Making Sense out of Ambiguity 9. The Benefit of a Doubt Notes Acknowledgments Reviews of this book: You will find yourself thinking about the issues discussed in this book long after you put it down and perhaps wishing you had extra copies for friends and family members who might benefit from knowing that their sorrows are not unique...This book's value lies in its giving a name to a force many of us will confront--sadly, more than once--and providing personal stories based on 20 years of interviews and research. --Pamela Gerhardt, Washington Post Reviews of this book: A compassionate exploration of the effects of ambiguous loss and how those experiencing it handle this most devastating of losses ... Boss's approach is to encourage families to talk together, to reach a consensus about how to mourn that which has been lost and how to celebrate that which remains. Her simple stories of families doing just that contain lessons for all. Insightful, practical, and refreshingly free of psychobabble. --Kirkus Review Reviews of this book: Engagingly written and richly rewarding, this title presents what Boss has learned from many years of treating individuals and families suffering from uncertain or incomplete loss...The obvious depth of the author's understanding of sufferers of ambiguous loss and the facility with which she communicates that understanding make this a book to be recommended. --R. R. Cornellius, Choice Reviews of this book: Written for a wide readership, the concepts of ambiguous loss take immediate form through the many provocative examples and stories Boss includes, All readers will find stories with which they will relate...Sensitive, grounded and practical, this book should, in my estimation, be required reading for family practitioners. --Ted Bowman, Family Forum Reviews of this book: Dr. Boss describes [the] all-too-common phenomenon [of unresolved grief] as resulting from either of two circumstances: when the lost person is still physically present but emotionally absent or when the lost person is physically absent but still emotionally present. In addition to senility, physical presence but psychological absence may result, for example, when a person is suffering from a serious mental disorder like schizophrenia or depression or debilitating neurological damage from an accident or severe stroke, when a person abuses drugs or alcohol, when a child is autistic or when a spouse is a workaholic who is not really 'there' even when he or she is at home...Cases of physical absence with continuing psychological presence typically occur when a soldier is missing in action, when a child disappears and is not found, when a former lover or spouse is still very much missed, when a child 'loses' a parent to divorce or when people are separated from their loved ones by immigration...Professionals familiar with Dr. Boss's work emphasised that people suffering from ambiguous loss were not mentally ill, but were just stuck and needed help getting past the barrier or unresolved grief so that they could get on with their lives. --Asian Age Combining her talents as a compassionate family therapist and a creative researcher, Pauline Boss eloquently shows the many and complex ways that people can cope with the inevitable losses in contemporary family life. A wise book, and certain to become a classic. --Constance R. Ahrons, author of The Good Divorce A powerful and healing book. Families experiencing ambiguous loss will find strategies for seeing what aspects of their loved ones remain, and for understanding and grieving what they have lost. Pauline Boss offers us both insight and clarity. --Kathy Weingarten, Ph.D, The Family Institute of Cambridge, Harvard Medical School
An Algorithmic Perspective on Imitation Learning
Author: Takayuki Osa
Publisher:
ISBN: 9781680834109
Category : Technology & Engineering
Languages : en
Pages : 194
Book Description
Familiarizes machine learning experts with imitation learning, statistical supervised learning theory, and reinforcement learning. It also roboticists and experts in applied artificial intelligence with a broader appreciation for the frameworks and tools available for imitation learning.
Publisher:
ISBN: 9781680834109
Category : Technology & Engineering
Languages : en
Pages : 194
Book Description
Familiarizes machine learning experts with imitation learning, statistical supervised learning theory, and reinforcement learning. It also roboticists and experts in applied artificial intelligence with a broader appreciation for the frameworks and tools available for imitation learning.
The Strategy of Conflict
Author: Thomas C. Schelling
Publisher: Harvard University Press
ISBN: 9780674840317
Category : History
Languages : en
Pages : 332
Book Description
Analyzes the nature of international disagreements and conflict resolution in terms of game theory and non-zero-sum games.
Publisher: Harvard University Press
ISBN: 9780674840317
Category : History
Languages : en
Pages : 332
Book Description
Analyzes the nature of international disagreements and conflict resolution in terms of game theory and non-zero-sum games.