| Description |
1 online resource (xii, 267 pages) : color illustrations |
| Series |
Lecture Notes in Computer Science, 0302-9743 ; 9498 |
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LNCS sublibrary. SL 3, Information systems and applications, incl. Internet/Web, and HCI |
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Lecture notes in computer science ; 9498. 0302-9743
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LNCS sublibrary. SL 3, Information systems and applications, incl. Internet/Web, and HCI.
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| Contents |
Intro; Preface; Organization; Contents; Big Data: Security and Privacy; Privacy Protection or Data Value: Can We Have Both?; 1 Introduction; 2 Big Data; 3 Privacy; 3.1 Individuals Own Data About Themselves; 3.2 Corporations Own Data Collected; 3.3 Shared Ownership of Data; 3.4 Summary -- Ownership; 4 Privacy Principles; 5 A Call for a New Approach; 5.1 User and Corporate Obligations; 5.2 System Obligations; 5.3 Data Acquisition Process; 5.4 Managing Private Queries; 6 Summary; References; Open Source Social Media Analytics for Intelligence and Security Informatics Applications; 1 Introduction |
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1.1 Online Social Media1.2 Intelligence and Security Informatics; 2 Technical and Computational Challenges; 3 Machine Learning and Data Mining Techniques; 4 Case Studies; 4.1 Identification of Extremist Content, Users and Communities; 4.2 Event Forecasting for Civil Unrest Related Events; 5 Characterization and Classification of Related Work; 6 ISI Leading Conferences and Journals; 7 Conclusions; References; Big Data in Commerce; Information Exploration in E-Commerce Databases; 1 Introduction; 2 Search Interface in E-Commerce; 3 Obstacles in Exploratory Search |
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3.1 Limited Feedback in the Query Panel3.2 Low Adaptivity of the Result Panel; 3.3 Information Loss from Hidden Attributes; 4 Extensions to Facilitate Exploratory Search; 4.1 Exploratory Search in Query Panel; 4.2 Exploratory Search in Result Panel; 5 Evaluation; 6 Conclusion; References; A Framework to Harvest Page Views of Web for Banner Advertising; 1 Introduction; 2 Related Work; 3 Proposed Approach; 3.1 Existing Framework; 3.2 Proposed Framework; 4 Design Issues; 5 Summary and Conclusions; References; Utility-Based Control Flow Discovery from Business Process Event Logs |
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1 Research Motivation and Aim2 Related Work and Research Contributions; 3 Research Framework and Solution Approach; 4 Experimental Analysis and Results; 4.1 Experimental Dataset; 4.2 Experimental Results; 4.3 Airport Dataset Results; 4.4 BPI 2014 Dataset Results; 5 Conclusion; References; An Efficient Algorithm for Mining High-Utility Itemsets with Discount Notion; 1 Introduction; 2 Related Work; 3 Background; 3.1 Preliminary; 3.2 UP-Hist Tree and UP-Hist Algorithm; 3.3 Utility-List Data Structure and FHM Algorithm |
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3.4 Three-Phase Algorithm for Mining High-Utility Itemsets with Discount Strategies4 Integration of Discount Notion in State-of-the-art Algorithms; 4.1 UP-Hist Discount Algorithm; 4.2 FHM Discount Algorithm; 5 Mining High-Utility Itemsets; 6 Experiments and Results; 7 Conclusion and Future Work; References; Big Data: Models and Algorithms; Design of Algorithms for Big Data Analytics; 1 Introduction; 2 Building FCA Lattice; 2.1 Inefficient Map-Reduce Based Design; 2.2 Efficient Map-Reduce Based Design; 3 High Velocity Datasets; 4 Conclusions; References |
| Summary |
This book constitutes the refereed conference proceedings of the Fourth International Conference on Big Data Analytics, BDA 2015, held in Hyderabad, India, in December 2015. The 9 revised full papers and 9 invited papers were carefully reviewed and selected from 61 submissions and cover topics on big data: security and privacy; big data in commerce; big data: models and algorithms; and big data in medicine |
| Notes |
English |
| Subject |
Database management -- Congresses
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Big data -- Congresses
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Computer science.
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Medical informatics.
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Algorithms.
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Database management.
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Data mining.
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Information organization.
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Information retrieval.
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Electronic Data Processing
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Algorithms
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Data Mining
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Information Storage and Retrieval
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algorithms.
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information retrieval.
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Health & safety aspects of IT.
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Databases.
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Information retrieval.
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Algorithms & data structures.
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Data mining.
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Medical -- General.
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Computers -- Database Management -- General.
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Computers -- System Administration -- Storage & Retrieval.
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Computers -- Programming -- Algorithms.
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Computers -- Database Management -- Data Mining.
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Information retrieval
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Algorithms
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Big data
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Computer science
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Data mining
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Database management
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Information organization
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Medical informatics
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| Genre/Form |
dictionaries.
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proceedings (reports)
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Dictionaries
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Conference papers and proceedings
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Dictionaries.
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Conference papers and proceedings.
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Dictionnaires.
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Actes de congrès.
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| Form |
Electronic book
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| Author |
Kumar, Naveen (Computer scientist), editor.
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Bhatnagar, Vasudha, editor
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| ISBN |
9783319270579 |
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3319270575 |
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