Big Data, Cloud and Applications: Third International Conference, BDCA 2018, Kenitra, Morocco, April 4–5, 2018, Revised Selected Papers PDF
Preview Big Data, Cloud and Applications: Third International Conference, BDCA 2018, Kenitra, Morocco, April 4–5, 2018, Revised Selected Papers
Youness Tabii Mohamed Lazaar Mohammed Al Achhab Nourddine Enneya (Eds.) Communications in Computer and Information Science 872 Big Data, Cloud and Applications Third International Conference, BDCA 2018 Kenitra, Morocco, April 4–5, 2018 Revised Selected Papers 123 Communications in Computer and Information Science 872 Commenced Publication in 2007 Founding and Former Series Editors: Phoebe Chen, Alfredo Cuzzocrea, Xiaoyong Du, Orhun Kara, Ting Liu, Dominik Ślęzak, and Xiaokang Yang Editorial Board Simone Diniz Junqueira Barbosa Pontifical Catholic University of Rio de Janeiro (PUC-Rio), Rio de Janeiro, Brazil Joaquim Filipe Polytechnic Institute of Setúbal, Setúbal, Portugal Igor Kotenko St. Petersburg Institute for Informatics and Automation of the Russian Academy of Sciences, St. Petersburg, Russia Krishna M. Sivalingam Indian Institute of Technology Madras, Chennai, India Takashi Washio Osaka University, Osaka, Japan Junsong Yuan University at Buffalo, The State University of New York, Buffalo, USA Lizhu Zhou Tsinghua University, Beijing, China More information about this series at http://www.springer.com/series/7899 Youness Tabii Mohamed Lazaar (cid:129) Mohammed Al Achhab Nourddine Enneya (Eds.) (cid:129) Big Data, Cloud and Applications Third International Conference, BDCA 2018 – Kenitra, Morocco, April 4 5, 2018 Revised Selected Papers 123 Editors Youness Tabii Mohammed AlAchhab Abdelmalek Essaâdi University Abdelmalek Essaâdi University Tétouan Tétouan Morocco Morocco MohamedLazaar Nourddine Enneya Abdelmalek Essaâdi University UniversitéIbn-Tofail Tétouan Tétouan Morocco Morocco ISSN 1865-0929 ISSN 1865-0937 (electronic) Communications inComputer andInformationScience ISBN 978-3-319-96291-7 ISBN978-3-319-96292-4 (eBook) https://doi.org/10.1007/978-3-319-96292-4 LibraryofCongressControlNumber:2018948223 ©SpringerNatureSwitzerlandAG2018 Thisworkissubjecttocopyright.AllrightsarereservedbythePublisher,whetherthewholeorpartofthe material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission or information storageandretrieval,electronicadaptation,computersoftware,orbysimilarordissimilarmethodologynow knownorhereafterdeveloped. Theuseofgeneraldescriptivenames,registerednames,trademarks,servicemarks,etc.inthispublication doesnotimply,evenintheabsenceofaspecificstatement,thatsuchnamesareexemptfromtherelevant protectivelawsandregulationsandthereforefreeforgeneraluse. Thepublisher,theauthorsandtheeditorsaresafetoassumethattheadviceandinformationinthisbookare believedtobetrueandaccurateatthedateofpublication.Neitherthepublishernortheauthorsortheeditors give a warranty, express or implied, with respect to the material contained herein or for any errors or omissionsthatmayhavebeenmade.Thepublisherremainsneutralwithregardtojurisdictionalclaimsin publishedmapsandinstitutionalaffiliations. ThisSpringerimprintispublishedbytheregisteredcompanySpringerNatureSwitzerlandAG Theregisteredcompanyaddressis:Gewerbestrasse11,6330Cham,Switzerland Preface We are happy to present you this book, Big Data, Cloud and Applications, which is a collection of papers that were presented at the 3rd International Conference on Big DataCloudandApplications,BDCA2018.TheconferencetookplaceonApril04–05, 2018, in Kenitra, Morocco. The book consisted ofnine chapters, which correspond tothe four majorareas that are covered during the conference, namely, Big Data, Cloud Computing, Maching Learning, Deep Learning, Data Analysis, Neural Networks, Information System and Social Media, Natural Language Processing, Image Processing and Applications. Every year BDCA attracted researchers from all over the world, and this year was not an exception – we received 99 submissions from 12 countries. More importantly, there were participants from many countries, which indicates that the conference is truly gaining more and more international recognition as it brought together a vast numberofspecialistswhorepresentedtheaforementionedfieldsandshareinformation abouttheirnewestprojects.Sincewestrivedtomaketheconferencepresentationsand proceedingsofthehighestqualitypossible,weonlyacceptedpapersthatpresentedthe results of various investigations directed to the discovery of new scientific knowledge intheareaofBigData,CloudComputingandtheirapplications.Hence,only45papers wereacceptedforpublishing(i.e.,45%acceptancerate).Allthepaperswerereviewed and selected by the Program Committee, which comprised 96 reviewers from over 58 academic institutions. As usual, each submission was reviewed following a double processby atleast tworeviewers.When necessary, some ofthe papers were reviewed bythreeorfourreviewers.Ourdeepestthanksandappreciationgotoallthereviewers for devoting their precious time to produce truly through reviews and feedback to the authors. July 2018 Youness Tabii Mohamed Lazaar Mohammed Al Achhab Nourddine Enneya Organization The 3rdInternational Conference onBig Data,Cloud andApplications (BDCA 2018) wasorganizedbyAbdelmalekEssaadiUniversityandIbnTofailUniversityandwasin Kenitra, Morocco (April 04–05, 2018). General Chairs Youness Tabii NationalSchoolofAppliedSciences(ENSA),Tetouan, Morocco Nourddine Enneya Faculty of Sciences, Kenitra, Morocco Local Organizing Committee Nourddine Enneya FS, Ibn Tofail University, Kenitra, Morocco Jihane Alami Chentoufi FS, Ibn Tofail University, Kenitra, Morocco Jalal Laassiri FS, Ibn Tofail University, Kenitra, Morocco Abdelalim Sadiq FS, Ibn Tofail University, Kenitra, Morocco Youness Tabii ENSA, Abdelmalek Essaadi University, Tetouan, Morocco Mohamed Lazaar ENSA, Abdelmalek Essaadi University, Tetouan, Morocco Mohamed Al Achhab ENSA, Abdelmalek Essaadi University, Tetouan, Morocco Mohamed Chrayah ENSA, Abdelmalek Essaadi University, Tetouan, Morocco Btissam Dkhissi ENSA, Abdelmalek Essaadi University, Tetouan, Morocco Program Committee Hamid R. Arabnia University of Georgia, USA Abdelkaher Ait Ibn Zohr University, Morocco Abdelouahad Noura Aknin FS, Abdelmalek Essaadi University, Morocco Adel Alimi REGIM, Sfax University, Tunisia Mohammed Al Achhab ENSA, Abdelmalek Essaadi University, Morocco Naoual Attaoui FS, Abdelmalek Essaadi University, Morocco Abderrahim Azouani Mohammed 1st University, Morocco Jenny Benois-Pineau Bordeaux University, France Abdellah Abouabdellah ENSA, Ibn Tofail University, Morocco Amel Benazza Supcom Carthage University, Tunisia VIII Organization Kamal Baraka Cadi Ayyad University, Morocco Mohamed Batouche Constantine University 2, Algeria Lamia Benameur FS, Abdelmalek Essaadi University, Morocco Hamid Bennis EST, Moulay Ismail University, Morocco Mohamed Ben Halima REGIM, Sfax University, Tunisia Fadila Bentayeb Lyon 2 University, France Samir Bennani EMI, Mohammed V University, Morocco Thierry Berger Limoges University, France Kamel Besbes FSM, University of Monastir, Tunisia Mustapha Boushaba Montréal University, Canada Aoued Boukelif University of Sidi-Bel-Abbès, Algeria Abdelhak Boulaalam FP, Sidi Mohamed Ben Abdellah University, Morocco Abdelhani Boukrouche Guelma University, Algeria Jaouad Boukachour ISEL le Havre, France Omar Boussaid Lyon 2 University, France Anne Canteaut Inria-Rocquencourt, France Claude Carlet Paris 8 University, France Mohamed Chrayah ENSA, Abdelmalek Essaadi University, Morocco Habiba Chaoui ENSA, Ibn Tofail University, Morocco Btissam Dkhissi ENSA, Abdelmalek Essaadi University, Morocco Abdellatif El Afia ENSIAS, Mohammed V University, Morocco Nabil El Akkad ENSA, Hassan 1st University, Morocco Youssouf El Allioui Hassan 1st University, Morocco Younès El Bouzekri El ENSA, Ibn Tofail University, Morocco Idrissi Abdelaziz El Hibaoui FS, Abdelmalek Essaadi University, Morocco Mohammed Elghzaoui FP, University Mohammed 1st, Morocco Kamal Eddine El Kadiri ENSA, University of Abdelmalek Essaadi, Morocco Said El Kafhali Hassan 1st University, Morocco Yasser Elmadani Elalami Sidi Mohamed Ben Abdellah University, Morocco Abderrahim El Mhouti FST, Mohammed 1st University, Morocco Mourad El Yadari FP, Moulay Ismail University, Morocco El Mokhtar En-Naimi FST, Abdelmalek Essaadi University, Morocco Noureddine Ennahnahi Sidi Mohamed Ben Abdellah University, Morocco Karim El Moutaouakil ENSA, Mohammed 1st University, Morocco Nourddine Enneya Faculty of Sciences, Kenitra, Morocco Abdelkarim Erradi Qatar University, Doha, Qatar Mohamed Ettaouil FST, Sidi Mohamed Ben Abdellah University, Morocco Siti Zaiton Mohd Hashim University Teknologi, Malaysia Adel Hafiane INSA Centre Val de Loire, France Abdelhakim Hafid Montréal University, Canada Abderrahmane Habbal Inria Sophia Antipolis, France Faïez Gargouri University of Sfax, Tunisia Youssef Ghanou EST, Moula Ismail University, Morocco Khalid Haddouch ENSA, Mohammed 1st University, Morocco Organization IX Ebroul Izquierdo Queen Mary, University of London, UK Mohamed Hanini Hassan 1st University, Morocco Yanguo Jing London Metropolitan University, UK Ismail Jellouli FS, Abdelmalek Essaadi University, Morocco Joel J. P. C. Rodrigues Beira Interior University, Portugal Asiya Khan Plymouth University, UK Mejdi Kaddour Oran University, Algeria Eleni Karatza Aristotle University of Thessaloniki, Greece Hichem Karray REGIM, Sfax University, Tunisia Epaminondas Kapetanios FST, WU, London, UK Driss Laanaoui Cadi Ayyad University, Morocco Tarik Lamoudan University of King Khalid, Abha, KSA Yacine Lafifi Guelma University, Algeria Mohamed Lazaar ENSA, Abdelmalek Essaadi University, Morocco Mark Leeson School of Engineering, University of Warwick, UK Pascal Lorenz University of Haute Alsace, France Chakir Loqman FS, Sidi Mohamed Ben Abdellah University, Morocco Lin Ma Huawei Noah’s Ark Lab, Hong Kong, China Mostafa Merras Sidi Mohamed Ben Abdellah University, Morocco Souham Meshoul University Constantine 2, Algeria Abdellatif Medouri ENSA, Abdelmalek Essaadi University, Morocco Safia Nait-Bahloul Oran University, Algeria Nidal Nasser Alfaisal University, KSA Rachid Oulad Haj Thami ENSIAS, Mohammed V University, Morocco Barbaros Preveze Çankaya University, Turkey Gabriella Sanniti Di Baja ICAR-CNR, Naples, Italy Abdelalim Sadiq FS, Ibn Tofail University, Morocco Chafik Samir University of Clermont Auvergne, France M’hamed Ait Kbir FST, Abdelmalek Essaadi University, Morocco Khaled Salah Khalifa University, Abu Dhabi, UAE Hassan Satori Mohammed 1st University, Morocco Patrick Siarry Paris-Est Créteil University, France Hassan Silkan FS, Chouaib Doukkali University, Morocco Sahbi Sidhom Lorraine University, Nancy, France Mohammad Stanford University, USA Shokoohi-Yekta Youness Tabii ENSA, Abdelmalek Essaadi University, Morocco Nawel Takouachet ESTIA Technopole Izarbel – France Jamal Zbitou Hassan 1st University, Morocco Abdelhamid Zouhair ENSA, Mohammed 1st University, Morocco Ali Wali REGIM Sfax University, Tunisia Said Elhajji Mohammed V University, Rabat, Morocco Contents Big Data Informal Learning in Twitter: Architecture of Data Analysis Workflow and Extraction of Top Group of Connected Hashtags. . . . . . . . . . . . . . . . . . 3 Abdelmajid Chaffai, Larbi Hassouni, and Houda Anoun A MapReduce-Based Adjoint Method to Predict the Levenson Self Report Psychopathy Scale Value. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 16 Manal Zettam, Jalal Laassiri, and Nourdddine Enneya Big Data Optimisation Among RDDs Persistence in Apache Spark. . . . . . . . 29 Khadija Aziz, Dounia Zaidouni, and Mostafa Bellafkih Cloud Computing QoS in the Cloud Computing: A Load Balancing Approach Using Simulated Annealing Algorithm. . . . . . . . . . . . . . . . . . . . . . . . . . . . 43 Mohamed Hanine and El Habib Benlahmar A Proposed Approach to Reduce the Vulnerability in a Cloud System. . . . . . 55 Chaimae Saadi and Habiba Chaoui A Multi-factor Authentication Scheme to Strength Data-Storage Access. . . . . 67 Soufiane Sail and Halima Bouden A Novel Text Encryption Algorithm Based on the Two-Square Cipher and Caesar Cipher . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 78 Mohammed Es-Sabry, Nabil El Akkad, Mostafa Merras, Abderrahim Saaidi, and Khalid Satori Machine Learning Improving Sentiment Analysis of Moroccan Tweets Using Ensemble Learning . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 91 Ahmed Oussous, Ayoub Ait Lahcen, and Samir Belfkih Comparative Study of Feature Engineering Techniques for Disease Prediction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 105 Khandaker Tasnim Huq, Abdus Selim Mollah, and Md. Shakhawat Hossain Sajal
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