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Interactively discovering and ranking desired tuples by data exploration 通过数据探索交互发现所需元组并对其进行排名
IF 4.2 2区 计算机科学 Q2 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE
Vldb Journal
Pub Date : 2022-01-18 DOI: 10.1007/s00778-021-00714-0
Xuedi Qin, Chengliang Chai, Yuyu Luo, Tianyu Zhao, N. Tang, Guoliang Li, Jianhua Feng, Xiang Yu, M. Ouzzani
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引用次数: 3
Information Resilience: the nexus of responsible and agile approaches to information use 信息弹性:负责任的和敏捷的信息使用方法之间的联系
IF 4.2 2区 计算机科学 Q2 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE
Vldb Journal
Pub Date : 2022-01-16 DOI: 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
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引用次数: 2
Payment behavior prediction on shared parking lots with TR-GCN 基于TR-GCN的共享停车场支付行为预测
IF 4.2 2区 计算机科学 Q2 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE
Vldb Journal
Pub Date : 2022-01-09 DOI: 10.1007/s00778-021-00722-0
Qingyu Xu, Feng Zhang, Mingde Zhang, Jidong Zhai, Bingsheng He, Cheng Yang, Shuhao Zhang, Jiazao Lin, Haidi Liu, Xiaoyong Du
{"title":"Payment behavior prediction on shared parking lots with TR-GCN","authors":"Qingyu Xu, Feng Zhang, Mingde Zhang, Jidong Zhai, Bingsheng He, Cheng Yang, Shuhao Zhang, Jiazao Lin, Haidi Liu, Xiaoyong Du","doi":"10.1007/s00778-021-00722-0","DOIUrl":"https://doi.org/10.1007/s00778-021-00722-0","url":null,"abstract":"","PeriodicalId":49373,"journal":{"name":"Vldb Journal","volume":"31 1","pages":"1035 - 1058"},"PeriodicalIF":4.2,"publicationDate":"2022-01-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"51955848","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}
引用次数: 3
HFUL: a hybrid framework for user account linkage across location-aware social networks HFUL：一个跨位置感知社交网络的用户帐户链接的混合框架
IF 4.2 2区 计算机科学 Q2 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE
Vldb Journal
Pub Date : 2022-01-08 DOI: 10.1007/s00778-022-00730-8
Wei Chen, Weiqing Wang, Hongzhi Yin, Lei Zhao, Xiaofang Zhou
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引用次数: 2
On entity alignment at scale 关于大规模的实体对齐
IF 4.2 2区 计算机科学 Q2 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE
Vldb Journal
Pub Date : 2022-01-06 DOI: 10.1007/s00778-021-00703-3
Weixin Zeng, Xiang Zhao, Xinyi Li, Jiuyang Tang, Wei Wang
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引用次数: 15
A survey on outlier explanations. 关于异常解释的调查。
IF 4.2 2区 计算机科学 Q2 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE
Vldb Journal
Pub Date : 2022-01-01 Epub Date: 2022-01-26 DOI: 10.1007/s00778-021-00721-1
Egawati Panjei, Le Gruenwald, Eleazar Leal, Christopher Nguyen, Shejuti Silvia

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.

虽然文献中提出了许多异常值检测技术，但检测到的异常值的解释通常留给用户。因此，用户很难对检测到的异常值及时采取适当的行动。为了减轻这种困难，当发现异常值时，应将其与解释一起提出。有关于离群值检测的调查论文，但没有关于离群值解释的论文。为了填补这一空白，在本文中，我们提出了一项关于异常解释的调查，其中从异常数据中挖掘有意义的知识来解释它们。我们定义了不同类型的离群值解释，并讨论了生成每种类型的挑战。我们回顾了现有的异常值解释技术，并讨论了它们如何应对挑战。我们还讨论了异常值解释的应用，并回顾了现有的评估异常值解释的方法。最后，讨论了未来可能的研究方向。
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引用次数: 20
Correction to: Data dependencies for query optimization: a survey 修正:查询优化的数据依赖关系:一个调查
IF 4.2 2区 计算机科学 Q2 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE
Vldb Journal
Pub Date : 2021-12-28 DOI: 10.1007/s00778-021-00710-4
Jan Kossmann, Thorsten Papenbrock, Felix Naumann
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引用次数: 1
Data collection and quality challenges in deep learning: a data-centric AI perspective 深度学习中的数据收集和质量挑战:以数据为中心的人工智能视角
IF 4.2 2区 计算机科学 Q2 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE
Vldb Journal
Pub Date : 2021-12-13 DOI: 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}
引用次数: 83
Efficient exploratory clustering analyses in large-scale exploration processes 大规模勘探过程中高效的勘探聚类分析
IF 4.2 2区 计算机科学 Q2 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE
Vldb Journal
Pub Date : 2021-11-29 DOI: 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}
引用次数: 2
A survey on semantic schema discovery 语义图式发现研究综述
IF 4.2 2区 计算机科学 Q2 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE
Vldb Journal
Pub Date : 2021-11-27 DOI: 10.1007/s00778-021-00717-x
Kenza Kellou-Menouer, Nikolaos Kardoulakis, Georgia Troullinou, Zoubida Kedad, D. Plexousakis, H. Kondylakis
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引用次数: 23
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