商品描述
Advanced Filter Structure Handbook: From Design to Optimization is an essential resource for anyone involved in managing and processing large datasets. As data grows exponentially, efficient filtering techniques become increasingly critical to performance and resource management. This book provides a comprehensive guide to understanding and implementing advanced data filters, from traditional Bloom filters to cutting-edge innovations like Ribbon Filter, Bamboo Filter, and SNARF. Unlike other texts that offer only a superficial overview, Advanced Data Filter Architectures delves deep into the structures, operations, and performance of both well-established and novel filters. Divided into four categories--read-only filters, space-elastic filters, streaming filters, and range filters--this book systematically explores the challenges and solutions associated with dynamic space partitioning, streaming data, and range queries. It offers detailed insights into the design principles and implementation methods necessary to develop high-performance filters tailored to specific applications. Ideal for researchers, practitioners, and students in computer science, database management, and big data, this book is more than just a reference--it is a comprehensive toolkit for mastering advanced filtering technologies. By introducing innovative designs that push the boundaries of filter performance, this book not only equips readers with the knowledge to tackle current challenges but also inspires new avenues of research and development. Advanced Data Filter Architectures is a must-have for those looking to stay at the forefront of data filtering technology.
商品描述(中文翻譯)
《進階過濾結構手冊：從設計到優化》是任何參與管理和處理大型數據集的人的重要資源。隨著數據的指數增長，高效的過濾技術對於性能和資源管理變得越來越關鍵。本書提供了一個全面的指南，幫助讀者理解和實施進階數據過濾器，從傳統的 Bloom 過濾器到尖端創新如 Ribbon Filter、Bamboo Filter 和 SNARF。
與其他僅提供表面概述的文本不同，《進階數據過濾架構》深入探討了既有過濾器和新穎過濾器的結構、操作和性能。本書分為四個類別——只讀過濾器、空間彈性過濾器、串流過濾器和範圍過濾器——系統性地探討了與動態空間劃分、串流數據和範圍查詢相關的挑戰和解決方案。它提供了設計原則和實施方法的詳細見解，這些都是開發針對特定應用的高性能過濾器所必需的。
本書非常適合計算機科學、數據庫管理和大數據領域的研究人員、實務工作者和學生，這不僅僅是一本參考書籍，而是掌握進階過濾技術的全面工具包。通過引入推動過濾性能邊界的創新設計，本書不僅使讀者具備應對當前挑戰的知識，還激發了新的研究和開發方向。《進階數據過濾架構》是希望在數據過濾技術前沿保持領先的人的必備之作。
作者簡介
Haipeng Dai received the B.S. degree in the Department of Electronic Engineering from Shanghai Jiao Tong University, Shanghai, China, in 2010, and the Ph.D. degree in the Department of Computer Science and Technology in Nanjing University, Nanjing, China, in 2014. His research interests are mainly in the areas of data mining, Internet of Things, and mobile computing. He is an associate professor in the School of Computer Science, Nanjing University. Meng Li received his B.S. degree in Computer Science from Nanjing University, Jiangsu, China, in 2016 and the Ph.D. degree in the Department of Computer Science and Technology in Nanjing University, Nanjing, China, in 2023. He is currently an assistant researcher in the School of Computer Science, Nanjing University. His research interests are in the area of sketch-enabled high performance systems and network as well as IOT. Guihai Chen received a B.S. degree in computer software from Nanjing University in 1984, an M.E. degree in computer applications from Southeast University in 1987, and a Ph.D. degree in computer science from the University of Hong Kong in 1997. He is a professor and deputy chair in the School of Computer Science, Nanjing University, China. He had been invited as a visiting professor by many foreign universities, including Kyushu Institute of Technology, Japan, in 1998, University of Queensland, Australia in 2000, and Wayne State University, USA from September 2001 to August 2003. He has a wide range of research interests focusing on sensor networks, peer-to-peer computing, high-performance computer architecture, and combinatorics.
作者簡介(中文翻譯)
戴海鵬於2010年獲得中國上海交通大學電子工程系的學士學位，並於2014年獲得中國南京大學計算機科學與技術系的博士學位。他的研究興趣主要集中在數據挖掘、物聯網和移動計算領域。他是南京大學計算機科學學院的副教授。 李萌於2016年獲得中國南京大學計算機科學的學士學位，並於2023年獲得中國南京大學計算機科學與技術系的博士學位。他目前是南京大學計算機科學學院的助理研究員。他的研究興趣集中在草圖驅動的高性能系統和網絡以及物聯網領域。 陳桂海於1984年獲得南京大學計算機軟體的學士學位，於1987年獲得東南大學計算機應用的碩士學位，並於1997年獲得香港大學計算機科學的博士學位。他是中國南京大學計算機科學學院的教授及副主任。他曾受邀擔任多所外國大學的訪問教授，包括1998年日本九州工業大學、2000年澳大利亞昆士蘭大學，以及2001年9月至2003年8月的美國韋恩州立大學。他的研究興趣範圍廣泛，專注於感測器網絡、對等計算、高性能計算機架構和組合數學。
