Handbook of Research on Machine Learning Innovations and Trends

1270 Pages·2017·55.975 MB·English

by  Ella Hassanien, Tarek Gaber

Handbook of Research
on Machine Learning
Innovations and Trends
Aboul Ella Hassanien
Cairo University, Egypt
Tarek Gaber
Suez Canal University, Egypt
A volume in the Advances in Computational
Intelligence and Robotics (ACIR) Book Series
Published in the United States of America by
IGI Global
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Library of Congress Cataloging-in-Publication Data
Names: Hassanien, Aboul Ella, editor. | Gaber, Tarek, 1975- editor.
Title: Handbook of research on machine learning innovations and trends /
Aboul Ella Hassanien and Tarek Gaber, editors.
Description: Hershey, PA : Information Science Reference, [2017] | Includes
bibliographical references and index.
Identifiers: LCCN 2016056940| ISBN 9781522522294 (hardcover) | ISBN
9781522522300 (ebook)
Subjects: LCSH: Machine learning--Technological innovations. | Machine
learning--Industrial applications.
Classification: LCC Q325.5 .H3624 2017 | DDC 006.3/1--dc23 LC record available at https://lccn.loc.gov/2016056940

This book is published in the IGI Global book series Advances in Computational Intelligence and Robotics (ACIR) (ISSN:
2327-0411; eISSN: 2327-042X)
British Cataloguing in Publication Data
A Cataloguing in Publication record for this book is available from the British Library.
All work contributed to this book is new, previously-unpublished material. The views expressed in this book are those of the
authors, but not necessarily of the publisher.
For electronic access to this publication, please contact: [email protected].
Advances in Computational
Intelligence and Robotics
(ACIR) Book Series
Ivan Giannoccaro
University of Salento, Italy
ISSN:2327-0411
EISSN:2327-042X
Mission
While intelligence is traditionally a term applied to humans and human cognition, technology has pro-
gressed in such a way to allow for the development of intelligent systems able to simulate many human
traits. With this new era of simulated and artificial intelligence, much research is needed in order to
continue to advance the field and also to evaluate the ethical and societal concerns of the existence of
artificial life and machine learning.
The Advances in Computational Intelligence and Robotics (ACIR) Book Series encourages
scholarly discourse on all topics pertaining to evolutionary computing, artificial life, computational
intelligence, machine learning, and robotics. ACIR presents the latest research being conducted on di-
verse topics in intelligence technologies with the goal of advancing knowledge and applications in this
rapidly evolving field.
Coverage
• Synthetic Emotions
IGI Global is currently accepting manuscripts
• Robotics
for publication within this series. To submit a pro-
• Natural language processing
posal for a volume in this series, please contact our
• Brain Simulation
Acquisition Editors at [email protected]
• Fuzzy Systems
or visit: http://www.igi-global.com/publish/.
• Automated Reasoning
• Computational Logic
• Artificial Life
• Algorithmic Learning
• Cognitive Informatics
The Advances in Computational Intelligence and Robotics (ACIR) Book Series (ISSN 2327-0411) is published by IGI Global, 701 E.
Chocolate Avenue, Hershey, PA 17033-1240, USA, www.igi-global.com. This series is composed of titles available for purchase individually;
each title is edited to be contextually exclusive from any other title within the series. For pricing and ordering information please visit http://
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teaching purposes. The views expressed in this series are those of the authors, but not necessarily of IGI Global.
Titles in this Series
For a list of additional titles in this series, please visit: www.igi-global.com/book-series
Handbook of Research on Soft Computing and Nature-Inspired Algorithms
Shishir K. Shandilya (Bansal Institute of Research and Technology, India) Smita Shandilya (Sagar Institute of
Research Technology and Science, India) Kusum Deep (Indian Institute of Technology Roorkee, India) and Atulya
K. Nagar (Liverpool Hope University, UK)
Information Science Reference • copyright 2017 • 627pp • H/C (ISBN: 9781522521280) • US $280.00 (our price)
Membrane Computing for Distributed Control of Robotic Swarms Emerging Research and Opportunities
Andrei George Florea (Politehnica University of Bucharest, Romania) and Cătălin Buiu (Politehnica University
of Bucharest, Romania)
Information Science Reference • copyright 2017 • 119pp • H/C (ISBN: 9781522522805) • US $160.00 (our price)
Recent Developments in Intelligent Nature-Inspired Computing
Srikanta Patnaik (SOA University, India)
Information Science Reference • copyright 2017 • 264pp • H/C (ISBN: 9781522523222) • US $185.00 (our price)
Ubiquitous Machine Learning and Its Applications
Pradeep Kumar (Maulana Azad National Urdu University, India) and Arvind Tiwari (DIT University, India)
Information Science Reference • copyright 2017 • 258pp • H/C (ISBN: 9781522525455) • US $185.00 (our price)
Advanced Image Processing Techniques and Applications
N. Suresh Kumar (VIT University, India) Arun Kumar Sangaiah (VIT University, India) M. Arun (VIT University,
India) and S. Anand (VIT University, India)
Information Science Reference • copyright 2017 • 439pp • H/C (ISBN: 9781522520535) • US $290.00 (our price)
Advanced Research on Biologically Inspired Cognitive Architectures
Jordi Vallverdú (Universitat Autònoma de Barcelona, Spain) Manuel Mazzara (Innopolis University, Russia) Max
Talanov (Kazan Federal University, Russia) Salvatore Distefano (University of Messina, Italy & Kazan Federal
University, Russia) and Robert Lowe (University of Gothenburg, Sweden & University of Skövde, Sweden)
Information Science Reference • copyright 2017 • 297pp • H/C (ISBN: 9781522519478) • US $195.00 (our price)
Theoretical and Practical Advancements for Fuzzy System Integration
Deng-Feng Li (Fuzhou University, China)
Information Science Reference • copyright 2017 • 415pp • H/C (ISBN: 9781522518488) • US $200.00 (our price)
701 East Chocolate Avenue, Hershey, PA 17033, USA
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List of Contributors
Abdel Maksoud, Eman A./Mansoura University, Egypt................................................................114
Abdo, Asmaa S./Menoufia University, Egypt..................................................................................230
Abdul-Kader, Hatem M./Menoufia University, Egypt....................................................................230
Abo-alian, Alshaimaa /Ain Shams University, Egypt........................................................................61
Afify, Yasmine M./Ain Shams University, Egypt.............................................................................204
Ahmed, Ben Elfadhl Mohamed/Higher Institute of Management, Tunisia...................................740
Ahmed, Hanan /Ain Shams University, Egypt.................................................................................826
Ahmed, Khaled /Cairo University, Egypt......................................................................................1062
Ahmed, Nashwa Nageh/Suez Canal University, Egypt...................................................................671
Ahmed, Sara /Al Azhar University, Egypt & Scientific Research Group in Egypt (SRGE),
Egypt.............................................................................................................................................915
Al-Awadi, Rashid Mokhtar/Mansoura University, Egypt..............................................................114
Al-Berry, M. N./Ain Shams University, Egypt.................................................................................295
Ali, A. /Ain Shams University, Egypt................................................................................................762
Ali, Ahmed Fouad/Suez Canal University, Egypt...........................................................................671
Amara, Marwa /SOIE Laboratory, Tunisia....................................................................................879
Amin, Safaa /Ain-Shams University, Egypt.....................................................................................136
Atef, Alaa /Ain Shams University, Egypt.........................................................................................424
Badr, Nagwa L./Ain Shams University, Egypt................................................................61,94,204,320
Badria, Farid A./Mansoura University, Egypt...........................................................................43,345
Batle, Josep /Universitat de les Illes Balears, Spain...............................................................997,1022
Bodyanskiy, Yevgeniy /Kharkiv National University of Radio Electronics, Ukraine.....................787
Boroday, Natalia /National Academy of Sciences of Ukraine, Ukraine............................................22
Darwish, Ashraf /Helwan University, Egypt & Scientific Research Group in Egypt (SRGE),
Egypt......................................................................................................................................652,925
Ebeid, H. M./Ain Shams University, Egypt......................................................................................295
El-Desouky, B. S./Mansoura University, Egypt...............................................................................856
Elhoseny, Mohamed /Mansoura University, Egypt & Scientific Research Group in Egypt
(SRGE), Egypt.....................................................................................................................997,1022
El-Kafrawy, Noran Magdy/Ain Shams University, Egypt..............................................................695
Elmogy, Mohammed /Mansoura University, Egypt.....................................................43,114,345,856
Elnaghi, Basem E./Suez Canal University, Egypt...........................................................................614
El-Sappagh, Shaker /Mansoura University, Egypt.........................................................................345
Elsayad, Dina /Ain Shams University, Egypt...................................................................................762
El-Telbany, Mohammed E./Electronics Research Institute, Egypt.................................................727


Eltoukhy, Mohamed Meselhy/Suez Canal University, Egypt.........................................................465
Ezzat, Ehab /Cairo University, Egypt............................................................................................1062
Farouk, Ahmed /Zewail City of Science and Technology, Egypt & Mansoura University,
Egypt....................................................................................................................................997,1022
Faye, Ibrahima /Universiti Teknologi Petronas, Malaysia..............................................................465
Gaber, Heba /Ain-Shams University, Egypt.....................................................................................136
Gaber, Tarek /Suez Canal University, Egypt............................................................................614,915
Gadallah, Ahmed M./Cairo University, Egypt...............................................................................272
Gardezi, Syed Jamal Safdar/Universiti Teknologi Petronas, Malaysia.........................................465
Ghalwash, Atef Z./Helwan University, Egypt.................................................................................925
Gharbia, Reham /Nuclear Materials Authority, Egypt...................................................................541
Ghazy, Ayman M./Cairo University, Egypt.....................................................................................942
Golubeva, Kateryna /Kyiv National Taras Shevchenko University, Ukraine....................................22
Hamad, Safwat /Ain Shams University, Egypt................................................................................826
Hamouda, Kamal /Mansoura University, Egypt.............................................................................856
Hashad, Atallah Ibrahin/Arab Academy for Science, Technology, and Maritime Transport,
Egypt.............................................................................................................................................636
Hassan, Gehad /Fayoum University, Egypt & Scientific Research Group in Egypt (SRGE), Egypt187
Hassanien, Aboul Ella/Cairo University, Egypt & Scientific Research Group in Egypt (SRGE),
Egypt.......161,187,409,491,522,541,562,582,614,652,897,915,925,975,997,1022,1041,1062,1076
Hassanin, Mohamed F./Fayoum University, Egypt......................................................................1076
Hefny, Hesham A./Cairo University, Egypt......................................................................161,562,942
Hegazy, Doaa /Ain Shams University, Egypt...................................................................................695
Horiuchi, Takahiko /Chiba University, Japan..............................................................................1041
Hussein, A. S./Arab Open University, Kuwait.................................................................................295
Ibrahim, Abdelhameed /Mansoura University, Egypt..................................................................1041
Ibrahim, Ahmed AbdElhafeez/Arab Academy for Science, Technology, and Maritime
Transport, Egypt...........................................................................................................................636
Ismail, Ismail A./6 October University, Egypt....................................................................................1
Ismail, Rasha M./Ain Shams University, Egypt..........................................................................94,320
Issa, Mohamed /Zagazig University, Egypt.....................................................................................409
Khedr, Ayman E./Helwan University, Egypt...................................................................................925
Klyushin, Dmitry /Kyiv National Taras Shevchenko University, Ukraine........................................22
Kumar, Dinesh /GJUS&T, India.....................................................................................................715
Kumar, Pradeep /Maulana Azad National Urdu University, India.................................................251
Kumar, Vijay /Thapar University, India..........................................................................................715
Maghawry, Eman A./Ain Shams University, Egypt..........................................................................94
Marey, Mohamed /Ain-Shams University, Egypt............................................................................136
Mashtalir, Sergii /Kharkiv National University of Radio Electronics, Ukraine..............................379
Mikhnova, Olena /Kharkiv Petro Vasylenko National Technical University of Agriculture,
Ukraine.........................................................................................................................................379
Moawad, Ibrahim F./Ain Shams University, Egypt.........................................................................204
Mohamed, Fatma /Ain Shams University, Egypt............................................................................320
Mohammed, Assem H./Cairo University, Egypt.............................................................................272
Moharam, Riham /Suez Canal University, Egypt...............................................................................1
Morsy, Ehab /Suez Canal University, Egypt........................................................................................1

Mostafa, Abdalla /Cairo University, Egypt.....................................................................................562
Mouhamed, Mourad R./Helwan University, Egypt & Scientific Research Group in Egypt
(SRGE), Egypt..............................................................................................................................652
Naseri, Mosayeb /Islamic Azad University, Kermanshah, Iran.......................................................997
Nasr, Engy I./Ain Shams University, Egypt.....................................................................................727
Oliva, Diego /Tecnológico de Monterrey, Mexico & Universidad de Guadajalara, Mexico &
Tomsk Polytechnic University, Russia & Scientific Research Group in Egypt (SRGE), Egypt....975
Osman, Mohammed A./Helwan University, Egypt.........................................................................925
Prysiazhna, Maryna /Kyiv National Taras Shevchenko University, Ukraine...................................22
Refat, Samah /Ain Shams University, Egypt....................................................................................727
Riad, Alaa M./Mansoura University, Egypt...............................................................................43,345
Rizk-Allah, Rizk M./Menoufia University, Egypt...........................................................................491
Sahlol, Ahmed.T. /Damietta University, Egypt & Scientific Research Group in Egypt (SRGE),
Egypt.............................................................................................................................................897
Salah, Alaa /Ain Shams University, Egypt.......................................................................................424
Salem, Mohammed A.-M./Ain Shams University, Egypt.........................................................295,424
Salem, Rashed K./Menoufia University, Egypt...............................................................................230
Sayed, Gehad Ismail/Cairo University, Egypt & Scientific Research Group in Egypt (SRGE),
Egypt.............................................................................................................................................522
Shams, Marwa /Ain Shams University, Egypt.................................................................................424
Sharif, Mahir M./Cairo University, Egypt & Omdurman Islamic University, Sudan & Scientific
Research Group in Egypt (SRGE), Egypt.....................................................................................161
Shawky, Negm Eldin Mohamed/Arab Academy for Science, Technology, and Maritime
Transport, Egypt...........................................................................................................................636
Shedeed, Howida A./Ain Shams University, Egypt..................................................................762,826
Shehab, Abdulaziz /Mansoura University, Egypt.........................................................................1022
Shlykov, Maksym /Kyiv National Taras Shevchenko University, Ukraine........................................22
Shoaip, Nora /Mansoura University, Egypt.......................................................................................43
Shoeb, Abdullah M./Taibah University, Saudi Arabia..................................................................1076
Soliman, Mona M./Scientific Research Group in Egypt, Egypt......................................................582
Tharwat, Alaa /Suez Canal University, Egypt & Cairo University, Egypt & Scientific Research
Group in Egypt (SRGE), Egypt.............................................................................................161,614
Tolba, Mohamed F./Ain Shams University, Egypt......................61,94,136,204,295,320,695,762,826
Tominaga, Shoji /Chiba University, Japan....................................................................................1041
Tyshchenko, Oleksii /Kharkiv National University of Radio Electronics, Ukraine........................787
Vynokurova, Olena /Kharkiv National University of Radio Electronics, Ukraine.........................787
Wahiba, Ben Abdessalem/Taif University, Saudi Arabia...............................................................740
Wahid, Abdul /Maulana Azad National Urdu University, India.....................................................251
Zaghloul, Hosam /Mansoura University, Egypt.........................................................................43,345
Zidi, Kamel /University of Tabouk, Saudi Arabia...........................................................................879
Table of Contents
Preface...........................................................................................................................................xxxviii
Volume I
Section 1
State-of-the-Art Techniques
Chapter 1
T-SpannerProblem:GeneticAlgorithmsfortheT-SpannerProblem....................................................1
Riham Moharam, Suez Canal University, Egypt
Ehab Morsy, Suez Canal University, Egypt
Ismail A. Ismail, 6 October University, Egypt
Chapter 2
BreastCancerDiagnosisUsingRelationalDiscriminantAnalysisofMalignancy-Associated
Changes.................................................................................................................................................22
Dmitry Klyushin, Kyiv National Taras Shevchenko University, Ukraine
Natalia Boroday, National Academy of Sciences of Ukraine, Ukraine
Kateryna Golubeva, Kyiv National Taras Shevchenko University, Ukraine
Maryna Prysiazhna, Kyiv National Taras Shevchenko University, Ukraine
Maksym Shlykov, Kyiv National Taras Shevchenko University, Ukraine
Chapter 3
Early-StageOvarianCancerDiagnosisUsingFuzzyRoughSetswithSVMClassification................43
Nora Shoaip, Mansoura University, Egypt
Mohammed Elmogy, Mansoura University, Egypt
Alaa M. Riad, Mansoura University, Egypt
Hosam Zaghloul, Mansoura University, Egypt
Farid A. Badria, Mansoura University, Egypt
Chapter 4
DataStorageSecurityServiceinCloudComputing:ChallengesandSolutions..................................61
Alshaimaa Abo-alian, Ain Shams University, Egypt
Nagwa L. Badr, Ain Shams University, Egypt
Mohamed F. Tolba, Ain Shams University, Egypt



Chapter 5
WorkloadManagementSystemsfortheCloudEnvironment...............................................................94
Eman A. Maghawry, Ain Shams University, Egypt
Rasha M. Ismail, Ain Shams University, Egypt
Nagwa L. Badr, Ain Shams University, Egypt
Mohamed F. Tolba, Ain Shams University, Egypt
Chapter 6
SegmentationofBrainTumorfromMRIImagesBasedonHybridClusteringTechniques..............114
Eman A. Abdel Maksoud, Mansoura University, Egypt
Mohammed Elmogy, Mansoura University, Egypt
Rashid Mokhtar Al-Awadi, Mansoura University, Egypt
Chapter 7
LocalizationandMappingforIndoorNavigation:Survey.................................................................136
Heba Gaber, Ain-Shams University, Egypt
Mohamed Marey, Ain-Shams University, Egypt
Safaa Amin, Ain-Shams University, Egypt
Mohamed F. Tolba, Ain-Shams University, Egypt
Chapter 8
EnzymeFunctionClassification:Reviews,Approaches,andTrends.................................................161
Mahir M. Sharif, Cairo University, Egypt & Omdurman Islamic University, Sudan &
Scientific Research Group in Egypt (SRGE), Egypt
Alaa Tharwat, Suez Canal University, Egypt & Cairo University, Egypt & Scientific
Research Group in Egypt (SRGE), Egypt
Aboul Ella Hassanien, Cairo University, Egypt & Scientific Research Group in Egypt
(SRGE), Egypt
Hesham A. Hefny, Cairo University, Egypt
Chapter 9
AReviewofVesselSegmentationMethodologiesandAlgorithms:ComprehensiveReview...........187
Gehad Hassan, Fayoum University, Egypt & Scientific Research Group in Egypt (SRGE),
Egypt
Aboul Ella Hassanien, Cairo University, Egypt & Scientific Research Group in Egypt
(SRGE), Egypt
Chapter 10
CloudServicesPublicationandDiscovery.........................................................................................204
Yasmine M. Afify, Ain Shams University, Egypt
Ibrahim F. Moawad, Ain Shams University, Egypt
Nagwa L. Badr, Ain Shams University, Egypt
Mohamed F. Tolba, Ain Shams University, Egypt