TY - GEN
T1 - New approximation for borda coalitional manipulation
AU - Keller, Orgad
AU - Hassidim, Avinatan
AU - Hazon, Noam
N1 - Publisher Copyright:
© Copyright 2017, International Foundation for Autonomous Agents and Multiagent Systems (www.ifaamas.org). All Rights Reserved.
PY - 2017
Y1 - 2017
N2 - We study the problem of Borda Unweighted Coal it ion al Manipulation, where k manipulators try to manipulate an election on m candidates under the Borda protocol. This problem is known to be NP-hard. While most recent approaches to approximation tried to minimize fc, the number of manipulators needed to make the preferred candidate win (thus assuming that the number of manipulators is not limited in advance), we focus instead on minimizing the maximum score obtainable by a non-preferred candidate. We provide a randomized, additive O(k√m log m) approximation to this value; in other words, if there exists a strategy enabling the preferred candidate to win by an Ω(k√m logm) margin, our method, with high probability, will find a strategy enabling her to win (albeit with a possibly smaller margin). It thus provides a somewhat stronger guarantee compared to the previous methods, where the addition of an extra manipulator implied (with respect to the original k) a strategy that provides an ft(m)-Additive approximation to a runner-up's score: When k is o(√m/logm), our strategy provides a stronger approximation. Our algorithm can also be viewed as a (1 + o(l))-multiplicative approximation since the value we approximate has a natural Q(fcm) lower bound. Our methods are novel and adapt techniques from multiprocessor scheduling by carefully rounding an exponentially-large configuration linear program that is solved by using the ellipsoid method with an efficient separation oracle. We be-lieve that such methods could be beneficial in approximating coalitional manipulation in other election protocols as well.
AB - We study the problem of Borda Unweighted Coal it ion al Manipulation, where k manipulators try to manipulate an election on m candidates under the Borda protocol. This problem is known to be NP-hard. While most recent approaches to approximation tried to minimize fc, the number of manipulators needed to make the preferred candidate win (thus assuming that the number of manipulators is not limited in advance), we focus instead on minimizing the maximum score obtainable by a non-preferred candidate. We provide a randomized, additive O(k√m log m) approximation to this value; in other words, if there exists a strategy enabling the preferred candidate to win by an Ω(k√m logm) margin, our method, with high probability, will find a strategy enabling her to win (albeit with a possibly smaller margin). It thus provides a somewhat stronger guarantee compared to the previous methods, where the addition of an extra manipulator implied (with respect to the original k) a strategy that provides an ft(m)-Additive approximation to a runner-up's score: When k is o(√m/logm), our strategy provides a stronger approximation. Our algorithm can also be viewed as a (1 + o(l))-multiplicative approximation since the value we approximate has a natural Q(fcm) lower bound. Our methods are novel and adapt techniques from multiprocessor scheduling by carefully rounding an exponentially-large configuration linear program that is solved by using the ellipsoid method with an efficient separation oracle. We be-lieve that such methods could be beneficial in approximating coalitional manipulation in other election protocols as well.
KW - Borda voting protocol
KW - Coalitional manipulation
KW - Elections
UR - http://www.scopus.com/inward/record.url?scp=85046429887&partnerID=8YFLogxK
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AN - SCOPUS:85046429887
T3 - Proceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems, AAMAS
SP - 606
EP - 614
BT - 16th International Conference on Autonomous Agents and Multiagent Systems, AAMAS 2017
A2 - Durfee, Edmund
A2 - Das, Sanmay
A2 - Larson, Kate
A2 - Winikoff, Michael
T2 - 16th International Conference on Autonomous Agents and Multiagent Systems, AAMAS 2017
Y2 - 8 May 2017 through 12 May 2017
ER -