Network Science: Analysis and Optimization Algorithms for Real-World Applications
暫譯: 網路科學:實際應用的分析與優化演算法
Pinheiro, Carlos Andre Reis
- 出版商: Wiley
- 出版日期: 2022-11-08
- 定價: $3,300
- 售價: 9.5 折 $3,135
- 語言: 英文
- 頁數: 352
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 1119898919
- ISBN-13: 9781119898917
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相關分類:
Algorithms-data-structures
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相關主題
商品描述
Network Science offers comprehensive insight on network analysis and network optimization algorithms, with simple step-by-step guides and examples throughout, and a thorough introduction and history of network science, explaining the key concepts and the type of data needed for network analysis, ensuring a smooth learning experience for readers. It also includes a detailed introduction to multiple network optimization algorithms, like minimum-cost network flow, maximum network flow, linear assignment, traveling salesman and vehicle routing problems.
The text is comprised of five chapters, focusing on subgraphs, network analysis, network optimization, and includes a list of case studies, those of which include influence factors in telecommunications, fraud detection in taxpayers, identifying the viral effect in purchasing, finding optimal routes considering public transportation systems, among many others. This insightful book shows how to apply algorithms to solve complex problems in real-life scenarios and shows the math behind these algorithms, enabling readers to learn how to develop them and scrutinize the results.
Written by a highly qualified author with significant experience in the field, Network Science also includes information on:
● Sub-networks, covering connected components, bi-connected components, community detection, k-core decomposition, reach network, projection, nodes similarity and pattern matching
● Network centrality measures, covering degree, influence, clustering coefficient, closeness, betweenness, eigenvector, PageRank, hub and authority
● Network optimization, covering clique, cycle, linear assignment, minimum-cost network flow, maximum network flow problem, minimum cut, minimum spanning tree, path, shortest path, transitive closure, traveling salesman problem, vehicle routing problem and topological sort
With in-depth and authoritative coverage of the subject and many case studies to convey concepts clearly, Network Science is a helpful training resource for professional and industry workers in, telecommunications, insurance, retail, banking, healthcare, public sector, among others, plus as a supplementary reading for an introductory Network Science course for undergraduate students.
商品描述(中文翻譯)
《網路科學》提供了關於網路分析和網路優化演算法的全面見解,並在全書中提供簡單的逐步指南和範例,還有對網路科學的徹底介紹和歷史說明,解釋了網路分析所需的關鍵概念和數據類型,確保讀者能夠順利學習。書中還詳細介紹了多種網路優化演算法,如最小成本網路流、最大網路流、線性指派、旅行推銷員問題和車輛路徑規劃問題。
本書由五個章節組成,重點關注子圖、網路分析、網路優化,並包括案例研究列表,這些案例研究涵蓋了電信中的影響因素、納稅人詐騙檢測、購買中的病毒效應識別、考慮公共交通系統的最佳路徑尋找等多個主題。這本富有洞察力的書籍展示了如何應用演算法來解決現實生活中的複雜問題,並揭示了這些演算法背後的數學,使讀者能夠學習如何開發這些演算法並仔細檢視結果。
本書由一位在該領域具有豐富經驗的高素質作者撰寫,還包括以下資訊:
● 子網路,涵蓋連通分量、雙連通分量、社群檢測、k-核心分解、可達網路、投影、節點相似性和模式匹配
● 網路中心性度量,涵蓋度數、影響力、聚類係數、接近度、中介度、特徵向量、PageRank、樞紐和權威性
● 網路優化,涵蓋團、循環、線性指派、最小成本網路流、最大網路流問題、最小切割、最小生成樹、路徑、最短路徑、傳遞閉包、旅行推銷員問題、車輛路徑規劃問題和拓撲排序
《網路科學》對該主題進行了深入且權威的探討,並通過多個案例研究清晰地傳達概念,是電信、保險、零售、銀行、醫療保健、公部門等專業和行業工作者的有用培訓資源,同時也是本科生網路科學入門課程的補充閱讀材料。
作者簡介
Carlos Pinheiro is a Distinguished Data Scientist at SAS, USA. Dr. Pinheiro received his DSc in Engineering from the Federal University of Rio de Janeiro and has published several papers in international journals and conferences. He is the author of Heuristics in Analytics and Social Network Analysis in Telecommunications, both published by Wiley.
作者簡介(中文翻譯)
Carlos Pinheiro 是美國 SAS 的傑出數據科學家。Pinheiro 博士在里約熱內盧聯邦大學獲得工程學博士學位,並在國際期刊和會議上發表了多篇論文。他是《Heuristics in Analytics》和《Social Network Analysis in Telecommunications》兩本書的作者,均由 Wiley 出版。