Two-sided matching model considering multi-information fusion of stakeholders

计算机科学 匹配(统计) 信息融合 融合 人工智能 数据挖掘 情报检索 数学 统计 语言学 哲学
作者
Dongping Pu,Guanghui Yuan
出处
期刊:Expert Systems With Applications [Elsevier]
卷期号:212: 118784-118784 被引量:17
标识
DOI:10.1016/j.eswa.2022.118784
摘要

• Design the generalized preference order under multi-information. • Design internal and external comparative methods to reflect subjects’ psychology. • Design a fee calculation method to reflect intermediary revenue demand. • The proposed model obtains a stable matching scheme that satisfies stakeholders. Obtaining stable solutions through intermediary services in two-sided markets is an effective way to solve the complex matching demands that exist widely in society. Aiming at the various preference information and individual bounded rationality often faced in actual matching, this paper proposes a two-sided matching model that considers the demands of subjects and the intermediary. Firstly, generalized preference order determination methods for three commonly used index types, numerical value, interval number, and unordered enumeration, are proposed, which solve the problem that it is difficult for subjects to determine preferences based on multiple indexes. Secondly, the common expected preference order algorithm not only ensures that the matching objects of each subject are within its acceptable range, but also selects the valid comparison objects of each subject. Thirdly, the overall comparative satisfaction of each subject is obtained through internal and external comparative advantage determination methods, which reasonably reflects the subject's reference-dependent psychological behavior under the combined influence of social and individual dimensions. On the basis of designing the calculation method of intermediary fee under different matching options, with the goal of maximizing subject satisfaction and intermediary revenue, a stable matching optimization model is constructed and solved. Finally, the effectiveness and practicability of the proposed model are verified through a practical case study of product R&D demand matching under the manufacturing service platform.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
更新
大幅提高文件上传限制,最高150M (2024-4-1)

科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
杳鸢应助文艺香菱采纳,获得10
2秒前
4秒前
光亮的幻柏完成签到,获得积分10
4秒前
5秒前
5秒前
enoch发布了新的文献求助10
5秒前
wu应助朱灭龙采纳,获得10
5秒前
7秒前
7秒前
7秒前
青元发布了新的文献求助10
7秒前
8秒前
子车茗应助Dallas采纳,获得10
8秒前
桐桐应助霓虹熄世界清采纳,获得10
9秒前
10秒前
李健应助马强强采纳,获得10
10秒前
12秒前
彳亍1117应助烂漫的猕猴桃采纳,获得10
12秒前
姜姜发布了新的文献求助10
12秒前
12秒前
今后应助犹豫的忆梅采纳,获得10
12秒前
liuyx发布了新的文献求助10
13秒前
可爱的函函应助b_采纳,获得10
13秒前
chenxilulu完成签到,获得积分10
13秒前
14秒前
pluto应助跳跃凡桃采纳,获得10
14秒前
9778发布了新的文献求助10
14秒前
淡然的怜容完成签到,获得积分10
14秒前
15秒前
peekaboo完成签到,获得积分10
15秒前
wsy发布了新的文献求助30
16秒前
17秒前
18秒前
18秒前
Nexus关注了科研通微信公众号
18秒前
18秒前
18秒前
清茗完成签到,获得积分10
19秒前
NexusExplorer应助soar采纳,获得10
19秒前
田様应助泡泡采纳,获得10
20秒前
高分求助中
Lire en communiste 1000
Ore genesis in the Zambian Copperbelt with particular reference to the northern sector of the Chambishi basin 800
Mantiden: Faszinierende Lauerjäger Faszinierende Lauerjäger 700
PraxisRatgeber: Mantiden: Faszinierende Lauerjäger 700
A new species of Coccus (Homoptera: Coccoidea) from Malawi 500
2-Acetyl-1-pyrroline: an important aroma component of cooked rice 500
The Paleoanthropology of Eastern Asia 500
热门求助领域 (近24小时)
化学 医学 生物 材料科学 工程类 有机化学 生物化学 物理 内科学 纳米技术 计算机科学 化学工程 复合材料 基因 遗传学 催化作用 物理化学 免疫学 量子力学 细胞生物学
热门帖子
关注 科研通微信公众号,转发送积分 3174638
求助须知:如何正确求助?哪些是违规求助? 2825827
关于积分的说明 7954587
捐赠科研通 2486829
什么是DOI,文献DOI怎么找? 1325509
科研通“疑难数据库(出版商)”最低求助积分说明 634498
版权声明 602734