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- W2920292054 abstract "Abstract In colleges and universities, bidirectional selection of students and supervisors is very common to determine the supervisor-student pairs. However, the most bidirectional selection methods only focus on the maximization of the number of matching pairs, while not considering the specific satisfaction and fairness of each person. To deal with such issue, in this paper, we introduce two novel metrics of satisfaction and fairness for each person, and then formulate the bidirectional selection problem to an integer linear programming problem with the predefined relative fairness. Due to the NP-hardness of the problem, we propose three heuristic algorithms, respectively named by the Satisfaction-based Greedy (SG) algorithm, the Weight-based Greedy (WG) algorithm and the Satisfaction-based Dynamic Programming (SDP) algorithm. We evaluate the performance of the three algorithms in terms of total satisfaction, average satisfaction and matching ratio. The experimental results show that the SDP can achieve the maximized satisfaction and a higher matching ratio." @default.
- W2920292054 created "2019-03-11" @default.
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- W2920292054 date "2018-01-01" @default.
- W2920292054 modified "2023-09-23" @default.
- W2920292054 title "A satisfaction and fairness based matching approach for mutual selection problem." @default.
- W2920292054 hasPublicationYear "2018" @default.
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