Editors:
Part of the book series: Lecture Notes in Computer Science (LNCS, volume 12084)
Part of the book sub series: Lecture Notes in Artificial Intelligence (LNAI)
Conference series link(s): PAKDD: Pacific-Asia Conference on Knowledge Discovery and Data Mining
Conference proceedings info: PAKDD 2020.
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Table of contents (67 papers)
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Front Matter
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Recommender Systems
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Front Matter
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Other Volumes
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Advances in Knowledge Discovery and Data Mining
About this book
The two-volume set LNAI 12084 and 12085 constitutes the thoroughly refereed proceedings of the 24th Pacific-Asia Conference on Knowledge Discovery and Data Mining, PAKDD 2020, which was due to be held in Singapore, in May 2020. The conference was held virtually due to the COVID-19 pandemic.
The 135 full papers presented were carefully reviewed and selected from 628 submissions. The papers present new ideas, original research results, and practical development experiences from all KDD related areas, including data mining, data warehousing, machine learning, artificial intelligence, databases, statistics, knowledge engineering, visualization, decision-making systems, and the emerging applications. They are organized in the following topical sections: recommender systems; classification; clustering; mining social networks; representation learning and embedding; mining behavioral data; deep learning; feature extraction and selection; human, domain, organizational and social factors in data mining; mining sequential data; mining imbalanced data; association; privacy and security; supervised learning; novel algorithms; mining multi-media/multi-dimensional data; application; mining graph and network data; anomaly detection and analytics; mining spatial, temporal, unstructured and semi-structured data; sentiment analysis; statistical/graphical model; multi-source/distributed/parallel/cloud computing.
Keywords
- artificial intelligence
- classification
- clustering algorithms
- computational linguistics
- computer networks
- computer systems
- computer vision
- data mining
- databases
- image analysis
- image processing
- image reconstruction
- image segmentation
- information retrieval
- machine learning
- Natural Language Processing (NLP)
- neural networks
- recommender systems
- signal processing
- social networks
Editors and Affiliations
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School of Information Systems, Singapore Management University, Singapore, Singapore
Hady W. Lauw, Ee-Peng Lim
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Department of Computer Science and Engineering, Hong Kong University of Science and Technology, Hong Kong, Hong Kong
Raymond Chi-Wing Wong
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Department of Informatics and Telecommunications, National and Kapodistrian University of Athens, Athens, Greece
Alexandros Ntoulas
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Institute of Data Science, National University of Singapore, Singapore, Singapore
See-Kiong Ng
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School of Computer Science and Engineering, Nanyang Technological University, Singapore, Singapore
Sinno Jialin Pan
Bibliographic Information
Book Title: Advances in Knowledge Discovery and Data Mining
Book Subtitle: 24th Pacific-Asia Conference, PAKDD 2020, Singapore, May 11–14, 2020, Proceedings, Part I
Editors: Hady W. Lauw, Raymond Chi-Wing Wong, Alexandros Ntoulas, Ee-Peng Lim, See-Kiong Ng, Sinno Jialin Pan
Series Title: Lecture Notes in Computer Science
DOI: https://doi.org/10.1007/978-3-030-47426-3
Publisher: Springer Cham
eBook Packages: Computer Science, Computer Science (R0)
Copyright Information: Springer Nature Switzerland AG 2020
Softcover ISBN: 978-3-030-47425-6Published: 09 May 2020
eBook ISBN: 978-3-030-47426-3Published: 08 May 2020
Series ISSN: 0302-9743
Series E-ISSN: 1611-3349
Edition Number: 1
Number of Pages: XXXVII, 886
Number of Illustrations: 86 b/w illustrations, 207 illustrations in colour
Topics: Artificial Intelligence, Information Systems and Communication Service, Computer Applications, Computing Milieux, Computer Imaging, Vision, Pattern Recognition and Graphics