TY - GEN
T1 - Course Allocation with Friendships as an Asymmetric Distributed Constraint Optimization Problem
AU - Khakhiashvili, Ilya
AU - Grinshpoun, Tal
AU - Dery, Lihi
N1 - Publisher Copyright:
© 2021 ACM.
PY - 2021/12/14
Y1 - 2021/12/14
N2 - Course allocation, i.e., the problem of assigning students to courses, is a difficult problem. Students value being assigned to the same course as their friends. We propose a model that considers not only the students' preferences over courses but also their preferences over classmates. We formulate the problem as an asymmetric distributed constraint optimization problem. This solution has an additional interesting feature: it is solved in a distributed manner, thus removing the need to directly share private preferences with anyone. An extensive evaluation of our proposed model on real-world student preferences over courses shows that it obtains high utility for the students, while keeping the solution fair and observing courses' seat capacity limitations. Our model is general and can be adapted to solve a variety of multi-allocation problems where it is required to consider friendships.
AB - Course allocation, i.e., the problem of assigning students to courses, is a difficult problem. Students value being assigned to the same course as their friends. We propose a model that considers not only the students' preferences over courses but also their preferences over classmates. We formulate the problem as an asymmetric distributed constraint optimization problem. This solution has an additional interesting feature: it is solved in a distributed manner, thus removing the need to directly share private preferences with anyone. An extensive evaluation of our proposed model on real-world student preferences over courses shows that it obtains high utility for the students, while keeping the solution fair and observing courses' seat capacity limitations. Our model is general and can be adapted to solve a variety of multi-allocation problems where it is required to consider friendships.
KW - ADCOP
KW - course allocation
KW - friendships
KW - multi-unit allocation
UR - http://www.scopus.com/inward/record.url?scp=85128649464&partnerID=8YFLogxK
U2 - 10.1145/3486622.3493990
DO - 10.1145/3486622.3493990
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AN - SCOPUS:85128649464
T3 - ACM International Conference Proceeding Series
SP - 688
EP - 693
BT - Proceedings - 2021 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology, WI-IAT 2021
T2 - 2021 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology, WI-IAT 2021
Y2 - 14 December 2021 through 17 December 2021
ER -