Data Warehousing and Knowledge Discovery

1. Front Matter

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2. Data Warehouse Design Methodologies

   1. BPMN-Based Conceptual Modeling of ETL Processes

      • Zineb El Akkaoui, José-Norberto Mazón, Alejandro Vaisman, Esteban Zimányi

      Pages 1-14

   2. Enhancing Coverage and Expressive Power of Spatial Data Warehousing Modeling: The SDWM Approach

      • Alfredo Cuzzocrea, Robson do N. Fidalgo

      Pages 15-29

   3. Sprint Planning Optimization in Agile Data Warehouse Design

      • Matteo Golfarelli, Stefano Rizzi, Elisa Turricchia

      Pages 30-41

3. ETL Methodologies and Tools

   1. Using OCL for Automatically Producing Multidimensional Models and ETL Processes

      • Faten Atigui, Franck Ravat, Olivier Teste, Gilles Zurfluh

      Pages 42-53

   2. A Case Study on Model-Driven Data Warehouse Development

      • Thomas Benker, Carsten Jürck

      Pages 54-64

   3. Integrating ETL Processes from Information Requirements

      • Petar Jovanovic, Oscar Romero, Alkis Simitsis, Alberto Abelló

      Pages 65-80

4. Multidimensional Data Processing and Management

   1. Automatic Transformation of Multi-dimensional Web Tables into Data Cubes

      • Norah Alrayes, Wo-Shun Luk

      Pages 81-92

   2. Differentiated Multiple Aggregations in Multidimensional Databases

      • Ali Hassan, Franck Ravat, Olivier Teste, Ronan Tournier, Gilles Zurfluh

      Pages 93-104

   3. Genetic Algorithms-Based Symbolic Aggregate Approximation

      • Muhammad Marwan Muhammad Fuad

      Pages 105-116

5. Data Warehouse and OLAP Extensions

   1. A Neural-Based Approach for Extending OLAP to Prediction

      • Wiem Abdelbaki, Riadh Ben Messaoud, Sadok Ben Yahia

      Pages 117-129

   2. Mobile Activity Recognition Using Ubiquitous Data Stream Mining

      • João Bártolo Gomes, Shonali Krishnaswamy, Mohamed M. Gaber, Pedro A. C. Sousa, Ernestina Menasalvas

      Pages 130-141

   3. Warehousing Manufacturing Data

      • Christoph Gröger, Johannes Schlaudraff, Florian Niedermann, Bernhard Mitschang

      Pages 142-155

6. Data Warehouse Performance and Optimization

   1. Queen-Bee: Query Interaction-Aware for Buffer Allocation and Scheduling Problem

      • Amira Kerkad, Ladjel Bellatreche, Dominique Geniet

      Pages 156-167

   2. Efficient Distributed Parallel Top-Down Computation of ROLAP Data Cube Using MapReduce

      • Suan Lee, Jinho Kim, Yang-Sae Moon, Wookey Lee

      Pages 168-179

   3. Landmark-Join: Hash-Join Based String Similarity Joins with Edit Distance Constraints

      • Kazuyo Narita, Shinji Nakadai, Takuya Araki

      Pages 180-191

7. Data-Mining and Knowledge-Discovery Techniques

   1. Incremental Itemset Mining Based on Matrix Apriori Algorithm

      • Damla Oguz, Belgin Ergenc

      Pages 192-204

   2. A Fast Algorithm for Frequent Itemset Mining Using Patricia* Structures

      • Jun-Feng Qu, Mengchi Liu

      Pages 205-216

   3. Multi-objective Optimization for Incremental Decision Tree Learning

      • Hang Yang, Simon Fong, Yain-Whar Si

      Pages 217-228

8. Data-Mining and Knowledge-Discovery Applications I

   1. Mining Contextual Preference Rules for Building User Profiles

      • Sandra de Amo, Mouhamadou Saliou Diallo, Cheikh Talibouya Diop, Arnaud Giacometti, Haoyuan D. Li, Arnaud Soulet

      Pages 229-242

This book constitutes the refereed proceedings of the 14th International Conference on Data Warehousing and Knowledge Discovery, DaWaK 2012 held in Vienna, Austria, in September 2012. The 36 revised full papers presented were carefully reviewed and selected from 99 submissions. The papers are organized in topical sections on data warehouse design methodologies, ETL methodologies and tools, multidimensional data processing and management, data warehouse and OLAP extensions, data warehouse performance and optimization, data mining and knowledge discovery techniques, data mining and knowledge discovery applications, pattern mining, data stream mining, data warehouse confidentiality and security, and distributed paradigms and algorithms.

• Web mining
• cloud computing
• data semantics
• decision support
• social networks

• ICAR-CNR and University of Calabria, Rende (CS), Italy

  Alfredo Cuzzocrea

• Hewlett Packard Labs, Palo Alto, USA

  Umeshwar Dayal

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