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Smooth unsupervised domain adaptation considering uncertainties 考虑不确定性的光滑无监督域自适应
Pub Date : 2023-08-01 DOI: 10.2139/ssrn.4331056
M. Moradi, M. Rahmanimanesh, A. Shahzadi, R. Monsefi
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引用次数: 1
Learning-based multi-start iterated local search for the profit maximization set covering problem 基于学习的多起点迭代局部搜索利润最大化集覆盖问题
Pub Date : 2023-07-01 DOI: 10.2139/ssrn.4349053
Wen Sun, Wenlong Li, Jin-Kao Hao, Qinghua Wu
The profit maximization set covering problem is a general model able to formulate practical problems including in particular an application in the mining industry. As a variant of the partial set covering problem, the studied problem is to select some subsets of elements to maximize the difference of the total gain of the covered elements subtracting the costs of the chosen subsets and their associated groups. We investigate for the first time a learning-based multi-start iterated local search algorithm for solving the problem. The proposed algorithm combines a multi-restart mechanism to enhance robustness, an intensification-driven local search to perform intensive solution examination, a learning-driven initialization to obtain high-quality starting solutions and a learning-based strategy to select suitable perturbations. Experimental results on 30 benchmark instances show the competitiveness of the algorithm against the state-of-the-art methods, by reporting 18 new lower bounds and 12 equal results (including 7 known optimal results). We also perform additional experiments to validate the design of the algorithmic components.
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引用次数: 1
Multi-view fusion neural network for traffic demand prediction 基于多视角融合神经网络的交通需求预测
Pub Date : 2023-06-01 DOI: 10.2139/ssrn.4372891
D. Zhang, Jun Yu Li
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引用次数: 3
Adaptive neural decision tree for EEG based emotion recognition 基于脑电的情绪识别自适应神经决策树
Pub Date : 2023-05-01 DOI: 10.2139/ssrn.4331057
Yongqiang Zheng, Jie Ding, Feng Liu, Dongqing Wang
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引用次数: 18
Generalized fuzzy neighborhood system-based multigranulation variable precision fuzzy rough sets with double TOPSIS method to MADM 基于广义模糊邻域系统的多粒变精度模糊粗糙集双TOPSIS方法求解MADM
Pub Date : 2023-05-01 DOI: 10.2139/ssrn.4374003
Zheng Shi, Shurui Xie, Lingqiang Li
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引用次数: 1
Managing consensus in balanced networks based on opinion and Trust/Distrust evolutions 在基于意见和信任/不信任演变的平衡网络中管理共识
Pub Date : 2023-05-01 DOI: 10.2139/ssrn.4390549
Quanbo Zha, Xi He, Min Zhan, Ning Lang
{"title":"Managing consensus in balanced networks based on opinion and Trust/Distrust evolutions","authors":"Quanbo Zha, Xi He, Min Zhan, Ning Lang","doi":"10.2139/ssrn.4390549","DOIUrl":"https://doi.org/10.2139/ssrn.4390549","url":null,"abstract":"","PeriodicalId":13641,"journal":{"name":"Inf. Sci.","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"84996636","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 7
A two-stage deep graph clustering method for identifying the evolutionary patterns of the time series of animation view counts 一种用于识别动画视图计数时间序列演化模式的两阶段深度图聚类方法
Pub Date : 2023-05-01 DOI: 10.2139/ssrn.4331041
Duokui He, Zhongjun Tang, Qianqian Chen, Zhong-Xing Han, Dongyuan Zhao, Fengxia Sun
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引用次数: 1
Exploring graph capsual network and graphormer for graph classification 探索用于图分类的图包络和写作者
Pub Date : 2023-05-01 DOI: 10.2139/ssrn.4331044
Y. Wang, Hao Yuan, Xianglin Zuo, Hongjiu Wang, Xin Wang
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引用次数: 1
SaNDA: A small and iNcomplete dataset analyser SaNDA:一个小型且不完整的数据集分析器
Pub Date : 2023-05-01 DOI: 10.2139/ssrn.4364273
Alfredo Ibias, Varun Varma, Karol Capała, L. Gherardini, Jose Sousa
{"title":"SaNDA: A small and iNcomplete dataset analyser","authors":"Alfredo Ibias, Varun Varma, Karol Capała, L. Gherardini, Jose Sousa","doi":"10.2139/ssrn.4364273","DOIUrl":"https://doi.org/10.2139/ssrn.4364273","url":null,"abstract":"","PeriodicalId":13641,"journal":{"name":"Inf. Sci.","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"87454793","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Tracking and handling behavioral biases in active learning frameworks 跟踪和处理主动学习框架中的行为偏差
Pub Date : 2023-05-01 DOI: 10.2139/ssrn.4293710
D. Agarwal, Balasubramaniam Natarajan
{"title":"Tracking and handling behavioral biases in active learning frameworks","authors":"D. Agarwal, Balasubramaniam Natarajan","doi":"10.2139/ssrn.4293710","DOIUrl":"https://doi.org/10.2139/ssrn.4293710","url":null,"abstract":"","PeriodicalId":13641,"journal":{"name":"Inf. Sci.","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"89865976","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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Inf. Sci.
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