Vldb JournalPub Date : 2022-01-16DOI: 10.1007/s00778-021-00720-2
S. Sadiq, Amir Aryani, Gianluca Demartini, Wen Hua, M. Indulska, A. Burton-Jones, Hassan Khosravi, Diana Benavides Prado, T. Sellis, I. Someh, R. Vaithianathan, Sen Wang, Xiaofang Zhou
{"title":"Information Resilience: the nexus of responsible and agile approaches to information use","authors":"S. Sadiq, Amir Aryani, Gianluca Demartini, Wen Hua, M. Indulska, A. Burton-Jones, Hassan Khosravi, Diana Benavides Prado, T. Sellis, I. Someh, R. Vaithianathan, Sen Wang, Xiaofang Zhou","doi":"10.1007/s00778-021-00720-2","DOIUrl":"https://doi.org/10.1007/s00778-021-00720-2","url":null,"abstract":"","PeriodicalId":49373,"journal":{"name":"Vldb Journal","volume":"31 1","pages":"1059 - 1084"},"PeriodicalIF":4.2,"publicationDate":"2022-01-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"42185907","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Vldb JournalPub Date : 2022-01-08DOI: 10.1007/s00778-022-00730-8
Wei Chen, Weiqing Wang, Hongzhi Yin, Lei Zhao, Xiaofang Zhou
{"title":"HFUL: a hybrid framework for user account linkage across location-aware social networks","authors":"Wei Chen, Weiqing Wang, Hongzhi Yin, Lei Zhao, Xiaofang Zhou","doi":"10.1007/s00778-022-00730-8","DOIUrl":"https://doi.org/10.1007/s00778-022-00730-8","url":null,"abstract":"","PeriodicalId":49373,"journal":{"name":"Vldb Journal","volume":"32 1","pages":"1-22"},"PeriodicalIF":4.2,"publicationDate":"2022-01-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"47203745","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Vldb JournalPub Date : 2022-01-01Epub Date: 2022-01-26DOI: 10.1007/s00778-021-00721-1
Egawati Panjei, Le Gruenwald, Eleazar Leal, Christopher Nguyen, Shejuti Silvia
{"title":"A survey on outlier explanations.","authors":"Egawati Panjei, Le Gruenwald, Eleazar Leal, Christopher Nguyen, Shejuti Silvia","doi":"10.1007/s00778-021-00721-1","DOIUrl":"https://doi.org/10.1007/s00778-021-00721-1","url":null,"abstract":"<p><p>While many techniques for outlier detection have been proposed in the literature, the interpretation of detected outliers is often left to users. As a result, it is difficult for users to promptly take appropriate actions concerning the detected outliers. To lessen this difficulty, when outliers are identified, they should be presented together with their explanations. There are survey papers on outlier detection, but none exists for outlier explanations. To fill this gap, in this paper, we present a survey on outlier explanations in which meaningful knowledge is mined from anomalous data to explain them. We define different types of outlier explanations and discuss the challenges in generating each type. We review the existing outlier explanation techniques and discuss how they address the challenges. We also discuss the applications of outlier explanations and review the existing methods used to evaluate outlier explanations. Furthermore, we discuss possible future research directions.</p>","PeriodicalId":49373,"journal":{"name":"Vldb Journal","volume":"31 5","pages":"977-1008"},"PeriodicalIF":4.2,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8789379/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"39961267","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Vldb JournalPub Date : 2021-12-28DOI: 10.1007/s00778-021-00710-4
Jan Kossmann, Thorsten Papenbrock, Felix Naumann
{"title":"Correction to: Data dependencies for query optimization: a survey","authors":"Jan Kossmann, Thorsten Papenbrock, Felix Naumann","doi":"10.1007/s00778-021-00710-4","DOIUrl":"https://doi.org/10.1007/s00778-021-00710-4","url":null,"abstract":"","PeriodicalId":49373,"journal":{"name":"Vldb Journal","volume":"32 1","pages":"471"},"PeriodicalIF":4.2,"publicationDate":"2021-12-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"43380288","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Vldb JournalPub Date : 2021-12-13DOI: 10.1007/s00778-022-00775-9
Steven Euijong Whang, Yuji Roh, Hwanjun Song, Jae-Gil Lee
{"title":"Data collection and quality challenges in deep learning: a data-centric AI perspective","authors":"Steven Euijong Whang, Yuji Roh, Hwanjun Song, Jae-Gil Lee","doi":"10.1007/s00778-022-00775-9","DOIUrl":"https://doi.org/10.1007/s00778-022-00775-9","url":null,"abstract":"","PeriodicalId":49373,"journal":{"name":"Vldb Journal","volume":"1 1","pages":"1-23"},"PeriodicalIF":4.2,"publicationDate":"2021-12-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"43177934","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Vldb JournalPub Date : 2021-11-29DOI: 10.1007/s00778-021-00716-y
M. Fritz, M. Behringer, Dennis Tschechlov, H. Schwarz
{"title":"Efficient exploratory clustering analyses in large-scale exploration processes","authors":"M. Fritz, M. Behringer, Dennis Tschechlov, H. Schwarz","doi":"10.1007/s00778-021-00716-y","DOIUrl":"https://doi.org/10.1007/s00778-021-00716-y","url":null,"abstract":"","PeriodicalId":49373,"journal":{"name":"Vldb Journal","volume":"31 1","pages":"711 - 732"},"PeriodicalIF":4.2,"publicationDate":"2021-11-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"46940492","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}