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Algorithmic Processes and Social Values.

Record Type:	Electronic resources : Monograph/item
Title/Author:	Algorithmic Processes and Social Values./
Author:	Schutzman, Zachary Ian.
Published:	Ann Arbor : ProQuest Dissertations & Theses, : 2021,
Description:	186 p.
Notes:	Source: Dissertations Abstracts International, Volume: 83-03, Section: A.
Contained By:	Dissertations Abstracts International83-03A.
Subject:	Computer science. -
Online resource:	http://pqdd.sinica.edu.tw/twdaoapp/servlet/advanced?query=28651129
ISBN:	9798535590769

Algorithmic Processes and Social Values.
Schutzman, Zachary Ian.

Algorithmic Processes and Social Values. - Ann Arbor : ProQuest Dissertations & Theses, 2021 - 186 p.

Source: Dissertations Abstracts International, Volume: 83-03, Section: A.

Thesis (Ph.D.)--University of Pennsylvania, 2021.

This item must not be sold to any third party vendors.

In this thesis, we study several problems at the interface of algorithmic decision-making and society, focusing on the tensions that arise between these processes and social values like fairness and privacy. In the first chapter, we examine the design of financial portfolios which adequately serve all segments of the population. In the second, we examine an allocation setting where the allocator wishes to distribute a scarce resource across many groups fairly, but does not know ahead of time which groups have a need for the resource. In the third, we study a game-theoretic model of information aggregation and the effects of individuals acting to preserve the privacy of their personal beliefs on the collective welfare of the population. Finally, we look at some of the issues that arise from the desire to apply automated techniques to problems in redistricting, including fundamental flaws in the definitions and frameworks typically used.

ISBN: 9798535590769Subjects--Topical Terms:

523869
Computer science.
Subjects--Index Terms:

Algorithms

Algorithmic Processes and Social Values.
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245 1 0 $a Algorithmic Processes and Social Values.
260 1 $a Ann Arbor : $b ProQuest Dissertations & Theses, $c 2021
300 $a 186 p.
500 $a Source: Dissertations Abstracts International, Volume: 83-03, Section: A.
500 $a Advisor: Roth, Aaron.
502 $a Thesis (Ph.D.)--University of Pennsylvania, 2021.
506 $a This item must not be sold to any third party vendors.
520 $a In this thesis, we study several problems at the interface of algorithmic decision-making and society, focusing on the tensions that arise between these processes and social values like fairness and privacy. In the first chapter, we examine the design of financial portfolios which adequately serve all segments of the population. In the second, we examine an allocation setting where the allocator wishes to distribute a scarce resource across many groups fairly, but does not know ahead of time which groups have a need for the resource. In the third, we study a game-theoretic model of information aggregation and the effects of individuals acting to preserve the privacy of their personal beliefs on the collective welfare of the population. Finally, we look at some of the issues that arise from the desire to apply automated techniques to problems in redistricting, including fundamental flaws in the definitions and frameworks typically used.
590 $a School code: 0175.
650 4 $a Computer science. $3 523869
650 4 $a Population. $3 518693
650 4 $a Redistricting. $3 3683666
650 4 $a Decision making. $3 517204
650 4 $a Symmetry. $3 536815
650 4 $a Social norms. $3 564760
650 4 $a Design. $3 518875
650 4 $a Algorithms. $3 536374
650 4 $a Privacy. $3 528582
650 4 $a Candidates. $3 3560859
650 4 $a Asymmetry. $3 3562922
653 $a Algorithms
653 $a Fairness
653 $a Privacy
653 $a Redistricting
690 $a 0984
690 $a 0389
710 2 $a University of Pennsylvania. $b Computer and Information Science. $3 2092564
773 0 $t Dissertations Abstracts International $g 83-03A.
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