| Description |
1 online resource (xiv, 498 pages) : illustrations |
| Series |
Lecture notes in computer science, 0302-9743 ; 6862 |
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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 ; 6862. 0302-9743
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LNCS sublibrary. SL 3, Information systems and applications, incl. Internet/Web, and HCI.
|
| Contents |
Machine generated contents note: Physical and Conceptual Data Warehouse Models -- ONE: A Predictable and Scalable DW Model / Pedro Furtado -- Planning OLAP Model -- A Multidimensional Model with Planning Support / Wolfgang Lehner -- Extending the Dimensional Templates Approach to Integrate Complex Multidimensional Design Concepts / Joao Paulo Moura -- OLAP Formulations for Supporting Complex Spatial Objects in Data Warehouses / Markus Schneider -- Data Warehousing Design Methodologies and Tools -- Multidimensional Database Design from Document-Centric XML Documents / Gilles Zurfluh -- Modern Software Engineering Methodologies Meet Data Warehouse Design: 4WD / Elisa Turricchia -- GEM: Requirement-Driven Generation of ETL and Multidimensional Conceptual Designs / Alberto Abello -- ETL Methodologies and Tools -- ETLMR: A Highly Scalable Dimensional ETL Framework Based on MapReduce / Torben Bach Pedersen -- Complementing Data in the ETL Process / Maria Claudia Cavalcanti -- TTL: A Transformation, Transference and Loading Approach for Active Monitoring / Gavin Finnie -- Support for User Involvement in Data Cleaning / Emanuel Santos -- Data Warehouse Performance and Optimization -- Efficient Processing of Drill-across Queries over Geographic Data Warehouses / Cristina Dutra de Ciferri -- NOX OLAP Query Model: From Algebra to Execution / Hiba Tabbara -- VarDB: High-Performance Warehouse Processing with Massive Ordering and Binary Search / Pedro Furtado -- Data Warehouse Partitioning Techniques -- Vertical Fragmentation of XML Data Warehouses Using Frequent Path Sets / Fadila Bentayeb -- Implementing Vertical Splitting for Large Scale Multidimensional Datasets and Its Evaluations / Ken Higuchi -- Analytics over Large Multidimensional Datasets -- Describing Analytical Sessions Using a Multidimensional Algebra / Ladjel Bellatreche |
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Note continued: Tagged MapReduce: Efficiently Computing Multi-analytics Using MapReduce / Damianos Chatziantoniou -- Pattern Mining -- Frequent Pattern Mining from Time-Fading Streams of Uncertain Data / Fan Jiang -- SPO-Tree: Efficient Single Pass Ordered Incremental Pattern Mining / Gillian Dobbie -- RP-Tree: Rare Pattern Tree Mining / Gillian Dobbie -- Matrix-Based Mining Techniques -- Co-clustering with Augmented Data Matrix / Rui-Zhe Liu -- Using Confusion Matrices and Confusion Graphs to Design Ensemble Classification Models from Large Datasets / Patricia E.N. Lutu -- Data Mining and Knowledge Discovery Techniques -- Pairwise Similarity Calculation of Information Networks / Sharma Chakravarthy -- Feature Selection with Mutual Information for Uncertain Data / Michel Verleysen -- Time Aware Index for Link Prediction in Social Networks / Ryutaro Ichise -- Efficient Cacheable Secure Scalar Product Protocol for Privacy-Preserving Data Mining / Hai-Long Nguyen -- Data Mining and Knowledge Discovery Applications -- Learning Actions in Complex Software Systems / Osmar R. Zaiane -- Envelope-Based Approach to Rotation-Invariant Boundary Image Matching / Sun-Kyong Hong -- Finding Fraud in Health Insurance Data with Two-Layer Outlier Detection Approach / Wojtek Kowalczyk -- Enhancing Activity Recognition in Smart Homes Using Feature Induction / Shonali Krishnaswamy -- Stream, Sensor and Time-Series Mining -- Mining Approximate Frequent Closed Flows over Packet Streams / Pascal Poncelet -- Knowledge Acquisition from Sensor Data in an Equine Environment / Adrian McGoldrick -- Concurrent Semi-supervised Learning of Data Streams / Duc H. Tran -- Bounded Version of Online Boosting on Open-Ended Data Streams / Rafael Morales-Bueno -- Moderated VFDT in Stream Mining Using Adaptive Tie Threshold and Incremental Pruning / Simon Fong |
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Note continued: Finding Critical Thresholds for Defining Bursts / Fabian Moerchen |
| Summary |
This book constitutes the refereed proceedings of the 13th International Conference on Data Warehousing and Knowledge Discovery, DaWak 2011 held in Toulouse, France in August/September 2011. The 37 revised full papers presented were carefully reviewed and selected from 119 submissions. The papers are organized in topical sections on physical and conceptual data warehouse models, data warehousing design methodologies and tools, data warehouse performance and optimization, pattern mining, matrix-based mining techniques and stream, sensor and time-series mining |
| Bibliography |
Includes bibliographical references and index |
| Notes |
Print version record |
| Subject |
Data warehousing -- Congresses
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Database searching -- Congresses
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Data mining -- Congresses
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Informatique.
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Data mining
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Data warehousing
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Database searching
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| Genre/Form |
proceedings (reports)
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Conference papers and proceedings
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Conference papers and proceedings.
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Actes de congrès.
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| Form |
Electronic book
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| Author |
Cuzzocrea, Alfredo, 1974-
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Dayal, Umeshwar.
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| LC no. |
2011934786 |
| ISBN |
9783642235443 |
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3642235441 |
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