Multilevel Quantum Metaheuristics: Applications in Data Exploration
暫譯: 多層次量子元啟發式演算法:數據探索中的應用

Bhattacharyya, Siddhartha, Roy, Hiranmoy, Platos, Jan

  • 出版商: Academic Press
  • 出版日期: 2026-01-09
  • 售價: $6,840
  • 貴賓價: 9.5$6,498
  • 語言: 英文
  • 頁數: 476
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 0443331367
  • ISBN-13: 9780443331367
  • 相關分類: 量子計算
  • 海外代購書籍(需單獨結帳)

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商品描述

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.

商品描述(中文翻譯)

《多層量子元啟發式演算法:數據探索中的應用》探討了混合量子啟發式演算法的最新進展。這本書結合了量子力學的原則與元啟發式技術,以實現高效的數據優化,並檢視以量子位元(qudits)和更高階量子狀態為特徵的多層量子系統,作為傳統雙層量子方法的更強健替代方案。它介紹了量子元啟發式演算法在解決優化問題方面的創新多層應用,涵蓋了函數優化、數據分析、排程和信號處理等領域。這本書還展示了現實世界的例子、案例研究和貢獻,強調所提出的多層技術相較於現有雙層方法的有效性。從事智能計算、量子計算、數據處理、聚類和分析的研究人員、專業人士和工程師,以及對量子計算、元啟發式和多層量子系統之間的協同效應感興趣的人,將會發現這本書具有很大的價值。