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19th DaWaK 2017: Lyon, France
- Ladjel Bellatreche, Sharma Chakravarthy:
Big Data Analytics and Knowledge Discovery - 19th International Conference, DaWaK 2017, Lyon, France, August 28-31, 2017, Proceedings. Lecture Notes in Computer Science 10440, Springer 2017, ISBN 978-3-319-64282-6
New Generation Data Warehouses Design
- Francesco Di Tria, Ezio Lefons, Filippo Tangorra:
Evaluation of Data Warehouse Design Methodologies in the Context of Big Data. 3-18 - Georgia Kougka, Anastasios Gounaris:
Optimal Task Ordering in Chain Data Flows: Exploring the Practicality of Non-scalable Solutions. 19-32 - Claudia Diamantini, Domenico Potena
, Emanuele Storti
:
Exploiting Mathematical Structures of Statistical Measures for Comparison of RDF Data Cubes. 33-41 - Rado Ratsimbazafy, Omar Boussaid, Fadila Bentayeb:
S2D: Shared Distributed Datasets, Storing Shared Data for Multiple and Massive Queries Optimization in a Distributed Data Warehouse. 42-50
Cloud and NoSQL Databases
- Somayeh Sobati Moghadam, Jérôme Darmont, Gérald Gavin:
Enforcing Privacy in Cloud Databases. 53-73 - Daniel Gaspar, Fábio Porto, Reza Akbarinia, Esther Pacitti:
TARDIS: Optimal Execution of Scientific Workflows in Apache Spark. 74-87 - Fatma Abdelhédi
, Amal Ait Brahim, Faten Atigui, Gilles Zurfluh:
MDA-Based Approach for NoSQL Databases Modelling. 88-102
Advanced Programming Paradigms
- Elias Egho, Dominique Gay, Romain Trinquart, Marc Boullé, Nicolas Voisine, Fabrice Clérot:
MiSeRe-Hadoop: A Large-Scale Robust Sequential Classification Rules Mining Framework. 105-119 - Alampally Anirudh, R. Uday Kiran
, P. Krishna Reddy, Masashi Toyoda, Masaru Kitsuregawa:
An Efficient Map-Reduce Framework to Mine Periodic Frequent Patterns. 120-129 - Peter Braun, Alfredo Cuzzocrea, Fan Jiang, Carson Kai-Sang Leung
, Adam G. M. Pazdor:
MapReduce-Based Complex Big Data Analytics over Uncertain and Imprecise Social Networks. 130-145
Non-functional Requirements Satisfaction
- Rundong Li, Ningfang Mi, Mirek Riedewald, Yizhou Sun, Yi Yao:
A Case for Abstract Cost Models for Distributed Execution of Analytics Operators. 149-163 - Amir Khatibi, Fábio Porto, João Guilherme Nobre Rittmeyer, Eduardo S. Ogasawara
, Patrick Valduriez, Dennis E. Shasha:
Pre-processing and Indexing Techniques for Constellation Queries in Big Data. 164-172 - Weiping Qu, Stefan Dessloch:
A Lightweight Elastic Queue Middleware for Distributed Streaming Pipeline. 173-182 - Georgia Kougka, Anastasios Gounaris, Ulf Leser:
Modeling Data Flow Execution in a Parallel Environment. 183-196
Machine Learning
- Qiao Yu
, Bi-Ru Dai:
Accelerating K-Means by Grouping Points Automatically. 199-213 - Robespierre Pita
, Everton Mendonça, Sandra Reis, Marcos Barreto
, Spiros C. Denaxas
:
A Machine Learning Trainable Model to Assess the Accuracy of Probabilistic Record Linkage. 214-227 - Joel Luis Carbonera
:
An Efficient Approach for Instance Selection. 228-243 - Sameendra Samarawickrama, Shanika Karunasekera, Aaron Harwood, Ramamohanarao Kotagiri:
Search Result Personalization in Twitter Using Neural Word Embeddings. 244-258 - Arvind Kumar Shekar, Patricia Iglesias Sánchez, Emmanuel Müller:
Diverse Selection of Feature Subsets for Ensemble Regression. 259-273 - Nawal Almutairi, Frans Coenen
, Keith Dures:
K-Means Clustering Using Homomorphic Encryption and an Updatable Distance Matrix: Secure Third Party Data Clustering with Limited Data Owner Interaction. 274-285 - Zhun-Zheng Lin, Bi-Ru Dai:
Reweighting Forest for Extreme Multi-label Classification. 286-299
Social Media and Twitter Analysis
- Erhan Sezerer, Selma Tekir
:
A Relativistic Opinion Mining Approach to Detect Factual or Opinionated News Sources. 303-312 - Siwar Jendoubi, Arnaud Martin:
A Reliability-Based Approach for Influence Maximization Using the Evidence Theory. 313-326 - Koosha Golmohammadi, Osmar R. Zaïane:
Sentiment Analysis on Twitter to Improve Time Series Contextual Anomaly Detection for Detecting Stock Market Manipulation. 327-342 - Mustafa Sofean:
Automatic Segmentation of Big Data of Patent Texts. 343-351
Sentiment Analysis and User Influence
- Sandeep Sricharan Mukku
, Subba Reddy Oota, Radhika Mamidi
:
Tag Me a Label with Multi-arm: Active Learning for Telugu Sentiment Analysis. 355-367 - Dorra Attiaoui, Arnaud Martin, Boutheina Ben Yaghlane:
Belief Temporal Analysis of Expert Users: Case Study Stack Overflow. 368-382 - Sharanjit Kaur
, Rakhi Saxena
, Vasudha Bhatnagar
:
Leveraging Hierarchy and Community Structure for Determining Influencers in Networks. 383-390 - Nagendra Kumar
, Yash Chandarana, Anand Konjengbam, Manish Singh
:
Using Social Media for Word-of-Mouth Marketing. 391-406
Knowledge Discovery
- Linfei Zhou, Wei Ye
, Claudia Plant, Christian Böhm:
Knowledge Discovery of Complex Data Using Gaussian Mixture Models. 409-423 - Parfait Bemarisika, André Totohasina:
Optimized Mining of Potential Positive and Negative Association Rules. 424-432 - Wensheng Gan
, Jerry Chun-Wei Lin, Philippe Fournier-Viger
, Han-Chieh Chao:
Extracting Non-redundant Correlated Purchase Behaviors by Utility Measure. 433-446
Data Flow Management and Optimization
- Jim O'Donoghue, Mark Roantree
, Andrew McCarren
:
Detecting Feature Interactions in Agricultural Trade Data Using a Deep Neural Network. 449-458 - Xiufeng Liu
, Per Sieverts Nielsen
:
Air Quality Monitoring System and Benchmarking. 459-470 - Kai Li, Shuai Wang:
Electric Vehicle Charging Station Deployment for Minimizing Construction Cost. 471-485
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