| Description |
1 online resource (xiv, 374 pages) : illustrations |
| Series |
Lecture notes in computer science, 0302-9743 ; 8057 |
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LNCS sublibrary. SL 3, Information systems and application, incl. Internet/Web and HCI |
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Lecture notes in computer science ; 8057.
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LNCS sublibrary. SL 3, Information systems and applications, incl. Internet/Web, and HCI.
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| Contents |
Modeling and ETL. An Analytics-Aware Conceptual Model for Evolving Graphs / Amine Ghrab [and others] -- Declarative Expression and Optimization of Data-Intensive Flows / Georgia Kougka, Anastasios Gounaris -- Tabular Web Data: Schema Discovery and Integration / Prudhvi Janga, Karen C. Davis -- Query Optimization and Parallelism. Uncoupled MapReduce: A Balanced and Efficient Data Transfer Model / Jie Zhang [and others] -- Efficient Evaluation of Ad-Hoc Range Aggregates / Christian Ammendola, Michael H. Böhlen, Johann Gamper -- SPIN: Concurrent Workload Scaling over Data Warehouses / João Pedro Costa, Pedro Furtado -- Spatial Data Warehouses and Applications. Lily: A Geo-Enhanced Library for Location Intelligence / Matteo Golfarelli [and others] -- Discovering Co-location Patterns in Datasets with Extended Spatial Objects / Aibek Adilmagambetov, Osmar R. Zaiane, Alvaro Osornio-Vargas -- SOLAP4epidemiologist: A Spatial Data Warehousing Application in Epidemiology Domain / Assuntina Cembalo [and others] |
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Text Mining and OLAP. Document Difficulty Framework for Semi-automatic Text Classification / Miguel Martinez-Alvarez, Alejandro Bellogin, Thomas Roelleke -- Knowledge-Free Table Summarization / Dino Ienco [and others]-- Recommendation and Prediction. Predicting Your Next OLAP Query Based on Recent Analytical Sessions / Marie-Aude Aufaure [and others] -- Where Will You Go? Mobile Data Mining for Next Place Prediction / João Bártolo Gomes, Clifton Phua, Shonali Krishnaswamy -- An Extended Local Hierarchical Classifier for Prediction of Protein and Gene Functions / Luiz Henrique de Campos Merschmann, Alex Alves Freitas -- Data Mining Optimization and Machine Learning Techniques. Supervised Dimensionality Reduction via Nonlinear Target Estimation / Josif Grabocka, Lucas Drumond, Lars Schmidt-Thieme -- Concurrent Execution of Data Mining Queries for Spatial Collocation Pattern Discovery / Pawel Boinski, Maciej Zakrzewicz -- Depth-First Traversal over a Mirrored Space for Non-redundant Discriminative Itemsets / Yoshitaka Kameya, Hiroki Asaoka |
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Mining and Processing Data Stream. Stream Mining of Frequent Patterns from Delayed Batches of Uncertain Data / Fan Jiang, Carson Kai-Sang Leung -- Fast Causal Network Inference over Event Streams / Saurav Acharya, Byung Suk Lee -- SSCJ: A Semi-Stream Cache Join Using a Front-Stage Cache Module / M. Asif Naeem [and others] -- Clustering and Data Mining Applications. Metrics to Support the Evaluation of Association Rule Clustering / Veronica Oliveira de Carvalho, Fabiano Fernandes dos Santos, Solange Oliveira Rezende -- An Automatic Email Management Approach Using Data Mining Techniques / Gunjan Soni, C.I. Ezeife -- A Data Mining-Based Wind Power Forecasting Method: Results for Wind Power Plants in Turkey / Mehmet Barış Özkan [and others] -- Disease Occurrence Prediction Based on Spatio-temporal Characterization -- A Mesoscale Study for Knowledge and Pattern Discovery / Vipul Raheja, K.S. Rajan -- Population Estimation Mining Using Satellite Imagery / Kwankamon Dittakan [and others] |
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Social Network and Graph Mining. GMAC: A Seed-Insensitive Approach to Local Community Detection / Lianhang Ma [and others] -- Finding Maximal Overlapping Communities / Eileen H.-C. Wei, Yun Sing Koh, Gillian Dobbie -- Minimal Vertex Unique Labelled Subgraph Mining / Wen Yu [and others] -- Event Sequence and Web Mining. A Hybrid Graph-Based Method for Concept Rule Discovery / Alev Mutlu, Pinar Karagoz -- Applications of Concurrent Access Patterns in Web Usage Mining / Jing Lu, Malcolm Keech, Cuiqing Wang -- Cell-at-a-Time Approach to Lazy Evaluation of Dimensional Aggregations / Peter Thanisch [and others] -- MAF: A Method for Detecting Temporal Associations from Multiple Event Sequences / Han Liang |
| Summary |
This book constitutes the refereed proceedings of the 15th International Conference on Data Warehousing and Knowledge Discovery, DaWaK 2013 held in Prague, Czech Republic, in August 2013. The 24 revised full papers and 8 short papers presented were carefully reviewed and selected from 89 submissions. The papers are organized in topical sections on modeling and ETL, query optimization and parallelism, spatial data warehouses and applications, text mining and OLAP, recommendation and prediction, data mining optimization and machine learning techniques, mining and processing data streams, clustering and data mining applications, social network and graph mining, and event sequence and Web mining |
| Bibliography |
Includes bibliographical references and index |
| Subject |
Data warehousing -- Congresses
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Data mining -- Congresses
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Data mining.
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Data Mining
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Information Storage and Retrieval
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Data mining
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Data warehousing
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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 |
Bellatreche, Ladjel, 1968- editor.
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Mohania, Mukesh, editor
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| ISBN |
9783642401312 |
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3642401317 |
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3642401309 |
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9783642401305 |
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