Machine learning for cloud management. (2021)

• Record Type: Book
• Further Information: Note: Jitendra Kumar, Ashutosh Kumar Singh, Anand Mohan, Rajkumar Buyya.
• Authors: Kumar, Jitendra, 1975-; Singh, Ashutosh Kumar; (Of Indian Institute of Technology), Mohan, Anand; Buyya, Rajkumar, 1970-
• Contents: List of Figures List of Tables Preface; Author Bios Abbreviations Introduction ; 1.1 CLOUD COMPUTING 1.2 CLOUD MANAGEMENT 1.2.1 Workload Forecasting 1.2.2 Load Balancing 1.3 MACHINE LEARNING 1.3.1 Artificial Neural Network 1.3.2 Metaheuristic Optimization Algorithms 1.3.3 Time Series Analysis 1.4 WORKLOAD TRACES 1.5 EXPERIMENTAL SETUP & EVALUATION METRICS 1.6 STATISTICAL TESTS 1.6.1 Wilcoxon Signed-Rank Test 1.6.2 Friedman Test 1.6.3 Finner Test Time Series Models ; 2.1 AUTOREGRESSION 2.2 MOVING AVERAGE 2.3 AUTOREGRESSIVE MOVING AVERAGE 2.4 AUTOREGRESSIVE INTEGRATED MOVING AVERAGE 2.5 EXPONENTIAL SMOOTHING 2.6 EXPERIMENTAL ANALYSIS 2.6.1 Forecast Evaluation 2.6.2 Statistical Analysis Error Preventive Time Series Models ; 3.1 ERROR PREVENTION SCHEME 3.2 PREDICTIONS IN ERROR RANGE 3.3 MAGNITUDE OF PREDICTIONS 3.4 ERROR PREVENTIVE TIME SERIES MODELS 3.4.1 Error Preventive Autoregressive Moving Average 3.4.2 Error Preventive Auto Regressive Integrated Moving Average 3.4.3 Error Preventive Exponential Smoothing 3.5 PERFORMANCE EVALUATION 3.5.1 Comparative Analysis 3.5.2 Statistical Analysis Metaheuristic Optimization Algorithms ; 4.1 SWARM INTELLIGENCE ALGORITHMS IN PREDICTIVE MODEL 4.1.1 Particle Swarm Optimization 4.1.2 Firefly Search Algorithm 4.2 EVOLUTIONARY ALGORITHMS IN PREDICTIVE MODEL 4.2.1 Genetic Algorithm 4.2.2 Differential Evolution 4.3 NATURE INSPIRED ALGORITHMS IN PREDICTIVE MODEL 4.3.1 Harmony Search 4.3.2 Teaching Learning Based Optimization 4.4 PHYSICS INSPIRED ALGORITHMS IN PREDICTIVE MODEL 4.4.1 Gravitational Search Algorithm 4.4.2 Blackhole Algorithm 4.5 STATISTICAL PERFORMANCE ASSESSMENT Evolutionary Neural Networks ; 5.1 NEURAL NETWORK PREDICTION FRAMEWORK DESIGN 5.2 NETWORK LEARNING 5.3 RECOMBINATION OPERATOR STRATEGY LEARNING 5.3.1 Mutation Operator 5.3.1.1 DE/current to best/1 5.3.1.2 DE/best/1 5.3.1.3 DE/rand/1 5.3.2 Crossover Operator 5.3.2.1 Ring Crossover 5.3.2.2 Heuristic Crossover 5.3.2.3 Uniform Crossover 5.3.3 Operator Learning Process 5.4 ALGORITHMS AND ANALYSIS 5.5 FORECAST ASSESSMENT 5.5.1 Short Term Forecast 5.5.2 Long Term Forecast 5.6 COMPARATIVE ANALYSIS Self Directed Learning ; 6.1 NON-DIRECTED LEARNING BASED FRAMEWORK 6.1.1 Non-Directed Learning 6.2 SELF-DIRECTED LEARNING BASED FRAMEWORK 6.2.1 Self Directed Learning 6.2.2 Cluster Based Learning 6.2.3 Complexity analysis 6.3 FORECAST ASSESSMENT 6.3.1 Short Term Forecast 6.3.1.1 Web Server Workloads 6.3.1.2 Cloud Workloads 6.4 LONG TERM FORECAST 6.4.0.1 Web Server Workloads 6.4.0.2 Cloud Workloads 6.5 COMPARATIVE & STATISTICAL ANALYSIS Ensemble Learning ; 7.1 EXTREME LEARNING MACHINE 7.2 WORKLOAD DECOMPOSITION PREDICTIVE FRAMEWORK 7.2.1 Framework Design 7.3 ELM ENSEMBLE PREDICTIVE FRAMEWORK 7.3.1 Ensemble Learning 7.3.2 Expert Architecture Learning 7.3.3 Expert Weight Allocation 7.4 SHORT TERM FORECAST EVALUATION 7.5 LONG TERM FORECAST EVALUATION 7.6 COMPARATIVE ANALYSIS Load Balancing ; 8.1 MULTI-OBJECTIVE OPTIMIZATION 8.2 RESOURCE EFFICIENT LOAD BALANCING FRAMEWORK 8.3 SECURE AND ENERGY AWARE LOAD BALANCING FRAMEWORK 8.3.1 Side Channel Attacks 8.3.2 Ternary Objective VM Placement 8.4 SIMULATION SETUP 8.5 HOMOGENEOUS VM PLACEMENT ANALYSIS 8.6 HETEROGENEOUS VM PLACEMENT ANALYSIS Bibliography Index
• Edition: 1st
• Publisher Details: Boca Raton : Chapman & Hall/CRC
• Publication Date: 2021
• Extent: 1 online resource, illustrations (black and white)
• Subjects: 004.6782; Cloud computing; Machine learning
• Languages: English
• ISBNs: 9781000476613; 9781000476590; 9781003110101
• Related ISBNs: 9780367626488; 9780367622565
• Notes: Note: Includes bibliographical references and index.; Note: Description based on CIP data; resource not viewed.
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.