Handbook of Research on Machine Learning Innovations and Trends

Description

"This book consists of three sections. In the first section, many state-of-the-art techniques are discussed and analyzed, in the second one, different applications-based machine learning are presented, while innovative machine learning applications are presented in the third section of the book"-- List of Contributors Table of Contents Detailed Table of Contents Preface Section 1: State-of-the-Art Techniques 1 T-Spanner Problem: Genetic Algorithms for the T-Spanner Problem • Riham Moharam, Ehab Morsy, Ismail A. Ismail 2 Breast Cancer Diagnosis Using Relational Discriminant Analysis of Malignancy-Associated Changes • Dmitry Klyushin, Natalia Boroday, Kateryna Golubeva, Maryna Prysiazhna, Maksym Shlykov 3 Early-Stage Ovarian Cancer Diagnosis Using Fuzzy Rough Sets with SVM Classification • Nora Shoaip, Mohammed Elmogy, Alaa M. Riad, Hosam Zaghloul, Farid A. Badria 4 Data Storage Security Service in Cloud Computing: Challenges and Solutions • Alshaimaa Abo-alian, Nagwa L. Badr, Mohamed F. Tolba 5 Workload Management Systems for the Cloud Environment • Eman A. Maghawry, Rasha M. Ismail, Nagwa L. Badr, Mohamed F. Tolba 6 Segmentation of Brain Tumor from MRI Images Based on Hybrid Clustering Techniques • Eman A. Abdel Maksoud, Mohammed Elmogy, Rashid Mokhtar Al-Awadi 7 Localization and Mapping for Indoor Navigation: Survey • Heba Gaber, Mohamed Marey, Safaa Amin, Mohamed F. Tolba 8 Enzyme Function Classification: Reviews, Approaches, and Trends • Mahir M. Sharif, Alaa Tharwat, Aboul Ella Hassanien, Hesham A. Hefny 9 A Review of Vessel Segmentation Methodologies and Algorithms: Comprehensive Review • Gehad Hassan, Aboul Ella Hassanien 10 Cloud Services Publication and Discovery • Yasmine M. Afify, Ibrahim F. Moawad, Nagwa L. Badr, Mohamed F. Tolba Section 2: Applications-Based Machine Learning 11 Enhancement of Data Quality in Health Care Industry: A Promising Data Quality Approach • Asmaa S. Abdo, Rashed K. Salem, Hatem M. Abdul-Kader 12 Investigation of Software Reliability Prediction Using Statistical and Machine Learning Methods • Pradeep Kumar, Abdul Wahid 13 Fuzzy-Based Approach for Reducing the Impacts of Climate Changes on Agricultural Crops • Ahmed M. Gadallah, Assem H. Mohammed 14 Directional Multi-Scale Stationary Wavelet-Based Representation for Human Action Classification • M. N. Al-Berry, Mohammed A.-M. Salem, H. M. Ebeid, A. S. Hussein, Mohamed F. Tolba 15 Data Streams Processing Techniques Data Streams Processing Techniques • Fatma Mohamed, Rasha M. Ismail, Nagwa L. Badr, Mohamed F. Tolba 16 A Preparation Framework for EHR Data to Construct CBR Case-Base • Shaker El-Sappagh, Mohammed Elmogy, Alaa M. Riad, Hosam Zaghloul, Farid A. Badria 17 Detecting Significant Changes in Image Sequences • Sergii Mashtalir, Olena Mikhnova 18 Multiple Sequence Alignment Optimization Using Meta-Heuristic Techniques • Mohamed Issa, Aboul Ella Hassanien 19 Recent Survey on Medical Image Segmentation • Mohammed A.-M. Salem, Alaa Atef, Alaa Salah, Marwa Shams 20 Machine Learning Applications in Breast Cancer Diagnosis • Syed Jamal Safdar Gardezi, Mohamed Meselhy Eltoukhy, Ibrahima Faye 21 A Hybrid Optimization Algorithm for Single and Multi-Objective Optimization Problems • Rizk M. Rizk-Allah, Aboul Ella Hassanien 22 Neuro-Imaging Machine Learning Techniques for Alzheimer’s Disease Diagnosis • Gehad Ismail Sayed, Aboul Ella Hassanien 23 Swarm Intelligence Based on Remote Sensing Image Fusion: Comparison between the Particle Swarm Optimization and the Flower Pollination Algorithm • Reham Gharbia, Aboul Ella Hassanien 24 Grey Wolf Optimization-Based Segmentation Approach for Abdomen CT Liver Images • Abdalla Mostafa, Aboul Ella Hassanien, Hesham A. Hefny 25 3D Watermarking Approach Using Particle Swarm Optimization Algorithm • Mona M. Soliman, Aboul Ella Hassanien 26 Particle Swarm Optimization: A Tutorial • Alaa Tharwat, Tarek Gaber, Aboul Ella Hassanien, Basem E. Elnaghi 27 A Comparison of Open Source Data Mining Tools for Breast Cancer Classification • Ahmed AbdElhafeez Ibrahim, Atallah Ibrahin Hashad, Negm Eldin Mohamed Shawky 28 2D and 3D Intelligent Watermarking • Mourad R. Mouhamed, Ashraf Darwish, Aboul Ella Hassanien Section 3: Innovative ML Applications 29 Differential Evolution Algorithm with Space Reduction for Solving Large-Scale Global Optimization Problems • Ahmed Fouad Ali, Nashwa Nageh Ahmed 30 Interpreting Brain Waves • Noran Magdy El-Kafrawy, Doaa Hegazy, Mohamed F. Tolba 31 Data Clustering Using Sine Cosine Algorithm: Data Clustering Using SCA • Vijay Kumar, Dinesh Kumar 32 Complex-Valued Neural Networks: A New Learning Strategy Using Particle Swarm Optimization • Mohammed E. El-Telbany, Samah Refat, Engy I. Nasr 33 Text Classification: New Fuzzy Decision Tree Model • Ben Elfadhl Mohamed Ahmed, Ben Abdessalem Wahiba 34 PAGeneRN: Parallel Architecture for Gene Regulatory Network • Dina Elsayad, A. Ali, Howida A. Shedeed, Mohamed F. Tolba 35 Hybrid Wavelet-Neuro-Fuzzy Systems of Computational Intelligence in Data Mining Tasks • Yevgeniy Bodyanskiy, Olena Vynokurova, Oleksii Tyshchenko 36 On Combining Nature-Inspired Algorithms for Data Clustering • Hanan Ahmed, Howida A. Shedeed, Safwat Hamad, Mohamed F. Tolba 37 A Fragile Watermarking Chaotic Authentication Scheme Based on Fuzzy C-Means for Image Tamper Detection • Kamal Hamouda, Mohammed Elmogy, B. S. El-Desouky 38 New Mechanisms to Enhance the Performances of Arabic Text Recognition System: Feature Selection • Marwa Amara, Kamel Zidi 39 Bio-Inspired Optimization Algorithms for Arabic Handwritten Characters • Ahmed.T. Sahlol, Aboul Ella Hassanien 40 Telemetry Data Mining Techniques, Applications, and Challenges • Sara Ahmed, Tarek Gaber, Aboul Ella Hassanien 41 Enhanced Breast Cancer Diagnosis System Using Fuzzy Clustering Means Approach in Digital Mammography • Mohammed A. Osman, Ashraf Darwish, Ayman E. Khedr, Atef Z. Ghalwash, Aboul Ella Hassanien 42 TAntNet-4: A Threshold-Based AntNet Algorithm with Improved Scout Behavior • Ayman M. Ghazy, Hesham A. Hefny 43 Digital Images Segmentation Using a Physical-Inspired Algorithm • Diego Oliva, Aboul Ella Hassanien 44 A Proposed Architecture for Key Management Schema in Centralized Quantum Network • Ahmed Farouk, Mohamed Elhoseny, Josep Batle, Mosayeb Naseri, Aboul Ella Hassanien 45 Secure Image Processing and Transmission Schema in Cluster-Based Wireless Sensor Network • Mohamed Elhoseny, Ahmed Farouk, Josep Batle, Abdulaziz Shehab, Aboul Ella Hassanien 46 Color Invariant Representation and Applications • Abdelhameed Ibrahim, Takahiko Horiuchi, Shoji Tominaga, Aboul Ella Hassanien 47 An Efficient Approach for Community Detection in Complex Social Networks Based on Elephant Swarm Optimization Algorithm • Khaled Ahmed, Aboul Ella Hassanien, Ehab Ezzat 48 Designing Multilayer Feedforward Neural Networks Using Multi-Verse Optimizer • Mohamed F. Hassanin, Abdullah M. Shoeb, Aboul Ella Hassanien Compilation of References About the Contributors Index