Title Trends and Applications in Knowledge Discovery and Data Mining : PAKDD 2019 Workshops, BDM, DLKT, LDRC, PAISI, WeL, Macau, China, April 14-17, 2019, revised selected papers / Leong Hou U., Hady W. Lauw (eds.)

Published Cham, Switzerland : Springer, 2019

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Description 1 online resource (xiii, 366 pages) : illustrations (some color) Series Lecture notes in artificial intelligence Lecture notes in computer science ; 11607 LNCS sublibrary. SL 7, Artificial intelligence Lecture notes in computer science. Lecture notes in artificial intelligence. Lecture notes in computer science ; 11607. LNCS sublibrary. SL 7, Artificial intelligence. Contents Intro; Preface; Organization; Contents; The 14th Pacific Asia Workshop on Intelligence and Security Informatics (PAISI 2019); A Supporting Tool for IT System Security Specification Evaluation Based on ISO/IEC 15408 and ISO/IEC 18045; 1 Introduction; 2 Security Target and Its Evaluation Process; 2.1 Security Target with ISO/IEC 15408; 2.2 Evaluation Process Based on ISO/IEC 18045; 2.3 Issues of the Evaluation Process; 3 Supporting Methods for Evaluation on Security Targets; 3.1 Analysis of Evaluation Tasks on Security Targets; 3.2 Supporting Methods 4 Security Target Evaluator: A Supporting Tool for Evaluation on Security Targets4.1 Requirements for Security Target Evaluator; 4.2 Components for Supporting Methods in Security Target Evaluator; 4.3 Management of Relevant Documents and Data; 5 Concluding Remarks; References; An Investigation on Multi View Based User Behavior Towards Spam Detection in Social Networks; Abstract; 1 Introduction; 2 Related Work; 3 Hypothesis; 4 Approach and Experimental Setup; 4.1 Dataset Description; 4.2 Representation of User's Content Interest for the Investigation 4.3 Representation of User's Popularity for the Investigation4.4 Experimental Methods for User Behavior Analysis; 5 Discussion; 6 Conclusion; References; A Cluster Ensemble Strategy for Asian Handicap Betting; 1 Introduction; 2 Related Works; 3 Methodology; 3.1 Expected Goal Difference Trend; 3.2 Model Design; 3.3 Component Cluster; 3.4 Cluster Ensemble; 4 Case Studies; 4.1 Data; 4.2 Evaluation Metrics; 4.3 Model Parameters Selection; 4.4 Out of Sample Prediction; 5 Conclusions; References; Designing an Integrated Intelligence Center: New Taipei City Police Department as an Example; Abstract 1 Introduction2 Literature Review; 3 Method; 3.1 Discovery; 3.2 Understanding; 3.3 Implementation; 3.3.1 Query Service; 3.3.2 Crime Information Analysis; 3.3.3 Applied System Q 3.3.4 Image Analysis Service; 3.3.5 Real-Time Video and Image Transmission; 3.3.6 Internet Information Collection; 4 Discussion and Future Work; 5 Conclusion; References; Early Churn User Classification in Social Networking Service Using Attention-Based Long Short-Term Memory; 1 Introduction; 2 Data; 2.1 RoomClip; 2.2 Definition of Early Churn Users in RoomClip; 2.3 Distribution of Event Interval of New Users 3 Proposed Model3.1 Input; 3.2 Sequence Encoding Layer; 3.3 Attention Layer; 3.4 Early Churn Classification Layer; 3.5 Learning Algorithm; 4 Experiment; 4.1 Evaluation Criteria; 4.2 Preprocessing; 4.3 Baseline Models; 4.4 Result; 5 Feature Importance Analysis; 5.1 Importance of Each Temporal Part in Event Sequence; 5.2 Importance of Event Type; 6 Related Research; 7 Discussion and Conclusion; References; PAKDD 2019 Workshop on Weakly Supervised Learning: Progress and Future (WeL 2019); Weakly Supervised Learning by a Confusion Matrix of Contexts; Abstract; 1 Introduction Summary This book constitutes the thoroughly refereed post-workshop proceedings of the workshops that were held in conjunction with the 23rd Pacific-Asia Conference on Knowledge Discovery and Data Mining, PAKDD 2019, in Macau, China, in April 2019. The 31 revised papers presented were carefully reviewed and selected from a total of 52 submissions. They stem from the following workshops: · PAISI 2019: 14th Pacific Asia Workshop on Intelligence and Security Informatics · WeL 2019: PAKDD 2019 Workshop on Weakly Supervised Learning: Progress and Future · LDRC 2019: PAKDD 2019 Workshop on Learning Data Representation for Clustering · BDM 2019: 8th Workshop on Biologically-inspired Techniques for Knowledge Discovery and Data Mining · DLKT 2019: 1st Pacific Asia Workshop on Deep Learning for Knowledge Transfer. -- Provided by publisher Notes Includes author index Online resource; title from PDF title page (SpringerLink, viewed September 23, 2019) Subject Data mining -- Congresses Data mining Genre/Form Electronic books proceedings (reports) Conference papers and proceedings Conference papers and proceedings. Actes de congrès. Form Electronic book Author U., Leong Hou, editor Lauw, Hady W., editor BDM (Workshop) (8th : 2019 : Macau, China) jointly held conference DLKT (Workshop) (1st : 2019 : Macau, China) jointly held conference LDRC (Workshop) (2019 : Macau, China) jointly held conference PAISI (Workshop) (14th : 2019 : Macau, China), jointly held conference International Workshop on Wind Energy and Landscape (1997 : Genoa, Italy), jointly held conference. ISBN 9783030261429 3030261425 3030261417 9783030261412 9783030261436 3030261433

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