Big Data Analytics and Knowledge Discovery: 19th International Conference, DaWaK 2017, Lyon, France, August 28–31, 2017: Proceedings

Front Matter ....Pages I-XIV
Front Matter ....Pages 1-1
 Evaluation of Data Warehouse Design Methodologies in the Context of Big Data  (Francesco Di Tria, Ezio Lefons, Filippo Tangorra)....Pages 3-18
 Optimal Task Ordering in Chain Data Flows: Exploring the Practicality of Non-scalable Solutions  (Georgia Kougka, Anastasios Gounaris)....Pages 19-32
 Exploiting Mathematical Structures of Statistical Measures for Comparison of RDF Data Cubes  (Claudia Diamantini, Domenico Potena, Emanuele Storti)....Pages 33-41
 S2D: Shared Distributed Datasets, Storing Shared Data for Multiple and Massive Queries Optimization in a Distributed Data Warehouse  (Rado Ratsimbazafy, Omar Boussaid, Fadila Bentayeb)....Pages 42-50
Front Matter ....Pages 51-51
 Enforcing Privacy in Cloud Databases  (Somayeh Sobati Moghadam, Jérôme Darmont, Gérald Gavin)....Pages 53-73
 TARDIS: Optimal Execution of Scientific Workflows in Apache Spark  (Daniel Gaspar, Fabio Porto, Reza Akbarinia, Esther Pacitti)....Pages 74-87
 MDA-Based Approach for NoSQL Databases Modelling  (Fatma Abdelhedi, Amal Ait Brahim, Faten Atigui, Gilles Zurfluh)....Pages 88-102
Front Matter ....Pages 103-103
 MiSeRe-Hadoop: A Large-Scale Robust Sequential Classification Rules Mining Framework  (Elias Egho, Dominique Gay, Romain Trinquart, Marc Boullé, Nicolas Voisine, Fabrice Clérot)....Pages 105-119
 An Efficient Map-Reduce Framework to Mine Periodic Frequent Patterns  (Alampally Anirudh, R. Uday Kiran, P. Krishna Reddy, M. Toyoda, Masaru Kitsuregawa)....Pages 120-129
 MapReduce-Based Complex Big Data Analytics over Uncertain and Imprecise Social Networks  (Peter Braun, Alfredo Cuzzocrea, Fan Jiang, Carson Kai-Sang Leung, Adam G. M. Pazdor)....Pages 130-145
Front Matter ....Pages 147-147
 A Case for Abstract Cost Models for Distributed Execution of Analytics Operators  (Rundong Li, Ningfang Mi, Mirek Riedewald, Yizhou Sun, Yi Yao)....Pages 149-163
 Pre-processing and Indexing Techniques for Constellation Queries in Big Data  (Amir Khatibi, Fabio Porto, Joao Guilherme Rittmeyer, Eduardo Ogasawara, Patrick Valduriez, Dennis Shasha)....Pages 164-172
 A Lightweight Elastic Queue Middleware for Distributed Streaming Pipeline  (Weiping Qu, Stefan Dessloch)....Pages 173-182
 Modeling Data Flow Execution in a Parallel Environment  (Georgia Kougka, Anastasios Gounaris, Ulf Leser)....Pages 183-196
Front Matter ....Pages 197-197
 Accelerating K-Means by Grouping Points Automatically  (Qiao Yu, Bi-Ru Dai)....Pages 199-213
 A Machine Learning Trainable Model to Assess the Accuracy of Probabilistic Record Linkage  (Robespierre Pita, Everton Mendonça, Sandra Reis, Marcos Barreto, Spiros Denaxas)....Pages 214-227
 An Efficient Approach for Instance Selection  (Joel Luís Carbonera)....Pages 228-243
 Search Result Personalization in Twitter Using Neural Word Embeddings  (Sameendra Samarawickrama, Shanika Karunasekera, Aaron Harwood, Ramamohanarao Kotagiri)....Pages 244-258
 Diverse Selection of Feature Subsets for Ensemble Regression  (Arvind Kumar Shekar, Patricia Iglesias Sánchez, Emmanuel Müller)....Pages 259-273
 K-Means Clustering Using Homomorphic Encryption and an Updatable Distance Matrix: Secure Third Party Data Clustering with Limited Data Owner Interaction  (Nawal Almutairi, Frans Coenen, Keith Dures)....Pages 274-285
 Reweighting Forest for Extreme Multi-label Classification  (Zhun-Zheng Lin, Bi-Ru Dai)....Pages 286-299
Front Matter ....Pages 301-301
 A Relativistic Opinion Mining Approach to Detect Factual or Opinionated News Sources  (Erhan Sezerer, Selma Tekir)....Pages 303-312
 A Reliability-Based Approach for Influence Maximization Using the Evidence Theory  (Siwar Jendoubi, Arnaud Martin)....Pages 313-326
 Sentiment Analysis on Twitter to Improve Time Series Contextual Anomaly Detection for Detecting Stock Market Manipulation  (Koosha Golmohammadi, Osmar R. Zaiane)....Pages 327-342
 Automatic Segmentation of Big Data of Patent Texts  (Mustafa Sofean)....Pages 343-351
Front Matter ....Pages 353-353
 Tag Me a Label with Multi-arm: Active Learning for Telugu Sentiment Analysis  (Sandeep Sricharan Mukku, Subba Reddy Oota, Radhika Mamidi)....Pages 355-367
 Belief Temporal Analysis of Expert Users: Case Study Stack Overflow  (Dorra Attiaoui, Arnaud Martin, Boutheina Ben Yaghlane)....Pages 368-382
 Leveraging Hierarchy and Community Structure for Determining Influencers in Networks  (Sharanjit Kaur, Rakhi Saxena, Vasudha Bhatnagar)....Pages 383-390
 Using Social Media for Word-of-Mouth Marketing  (Nagendra Kumar, Yash Chandarana, Konjengbam Anand, Manish Singh)....Pages 391-406
Front Matter ....Pages 407-407
 Knowledge Discovery of Complex Data Using Gaussian Mixture Models  (Linfei Zhou, Wei Ye, Claudia Plant, Christian Böhm)....Pages 409-423
 Optimized Mining of Potential Positive and Negative Association Rules  (Parfait Bemarisika, André Totohasina)....Pages 424-432
 Extracting Non-redundant Correlated Purchase Behaviors by Utility Measure  (Wensheng Gan, Jerry Chun-Wei Lin, Philippe Fournier-Viger, Han-Chieh Chao)....Pages 433-446
Front Matter ....Pages 447-447
 Detecting Feature Interactions in Agricultural Trade Data Using a Deep Neural Network  (Jim O’Donoghue, Mark Roantree, Andrew McCarren)....Pages 449-458
 Air Quality Monitoring System and Benchmarking  (Xiufeng Liu, Per Sieverts Nielsen)....Pages 459-470
 Electric Vehicle Charging Station Deployment for Minimizing Construction Cost  (Kai Li, Shuai Wang)....Pages 471-485
Back Matter ....Pages 487-488