Buch, Englisch, 300 Seiten, Format (B × H): 152 mm x 229 mm
Applications in Data Exploration
Buch, Englisch, 300 Seiten, Format (B × H): 152 mm x 229 mm
ISBN: 978-0-443-33136-7
Verlag: Elsevier Science
Multilevel Quantum Metaheuristics: Applications in Data Exploration explores the most recent advances in hybrid quantum-inspired algorithms. Combining principles of quantum mechanics with metaheuristic techniques for efficient data optimization, this book examines multilevel quantum systems characterized by qudits and higher-level quantum states as more robust alternatives to conventional bilevel quantum approaches. It introduces novel multilevel applications of quantum metaheuristics for addressing optimization problems in areas including function optimization, data analysis, scheduling, and signal processing. The book also showcases real-world examples, case studies, and contributions that emphasize the effectiveness of proposed multilevel techniques over existing bilevel methods. Researchers, professionals, and engineers working on intelligent computing, quantum computing, data processing, clustering, and analysis, and those interested in the synergies between quantum computing, metaheuristics, and multilevel quantum systems for enhanced data exploration and analysis will find this book to be of great value.
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Weitere Infos & Material
1. Introduction
2. A Multilevel Quantum System-based Simulated Annealing for Function Optimization
3. Entanglement-Induced Qutrits-based Multilevel Quantum Sperm Motility Algorithm for Automatic Data Clustering
4. An Optimized Qutrit-based Quantum Fuzzy Deep Neural Network for MRI Image Segmentation and Brain Tumor Classification
5. A Multilevel Quantum Bee Colony Algorithm with Social Learning Strategy and Its Application to Thresholding Image Segmentation
6. A Fuzzy Decision-based Quantum Multi-Objective Evolutionary Method for Video Summarization
7. A Multilevel Quantum Genetic Algorithm-based Feature Fusion Strategy for Human Face Identification in Information Security
8. Cancer Gene Expression Data Analysis Using Hybrid Quantum Rough Set Theoretic Clustering
9. A Qudit-inspired Differential Evolution-based Hybrid Evolutionary Technique for Air Quality Control
10. Economic Load Dispatch Strategy using a Multilevel Quantum-Inspired Ant Colony Optimization Technique with Transmission Losses
11. A Multiobjective Quantum-Inspired Gravitational Search Algorithm for Wireless Sensor Network Optimization
12. Task allocation optimization in Robotic Swarm using an Asynchronous Quantum-Inspired Elephant Herd Optimization Algorithm
13. A Quantum-Inspired Rats Herd Optimization Algorithm for Multi-objective Task Scheduling in Cloud Computing Systems 14: Conclusion