Big Data, Cloud and Applications: Third International Conference, BDCA 2018, Kenitra, Morocco, April 4–5, 2018, Revised Selected Papers (Communications in Computer and Information Science Book 872)

This book constitutes the thoroughly refereed proceedings of the Third International Conference on Big Data, Cloud and Applications, BDCA 2018, held in Kenitra, Morocco, in April 2018. The 45 revised full papers presented in this book were carefully selected from 99 submissions with a thorough double-blind review process. They focus on the following topics: big data, cloud computing, machine learning, deep learning, data analysis, neural networks, information system and social media, image processing and applications, and natural language processing. Front Matter ....Pages I-XV Front Matter ....Pages 1-1 Informal Learning in Twitter: Architecture of Data Analysis Workflow and Extraction of Top Group of Connected Hashtags (Abdelmajid Chaffai, Larbi Hassouni, Houda Anoun)....Pages 3-15 A MapReduce-Based Adjoint Method to Predict the Levenson Self Report Psychopathy Scale Value (Manal Zettam, Jalal Laassiri, Nourdddine Enneya)....Pages 16-28 Big Data Optimisation Among RDDs Persistence in Apache Spark (Khadija Aziz, Dounia Zaidouni, Mostafa Bellafkih)....Pages 29-40 Front Matter ....Pages 41-41 QoS in the Cloud Computing: A Load Balancing Approach Using Simulated Annealing Algorithm (Mohamed Hanine, El Habib Benlahmar)....Pages 43-54 A Proposed Approach to Reduce the Vulnerability in a Cloud System (Chaimae Saadi, Habiba Chaoui)....Pages 55-66 A Multi-factor Authentication Scheme to Strength Data-Storage Access (Soufiane Sail, Halima Bouden)....Pages 67-77 A Novel Text Encryption Algorithm Based on the Two-Square Cipher and Caesar Cipher (Mohammed Es-Sabry, Nabil El Akkad, Mostafa Merras, Abderrahim Saaidi, Khalid Satori)....Pages 78-88 Front Matter ....Pages 89-89 Improving Sentiment Analysis of Moroccan Tweets Using Ensemble Learning (Ahmed Oussous, Ayoub Ait Lahcen, Samir Belfkih)....Pages 91-104 Comparative Study of Feature Engineering Techniques for Disease Prediction (Khandaker Tasnim Huq, Abdus Selim Mollah, Md. Shakhawat Hossain Sajal)....Pages 105-117 Business Process Instances Scheduling with Human Resources Based on Event Priority Determination (Abir Ismaili-Alaoui, Khalid Benali, Karim Baïna, Jamal Baïna)....Pages 118-130 Hashtag Recommendation Using Word Sequences’ Embeddings (Nada Ben-Lhachemi, El Habib Nfaoui)....Pages 131-143 Towards for Using Spectral Clustering in Graph Mining (Z. Ait El Mouden, R. Moulay Taj, A. Jakimi, M. Hajar)....Pages 144-159 Automatic Classification of Air Pollution and Human Health (Rachida El Morabet, Abderrahmane Adoui El Ouadrhiri, Jaroslav Burian, Said Jai Andaloussi, Said El Mouak, Abderrahim Sekkaki)....Pages 160-170 Front Matter ....Pages 171-171 Deep Semi-supervised Learning for Virtual Screening Based on Big Data Analytics (Meriem Bahi, Mohamed Batouche)....Pages 173-184 Using Deep Learning Word Embeddings for Citations Similarity in Academic Papers (Oumaima Hourrane, Sara Mifrah, El Habib Benlahmar, Nadia Bouhriz, Mohamed Rachdi)....Pages 185-196 Using Unsupervised Machine Learning for Data Quality. Application to Financial Governmental Data Integration (Hanae Necba, Maryem Rhanoui, Bouchra El Asri)....Pages 197-209 Advanced Machine Learning Models for Large Scale Gene Expression Analysis in Cancer Classification: Deep Learning Versus Classical Models (Imene Zenbout, Souham Meshoul)....Pages 210-221 Stemming and Lemmatization for Information Retrieval Systems in Amazigh Language (Amri Samir, Zenkouar Lahbib)....Pages 222-233 Front Matter ....Pages 235-235 Splitting Method for Decision Tree Based on Similarity with Mixed Fuzzy Categorical and Numeric Attributes (Houda Zaim, Mohammed Ramdani, Adil Haddi)....Pages 237-248 Mobility of Web of Things: A Distributed Semantic Discovery Architecture (Ismail Nadim, Yassine El Ghayam, Abdelalim Sadiq)....Pages 249-260 Comparison of Feature Selection Methods for Sentiment Analysis (Soufiane El Mrabti, Mohammed Al Achhab, Mohamed Lazaar)....Pages 261-272 A Hierarchical Nonlinear Discriminant Classifier Trained Through an Evolutionary Algorithm (Ziauddin Ursani, David W. Corne)....Pages 273-288 A Feature Level Fusion Scheme for Robust Speaker Identification (Sara Sekkate, Mohammed Khalil, Abdellah Adib)....Pages 289-300 One Class Genetic-Based Feature Selection for Classification in Large Datasets (Murad Alkubabji, Mohammed Aldasht, Safa Adi)....Pages 301-311 Multiobjective Local Search Based Hybrid Algorithm for Vehicle Routing Problem with Soft Time Windows (Bouziyane Bouchra, Dkhissi Btissam, Cherkaoui Mohammad)....Pages 312-325 Dimension Reduction Techniques for Signal Separation Algorithms (Houda Abouzid, Otman Chakkor)....Pages 326-340 Front Matter ....Pages 341-341 A Probabilistic Vector Representation and Neural Network for Text Classification (Mariem Bounabi, Karim El Moutaouakil, Khalid Satori)....Pages 343-355 Improving Implementation of Keystroke Dynamics Using K-NN and Manhattan Distance (Farida Jaha, Ali Kartit)....Pages 356-366 SARIMA Model of Bioelectic Potential Dataset (Imam Tahyudin, Berlilana, Hidetaka Nambo)....Pages 367-378 New Starting Point of the Continuous Hopfield Network (Khalid Haddouch, Karim El Moutaouakil)....Pages 379-389 Front Matter ....Pages 391-391 A Concise Survey on Content Recommendations (Mehdi Srifi, Badr Ait Hammou, Ayoub Ait Lahcen, Salma Mouline)....Pages 393-405 Toward a Model of Agility and Business IT Alignment (Kawtar Imgharene, Karim Doumi, Salah Baina)....Pages 406-416 Integration of Heterogeneous Classical Data Sources in an Ontological Database (Oussama El Hajjamy, Larbi Alaoui, Mohamed Bahaj)....Pages 417-432 Toward a Solution to Interoperability and Portability of Content Between Different Content Management System (CMS): Introduction to DB2EAV API (Abdelkader Rhouati, Jamal Berrich, Mohammed Ghaouth Belkasmi, Toumi Bouchentouf)....Pages 433-443 Front Matter ....Pages 445-445 Reconstruction of the 3D Scenes from the Matching Between Image Pair Taken by an Uncalibrated Camera (Karima Karim, Nabil El Akkad, Khalid Satori)....Pages 447-463 An Enhanced MSER Based Method for Detecting Text in License Plates (Mohamed Admi, Sanaa El Fkihi, Rdouan Faizi)....Pages 464-474 Similarity Performance of Keyframes Extraction on Bounded Content of Motion Histogram (Abderrahmane Adoui El Ouadrhiri, Said Jai Andaloussi, El Mehdi Saoudi, Ouail Ouchetto, Abderrahim Sekkaki)....Pages 475-486 Front Matter ....Pages 487-487 Modeling and Development of the Linguistic Knowledge Base DELSOM (Fadoua Mansouri, Sadiq Abdelalim, Youness Tabii)....Pages 489-499 Incorporation of Linguistic Features in Machine Translation Evaluation of Arabic (Mohamed El Marouani, Tarik Boudaa, Nourddine Enneya)....Pages 500-511 Effect of the Sub-graphemes’ Size on the Performance of Off-Line Arabic Writer Identification (Nabil Bendaoud, Yaâcoub Hannad, Abdelillah Samaa, Mohamed El Youssfi El Kettani)....Pages 512-522 Arabic Text Generation Using Recurrent Neural Networks (Adnan Souri, Zakaria El Maazouzi, Mohammed Al Achhab, Badr Eddine El Mohajir)....Pages 523-533 Integrating Corpus-Based Analyses in Language Teaching and Learning: Challenges and Guidelines (Imad Zeroual, Anoual El Kah, Abdelhak Lakhouaja)....Pages 534-545 Arabic Temporal Expression Tagging and Normalization (Tarik Boudaa, Mohamed El Marouani, Nourddine Enneya)....Pages 546-557 Back Matter ....Pages 559-560