Handbook of Research on Machine Learning Innovations and Trends

Description

Continuous improvements in technological applications have allowed more opportunities to develop automated systems. This not only leads to higher success in smart data analysis, but it increases the overall probability of technological progression. The Handbook of Research on Machine Learning Innovations and Trends is a key resource on the latest advances and research regarding the vast range of advanced systems and applications involved in machine intelligence. Highlighting multidisciplinary studies on decision theory, intelligent search, and multi-agent systems, this publication is an ideal reference source for professionals and researchers working in the field of machine learning and its applications. 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