This book presents the refereed proceedings of the third International Conference on Advanced Machine Learning Technologies and Applications, AMLTA 2018, held in Cairo, Egypt, on February 22–24, 2018, and organized by the Scientific Research Group in Egypt (SRGE). The papers cover current research in machine learning, big data, Internet of Things, biomedical engineering, fuzzy logic, security, and intelligence swarms and optimization.
Spis treści
Content.- .- Part(1) Swarm intelligence and optimzation.- A Hybrid Grey Wolf-Bat Algorithm for Global Optimization.- Fractional Order Sliding Mode PID Controller/Observer for Continuous Nonlinear Switched Systems with PSO Parameter Tuning.- Modified Optimal Foraging Algorithm for Parameters Optimization of Support Vector Machine .- Pareto based Bat Algorithm for Multi Objectives Multiple Constraints Optimization in GMPLS Networks .- Fish Image Segmentation using Salp Swarm Algorithm .- Swarming behaviors of chicken for predicting posts on Facebook branding pages.- Enhancing AGDE algorithm using population size reduction for global numerical optimization.- Simulated Annealing based Quantum Inspired Automatic Clustering Technique .- Hybrid grasshopper optimization algorithm and support vector machines for automatic seizure detection in EEG Signals .- A Novel Genetic Algorithm Based k-means Algorithm for Cluster Analysis .- Pairwise Global Sequence Alignment using Sine-Cosine Optimization Algorithm.- An automated fish species identification system based on crow search algorithm .- Part(2) Fuzzy Logic and applications.- Design and implementation of Fuzzy PID controller into Multi agent Smart Library System Prototype.- Fuzzy Logic controller with color vision system tracking for mobile manipulator robot .- Interactive Fuzzy Cellular Automata for Fast Person Re-Identification.- Decision Support System for Determination of Forces Applied in Orthodontic based on Fuzzy Logic.- Part (3) Advanced Machine Learning and Applications.- Behaviorally-Based Textual Similarity Engine for Matching Job-Seekers with Jobs .- Machine Learning: A Convergence of Emerging Technologies in Computing.- Discrimination of Satellite Signals from Opencast Mining of Mineral Ores of Hematite and Uranium using Digital Image Processing and Geostatistical Algorithms.- Detecting Cross-Site Scripting Attacks using Machine Learning.- Text Mining Approach to Extract Associations between Obesity and Arabic Herbal Plants.- A Reinforcement Learning-based Adaptive Learning System.- Performance Evaluation of SVM-Based Amazighe Named Entity Recognition.- Trained Neural Networks Ensembles Weight Connections Analysis .- An Empirical Analysis of User Behavior for P2P IPTV Workloads.- Intelligent Decision Framework to Explore And control Infection Of Hepatitis C Virus .- Supervised Rainfall Learning Model using Machine Learning Algorithms.- Reducing Stage Weight Estimation Error of Slow Task Detection in Map Reduce Scheduling .- Analysis of Complete-Link Clustering for Identifying Multi-attributes Software Quality Data .- Student Profile in E-learning Environment Based on Two-Dimensional Ontologies .- Comparative Sentiment Analysis on a Set of Movie Reviews using Deep Learning Approach .- Medical Equipment Failure Rate Analysis Using Supervised Machine Learning .- Part(4) Big data and classification.- Big-Data Aggregating, Linking, Integrating and Representing using Semantic Web Technologies .- Computer Aided Diagnostic System for Automatic Detection of Brain Tumor through MRI Using Clustering Based Segmentation Technique and SVM Classifier .- Feature selection using Genetic algorithm for big data .- Prediction of Liver Diseases Based on Machine Learning Technique for Big Data .- Stance Detection in Tweets Using a Majority Vote Classifier.- A Comparative Study of Classification Methods for Flash Memory Error Rate Prediction .- Opinion extraction and classification of real time You Tube cooking recipes comments.- A Framework for Big Data Analysis in Smart Cities .- Performance Enhancement of Distributed Clustering for Big Data Analytics.- Open Circuit Fault Diagnosis of Cascaded H-Bridge MLI using k-NN Classifier based on PPCA.- Improved Production Key Performance Indicators (KPI’s) Using Intelligent-Manufacturing Execution Systems (I-MES).- Improving Land-Cover and Crop-Types Classification of Sentinel-2 Satellite Images .- GPU-based CAPSO with N-Dimension Particles.- Machine Learning and Big Data Processing: A Technological Perspective and Review .- Harnessing the power of Big Data in Science.- Building Online Social Network Dataset for Arabic Text Classification.- Breast Cancer Detection and Classification using Thermography: A Review .- An Optimized K-Nearest Neighbor Algorithm for Extending Wireless Sensor Network Lifetime .- Efficient Sentiment Analysis Approach Using Feature Selection and Classifier Ensemble.- Part(5) Intelligent Systems and Applications.- Development of an Ontology Based Solution for Energy Saving Through a Smart Home in the City of Adrar in Algeria .- Embeddings of Categorical Variables for Sequential Data in Fraud Context.- Hybrid Information Filtering Engine for Personalized Job Recommender System .- Behaviorally-Based Textual Similarity Engine for Matching Job-Seekers with Jobs .- Adaptive Task Scheduling on Multicore Processors .- PFast NCA: Parallel Fast Network Component Analysis for gene regulatory network.- Robots That Can Mix Serious With Fun.- Dialect versus MSA Sentiment Analysis.- Energy Aware Optimized Hierarchical Routing Technique for Wireless Sensor Networks.- Multi-filter Score-level Fusion for Fingerprint Verification.- Color Image Segmentation of Fishes with Complex Background in Water.- Analysis of Credit Risk Prediction using ARSk NN.- Dental Age Estimation in East Asian Population with Least Squares Regression.- Text Mining Approach to Analyse Stock Market Movement .- Stock Market Real Time Recommender Model Using Apache Spark Framework.- Patient Fingerprint Minutiae based Medical Image Watermarking and Adaptive Integrity.- Toward a Secure and Robust Medical Image Watermarking in Untrusted Environment.- Gray matter volume abnormalities in the reward system in first-episode patients with major depressive disorder