The Societal Impacts of Algorithmic Decision-Making/ (Record no. 403)
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| fixed length control field | 05494nam a2200637 i 4500 |
| 001 - CONTROL NUMBER | |
| control field | 9798400708626 |
| 003 - CONTROL NUMBER IDENTIFIER | |
| control field | ACM |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20260528133339.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 050923s2023 nyu 001 0deng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 3603195 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9798400708626 |
| Qualifying information | ebook |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9798400708602 |
| Qualifying information | epub |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| Canceled/invalid ISBN | 9798400708619 |
| Qualifying information | hardcover |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| Canceled/invalid ISBN | 9798400708596 |
| Qualifying information | paperback |
| 024 7# - OTHER STANDARD IDENTIFIER | |
| Standard number or code | 10.1145/3603195 |
| Source of number or code | doi |
| 100 0# - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Raghavan, Manish |
| Relator term | author. |
| 245 10 - TITLE STATEMENT | |
| Title | The Societal Impacts of Algorithmic Decision-Making/ |
| Statement of responsibility, etc. | Manish Raghavan. |
| 250 ## - EDITION STATEMENT | |
| Edition statement | First Edition |
| 264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE | |
| Place of production, publication, distribution, manufacture | [New York, NY, USA] : |
| Name of producer, publisher, distributor, manufacturer | Association for Computing Machinery; |
| Date of production, publication, distribution, manufacture, or copyright notice | [2023]. |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | 1 PDF (xxiv, 340pages) |
| Other physical details | LuaTEX |
| 490 1# - SERIES STATEMENT | |
| Series statement | ACM books, |
| International Standard Serial Number | 2374-6777 ; |
| Volume/sequential designation | #53 |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | Introduction -- Overview of the Book |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | PART I THEORETICAL FOUNDATIONS FOR FAIRNESS IN ALGORITHMIC DECISION-MAKING -- Overview of Part I |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | 1 Inherent Tradeoffs in the Fair Determination of Risk Scores -- 1.1 A Formal Model of Risk Assessment -- 1.2 The Characterization Theorems -- 1.3 The Approximate Theorem -- 1.4 Reducing Loss with Equal Base Rates -- 1.5 Conclusion |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | 2 On Fairness and Calibration -- 2.1 Problem Setup -- 2.2 Relaxing Equalized Odds to Preserve Calibration -- 2.3 Experiments -- 2.4 Discussion and Conclusion |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | 3 The Externalities of Exploration and How Data Diversity Helps Exploitation -- 3.1 Preliminaries --3.2 Group Externality of Exploration -- 3.3 Greedy Algorithms and LinUCB with Perturbed Contexts -- 3.4 Analysis: LinUCB with Perturbed Contexts -- 3.5 Analysis: Greedy Algorithms with Perturbed Contexts |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | PART II MODELS OF BEHAVIOR -- Overview of Part II |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | 4 Selection Problems in the Presence of Implicit Bias -- 4.1 Overview and Summary of Results -- 4.2 Biased Selection with Power Law Distributions -- 4.3 Biased Selection with Bounded Distributions -- 4.4 Conclusion |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | 5 How Do Classifiers Induce Agents to Behave Strategically? -- 5.1 Model and Overview of Results -- 5.2 Incentivizing Particular Effort Profiles -- 5.3 Optimizing Other Objectives -- 5.4 The Structure of the Space of Linear Mechanisms -- 5.5 Conclusion |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | 6 Algorithmic Monoculture and Social Welfare -- 6.1 Algorithmic Hiring as a Case Study -- 6.2 Instantiating with Ranking Models -- 6.3 Models with Multiple Firms -- 6.4 Conclusion |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | PART III APPLICATION DOMAINS -- Overview of Part III |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | 7 Mitigating Bias in Algorithmic Hiring: Evaluating Claims and Practices -- 7.1 Background -- 7.2 Empirical Findings -- 7.3 Analysis of Technical Concerns -- 7.4 Algorithmic De-biasing -- 7.5 Discussion and Recommendations |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | 8 The Hidden Assumptions Behind Counterfactual Explanations and Principal Reasons -- 8.1 What Are Feature-highlighting Explanations? -- 8.2 Feature-highlighting Explanations in Practice -- 8.3 Unavoidable Tensions -- 8.4 Conclusion |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | PART IV CONCLUSION AND FUTURE WORK |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | 9 Future Directions -- 9.1 Fairness in Machine Learning and Mechanism Design -- 9.2 Algorithmic Discrimination -- 9.3 Transparent and Meaningful Explanations |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | PART V APPENDICES |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | 10 Appendix A Inherent Tradeoffs in the Fair Determination of Risk Scores -- A.1 NP-completeness of Non-trivial Integral Fair Risk Assignments |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | 11 Appendix B On Fairness and Calibration -- B.1 Linearity of Calibrated Classifiers -- B.2 Cost Functions -- B.3 Relationship Between Cost and Error -- B.4 Proof of Algorithm 2.1 Optimality and Approximate Optimality -- B.5 Proof of Impossibility and Approximate Impossibility -- B.6 Details on Experiments |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | 12 Appendix C The Externalities of Exploration and How Data Diversity Helps Exploitation -- C.1 (Sub)gaussians and Concentration -- C.2 KL-divergence -- C.3 Linear Algebra -- C.4 Logarithms |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | 13 Appendix D Selection Problems in the Presence of Implicit Bias -- D.1 Missing Proofs for Section 4.2 -- D.2 Additional Theorems for Power Laws --D.3 Lemmas for the Equivalence Definition -- D.4 Lemmas for Section D.2 -- D.5 Lemmas and Proofs for Section 4.3 |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | 14 Appendix E How Do Classifiers Induce Agents to Behave Strategically? -- E.1 Characterizing the Agent's Response to a Linear Mechanism |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | 15 Appendix F Algorithmic Monoculture and Social Welfare -- F.1 Random Utility Models Satisfying Definition 6.1 -- F.2 3-candidate RUM Counterexamples -- F.3 Proof of Theorem 6.2 -- F.4 Verifying that the Mallows Model Satisfies Definition 6.1 -- F.5 Proof of Theorem 6.3 -- F.6 Supplementary Lemmas for the Mallows Model |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | 16 Appendix G Mitigating Bias in Algorithmic Decision-making: Evaluating Claims and Practices -- G.1 Administrative Information on Vendors |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | Bibliography |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | Authors' Biographies |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | Index |
| 506 ## - RESTRICTIONS ON ACCESS NOTE | |
| Terms governing access | Abstract freely available; full-text restricted to subscribers or individual document purchasers. |
| 530 ## - ADDITIONAL PHYSICAL FORM AVAILABLE NOTE | |
| Additional physical form available note | Also available in print. |
| 538 ## - SYSTEM DETAILS NOTE | |
| System details note | Mode of access: World Wide Web |
| 538 ## - SYSTEM DETAILS NOTE | |
| System details note | System requirements: Adobe Acrobat Reader |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | The Societal Impacts of Algorithmic Decision-Making (Computer Science) |
| 655 #0 - INDEX TERM--GENRE/FORM | |
| Genre/form data or focus term | Electronic books. |
| 776 08 - ADDITIONAL PHYSICAL FORM ENTRY | |
| Relationship information | Print version: |
| International Standard Book Number | 9798400708619 |
| -- | 9798400708596 |
| 830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE | |
| Uniform title | ACM books - Collection 3 ; |
| Volume/sequential designation | #53. |
| 856 40 - ELECTRONIC LOCATION AND ACCESS | |
| Materials specified | Abstract with links to full text |
| Uniform Resource Identifier | <a href="https://doi.org/10.1145/3603195">https://doi.org/10.1145/3603195</a> |
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