Efficient Learning Machines : Theories, Concepts, and Applications for Engineers and System Designers. - Awad, Mariette; Khanna, Rahul (Berkeley, CA : Apress L. P., 2015)
Pareto Optimality -- Dominance Relationship -- Performance Measure -- Machine Learning: Evolutionary Algorithms -- Genetic Algorithm -- Genetic Programming -- Multiobjective Optimization: An Evolutionary Approach -- Weighted-Sum Approach -- Vector-Evaluated Genetic Algorithm -- Multiobjective Genetic Algorithm -- Niched Pareto Genetic Algorithm -- Nondominated Sorting Genetic Algorithm -- Strength Pareto Evolutionary Algorithm -- Strength of Solutions -- Fitness of P Solutions -- Clustering -- Strength Pareto Evolutionary Algorithm II -- Pareto Archived Evolutionary Strategy -- Pareto Envelope-Based Selection Algorithm -- Pareto Envelope-Based Selection Algorithm II -- Elitist Nondominated Sorting Genetic Algorithm -- Example: Multiobjective Optimization -- Objective Functions -- References -- Chapter 11: Machine Learning in Action: Examples -- Viable System Modeling -- Example 1: Workload Fingerprinting on a Compute Node -- Phase Determination -- Fingerprinting -- Size Attribute -- Phase Attribute -- Pattern Attribute -- Forecasting -- Example 2: Dynamic Energy Allocation -- Learning Process: Feature Selection -- Learning Process: Optimization Planning -- Learning Process: Monitoring -- Model Training: Procedure and Evaluation -- Example 3: System Approach to Intrusion Detection -- Modeling Scheme -- Observed (Emission) States -- Hidden States -- Intrusion Detection System Architecture -- Profiles and System Considerations -- Sensor Data Measurements -- Summary -- References -- Index.
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Electronic reproduction. Ann Arbor, Michigan : ProQuest Ebook Central, 2023. Available via World Wide Web. Access may be limited to ProQuest Ebook Central affiliated libraries.
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