Big Data, Cloud and Applications: Third International Conference, BDCA 2018, Kenitra, Morocco, April 4–5, 2018, Revised Selected Papers

561 Pages·2018·42.84 MB·English

by  Youness Tabii

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
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Pontifical Catholic University of Rio de Janeiro (PUC-Rio),
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Polytechnic Institute of Setúbal, Setúbal, Portugal
Igor Kotenko
St. Petersburg Institute for Informatics and Automation of the Russian
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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
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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