{"title":"Exact and Approximation Algorithms for Sparse Principal Component Analysis","authors":"Yongchun Li, Weijun Xie","doi":"10.1287/ijoc.2022.0372","DOIUrl":"https://doi.org/10.1287/ijoc.2022.0372","url":null,"abstract":"INFORMS Journal on Computing, Ahead of Print. <br/>","PeriodicalId":13620,"journal":{"name":"Informs Journal on Computing","volume":"68 1","pages":""},"PeriodicalIF":2.1,"publicationDate":"2024-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141507688","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Efficient Project Scheduling with Autonomous Learning Opportunities","authors":"Alessandro Hill, Thomas W. M. Vossen","doi":"10.1287/ijoc.2023.0107","DOIUrl":"https://doi.org/10.1287/ijoc.2023.0107","url":null,"abstract":"INFORMS Journal on Computing, Ahead of Print. <br/>","PeriodicalId":13620,"journal":{"name":"Informs Journal on Computing","volume":"88 1","pages":""},"PeriodicalIF":2.1,"publicationDate":"2024-06-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141507684","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"An Efficient Scenario Reduction Method for Problems with Higher Moment Coherent Risk Measures","authors":"Xiaolei He, Weiguo Zhang","doi":"10.1287/ijoc.2022.0375","DOIUrl":"https://doi.org/10.1287/ijoc.2022.0375","url":null,"abstract":"INFORMS Journal on Computing, Ahead of Print. <br/>","PeriodicalId":13620,"journal":{"name":"Informs Journal on Computing","volume":"157 1","pages":""},"PeriodicalIF":2.1,"publicationDate":"2024-06-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141507686","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Qiudan Li, David Jingjun Xu, Haoda Qian, Linzi Wang, Minjie Yuan, Daniel Dajun Zeng
{"title":"A Fusion Pretrained Approach for Identifying the Cause of Sarcasm Remarks","authors":"Qiudan Li, David Jingjun Xu, Haoda Qian, Linzi Wang, Minjie Yuan, Daniel Dajun Zeng","doi":"10.1287/ijoc.2022.0285","DOIUrl":"https://doi.org/10.1287/ijoc.2022.0285","url":null,"abstract":"INFORMS Journal on Computing, Ahead of Print. <br/>","PeriodicalId":13620,"journal":{"name":"Informs Journal on Computing","volume":"72 1","pages":""},"PeriodicalIF":2.1,"publicationDate":"2024-06-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141507687","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Efficient Nested Simulation Experiment Design via the Likelihood Ratio Method","authors":"Ben Mingbin Feng, Eunhye Song","doi":"10.1287/ijoc.2022.0392","DOIUrl":"https://doi.org/10.1287/ijoc.2022.0392","url":null,"abstract":"<p>In the nested simulation literature, a common assumption is that the experimenter can choose the number of outer scenarios to sample. This paper considers the case when the experimenter is given a fixed set of outer scenarios from an external entity. We propose a nested simulation experiment design that pools inner replications from one scenario to estimate another scenario’s conditional mean via the likelihood ratio method. Given the outer scenarios, we decide how many inner replications to run at each outer scenario as well as how to pool the inner replications by solving a bilevel optimization problem that minimizes the total simulation effort. We provide asymptotic analyses on the convergence rates of the performance measure estimators computed from the optimized experiment design. Under some assumptions, the optimized design achieves <span><math altimg=\"eq-00001.gif\" display=\"inline\"><mrow><mi mathvariant=\"script\">O</mi><mo stretchy=\"false\">(</mo><msup><mrow><mi mathvariant=\"normal\">Γ</mi></mrow><mrow><mo>−</mo><mn>1</mn></mrow></msup><mo stretchy=\"false\">)</mo></mrow></math></span><span></span> mean squared error of the estimators given simulation budget <span><math altimg=\"eq-00002.gif\" display=\"inline\"><mi mathvariant=\"normal\">Γ</mi></math></span><span></span>. Numerical experiments demonstrate that our design outperforms a state-of-the-art design that pools replications via regression.</p><p><b>History:</b> Accepted by Bruno Tuffin, Area Editor for Simulation.</p><p><b>Funding:</b> This work was supported by the National Science Foundation [Grant CMMI-2045400] and the Natural Sciences and Engineering Research Council of Canada [Grant RGPIN-2018-03755].</p><p><b>Supplemental Material:</b> The software that supports the findings of this study is available within the paper and its Supplemental Information (https://pubsonline.informs.org/doi/suppl/10.1287/ijoc.2022.0392) as well as from the IJOC GitHub software repository (https://github.com/INFORMSJoC/2022.0392). The complete IJOC Software and Data Repository is available at https://informsjoc.github.io/.</p>","PeriodicalId":13620,"journal":{"name":"Informs Journal on Computing","volume":"184 1","pages":""},"PeriodicalIF":2.1,"publicationDate":"2024-06-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141507643","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Stochastic First-Order Algorithms for Constrained Distributionally Robust Optimization","authors":"Hyungki Im, Paul Grigas","doi":"10.1287/ijoc.2023.0167","DOIUrl":"https://doi.org/10.1287/ijoc.2023.0167","url":null,"abstract":"INFORMS Journal on Computing, Ahead of Print. <br/>","PeriodicalId":13620,"journal":{"name":"Informs Journal on Computing","volume":"21 1","pages":""},"PeriodicalIF":2.1,"publicationDate":"2024-06-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141532126","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Brent Austgen, Erhan Kutanoglu, John J. Hasenbein, Surya Santoso
{"title":"Comparisons of Two-Stage Models for Flood Mitigation of Electrical Substations","authors":"Brent Austgen, Erhan Kutanoglu, John J. Hasenbein, Surya Santoso","doi":"10.1287/ijoc.2023.0125","DOIUrl":"https://doi.org/10.1287/ijoc.2023.0125","url":null,"abstract":"INFORMS Journal on Computing, Ahead of Print. <br/>","PeriodicalId":13620,"journal":{"name":"Informs Journal on Computing","volume":"13 1","pages":""},"PeriodicalIF":2.1,"publicationDate":"2024-06-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141526693","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Coordinating Charging Request Allocation Between Self-Interested Navigation Service Platforms","authors":"Marianne Guillet, Maximilian Schiffer","doi":"10.1287/ijoc.2022.0269","DOIUrl":"https://doi.org/10.1287/ijoc.2022.0269","url":null,"abstract":"INFORMS Journal on Computing, Ahead of Print. <br/>","PeriodicalId":13620,"journal":{"name":"Informs Journal on Computing","volume":"33 1","pages":""},"PeriodicalIF":2.1,"publicationDate":"2024-06-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141253533","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"An Enhanced Alternating Direction Method of Multipliers-Based Interior Point Method for Linear and Conic Optimization","authors":"Qi Deng, Qing Feng, Wenzhi Gao, Dongdong Ge, Bo Jiang, Yuntian Jiang, Jingsong Liu, Tianhao Liu, Chenyu Xue, Yinyu Ye, Chuwen Zhang","doi":"10.1287/ijoc.2023.0017","DOIUrl":"https://doi.org/10.1287/ijoc.2023.0017","url":null,"abstract":"INFORMS Journal on Computing, Ahead of Print. <br/>","PeriodicalId":13620,"journal":{"name":"Informs Journal on Computing","volume":"75 1","pages":""},"PeriodicalIF":2.1,"publicationDate":"2024-05-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141188218","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}