DMIN'15
The 2015 International Conference on Data Mining
Foreword
SESSION: REAL-WORLD DATA MINING APPLICATIONS,
CHALLENGES, AND PERSPECTIVES
The Need for Big Data Collection and Analysis to Support the Development of
3
an Advanced Maintenance Strategy
David Baglee, Salla Marttonen, Diego Galar
Financial Footnote Analysis: Developing a Text Mining Approach
10
Maryam Heidari, Carsten Felden
Product' s Quality Prediction with Respect to Equipments Data
17
Mariam Melhem, Bouchra Ananou, Mohand Djeziri, Mustapha Ouladsine, Jacques
Pinaton
eMaintenance Platform for Performing Data Fusion Mutation on Machine
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Tools
Victor Simon, Diego Galar, David Baglee
Selecting a Classification Ensemble and Detecting Process Drift in an Evolving 31
Data Stream
Alejandro Heredia-Langner, Luke Rodriguez, Andy Lin, Jennifer Webster
Reliability Evaluation of Underground Power Cables with Probabilistic
37
Models
Hassan Mashad Nemati, Anita Sant’Anna, Sławomir Nowaczyk
Use of Social Networks Sites (SNSs) as A Collaborative Learning Technique:
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Survey Analysis and Mining Approach
Nevine Labib, Ahmed Sabry, Rasha Mostafa, Edward Morcos
Wavelet-Coupled Machine Learning Methods for Drought Forecast Utilizing
50
Hybrid Meteorological and Remotely-Sensed Data
Robin Tan, Marek Perkowski
A Hierarchical Clustering Approach to Analyze Similarities between Sea
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Surface Temperature Patterns in the Caribbean
Marc Boumedine
Interactive Data Quality Assistance – An Approach for Min(d)ing the Quality 62
of Data
Nadia El Bekri, Elisabeth Peinsipp-Byma
SESSION: SEGMENTATION, CLUSTERING, ASSOCIATION +
WEB / TEXT / MULTIMEDIA MINING + SOFTWARE
AHC based Word Clustering considering Feature Similarity
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Taeho Jo
Extraction of Relevant Entities in Textual Documents. Modeling Intelligence
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Maps
Isnard Martins, Edgard Martins
Graph-based Link Prediction in Cross-session Task Identification
78
Chao Xu, Mingzhu Zhu, Wei Xiong, Yi-fang Wu
Learning Temporal Regression Models and Voronoi Tessellation for Job
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Offers Recommendation
Sidahmed Benabderrahmane, Nedra Mellouli, Myriam Lamolle, Jean-Baptiste
Gabriel
Using Text Mining of Amazon Reviews to Explore User-defined Product
92
Highlights and Issues
Lleyana Jack, Yi-fang Tsai
How Can We Measure the Similarity Between Resumes of Selected Candidates 99
for a Job?
Luis Adrian Cabrera-Diego, Barthelemy Durette, Matthieu Lafon, Juan-Manuel
Torres-Moreno, Marc El-Beze
A Language-Based and Process-Oriented Approach for Supporting the
107
Knowledge Discovery Processes
Hesham Mansour, Daniel Duchamp, Carl-Arndt Krapp
Exploiting Temporal Patterns of Hot Events in Weibo
116
Jiakun Huang, Kai Niu, Zhiqiang He
SESSION: REGRESSION AND CLASSIFICATION
Efficient Classifier over Stream Sliding Window using Associative
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Classification
Prasanna Lakshmi Kompalli, Ramesh Kumar Reddy Cherku
Identifying Causes of Neonatal Mortality from Observational Data: A
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Bayesian Network Approach
Kevin Wilson, Dennis Wallace, Shivaprasad Goudar, Douglas Theriaque, Elizabeth
McClure
Learning Decision Trees from Histogram Data
139
Ram Gurung, Tony Lindgren, Henrik Bostrom
Comparison Between Random Forest Algorithm and J48 Decision Trees
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Applied to the Classification of Power Quality Disturbances
Fabbio Borges, Ricardo Fernandes, Lucas Moraes, Ivan Silva
Modelling Ground-Level Ozone Concentration using Ensemble Learning
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Algorithms
Eman Al Abri, Eran Edirisinghe, Amin Nawadha
Automatic Detection Of Small Groups Of Persons, Influential Members,
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Relations And Hierarchy In Written Conversations Using Fuzzy Logic
French Pope, Rouzbeh Shirvani, Mugizi Rwebangira, Mohamed Chouikha, Ayo
Taylor, Andres Ramirez, Amirsina Torfi
A Machine Learning Approach for Business Intelligence Analysis using
162
Commercial Shipping Transaction Data
Lisa Bramer, Samrat Chatterjee, Aimee Holmes, Sean Robinson, Steven
Bradley, Bobbie-Jo Webb-Robertson
Document Outline