Big Data Computing: Advances in Technologies, Methodologies, and Applications
暫譯: 大數據計算:技術、方法論與應用的進展
Sardar, Tanvir Habib, Pandey, Bishwajeet Kumar
- 出版商: CRC
- 出版日期: 2023-12-22
- 售價: $4,970
- 貴賓價: 9.5 折 $4,722
- 語言: 英文
- 頁數: 362
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 1032555602
- ISBN-13: 9781032555607
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相關分類:
大數據 Big-data
海外代購書籍(需單獨結帳)
相關主題
商品描述
This book primarily aims to provide an in-depth understanding of recent advances in big data computing technologies, methodologies, and applications along with introductory details of big data computing models such as Apache Hadoop, MapReduce, Hive, Pig, Mahout in-memory storage systems, NoSQL databases, and big data streaming services such as Apache Spark, Kafka, and so forth. It also covers developments in big data computing applications such as machine learning, deep learning, graph processing, and many others.
Features:
- Provides comprehensive analysis of advanced aspects of big data challenges and enabling technologies.
- Explains computing models using real-world examples and dataset-based experiments.
- Includes case studies, quality diagrams, and demonstrations in each chapter.
- Describes modifications and optimization of existing technologies along with the novel big data computing models.
- Explores references to machine learning, deep learning, and graph processing.
This book is aimed at graduate students and researchers in high-performance computing, data mining, knowledge discovery, and distributed computing.
商品描述(中文翻譯)
這本書主要旨在提供對於大數據計算技術、方法論和應用的最新進展的深入理解,以及大數據計算模型的介紹細節,例如 Apache Hadoop、MapReduce、Hive、Pig、Mahout 內存儲系統、NoSQL 數據庫,以及大數據串流服務如 Apache Spark、Kafka 等等。它還涵蓋了大數據計算應用的發展,例如機器學習、深度學習、圖形處理等多個領域。
特色:
- 提供對大數據挑戰和促進技術的高級方面的全面分析。
- 使用真實世界的例子和基於數據集的實驗來解釋計算模型。
- 每章包含案例研究、質量圖表和演示。
- 描述現有技術的修改和優化,以及新穎的大數據計算模型。
- 探索與機器學習、深度學習和圖形處理的參考。
這本書的目標讀者是研究高效能計算、數據挖掘、知識發現和分散式計算的研究生和研究人員。
作者簡介
Tanvir Habib Sardar has 15 years of experience in the IT industry and academia. He is currently working as Assistant Professor, Dept. of CSE, GITAM School of Technology, GITAM University, Bengaluru, India. Dr Sardar obtained his bachelor of technology (BTech) in computer science and engineering from West Bengal University of Technology, Kolkata, India and received his master of technology (MTech) in computer science and engineering from Visvesvaraya Technological University, Karnataka, India. He completed his PhD degree from Visvesvaraya Technological University, Karnataka, India and patented his PhD work in the Indian patent office. His research domain is big data, machine learning, fuzzy logic, and distributed computing using MapReduce. He has published more than 30 research articles and presented at more than eight International conferences. He was the reviewer of many reputed peer-reviewed journals. He has authored two books and edited one. More than six patents have been published by him.
Bishwajeet Kumar Pandey is working as a research head of the Department of Computer Science and Engineering, Jain University, Bangalore, India. He received his PhD in CSE from Gran Sasso Science Institute, L'Aquila, Italy under the guidance of Prof Paolo Prinetto, Politecnico Di Torino, Italy. He has worked as a research consultant at Gyancity Research Consultancy and as an associate visiting professor at Eurasian National University Kazakhstan. He has also served as an assistant professor in the Department of Research at Chitkara University and UCSI University Malaysia. He was a junior research fellow (JRF) at South Asian University and a lecturer at Indira Gandhi National Open University. He has completed a master of technology (IIIT Gwalior) in CSE with a specialization in VLSI, a master of Computer Application, R&D Project in CDAC-Noida. He has visited 43 countries to attend 93 conferences across the globe. He has authored and co-authored 160+ papers, available on his Scopus Profile. He has 2,300+ citations and 25+ h index according to his Google Scholar Profile. He has experience in teaching ethical hacking, application and web security, cloud migration, incident handling and response, information security, AI and ML, computer network, digital logic, logic synthesis, and system verilog. His areas of research interest are green computing, high-performance computing, cyber-physical systems, machine learning, and cybersecurity. He is on the board of director of many start-ups of his students e.g., Gyancity Research Consultancy Pvt Ltd.
作者簡介(中文翻譯)
Tanvir Habib Sardar 在資訊科技產業和學術界擁有 15 年的經驗。他目前擔任印度班加羅爾 GITAM 大學技術學院計算機科學與工程系的助理教授。Sardar 博士在印度加爾各答的西孟加拉技術大學獲得計算機科學與工程的技術學士學位 (BTech),並在印度卡納塔克的維斯維斯瓦拉亞技術大學獲得計算機科學與工程的技術碩士學位 (MTech)。他在維斯維斯瓦拉亞技術大學完成博士學位,並在印度專利局為其博士研究工作申請了專利。他的研究領域包括大數據、機器學習、模糊邏輯和使用 MapReduce 的分散式計算。他已發表超過 30 篇研究文章,並在超過八個國際會議上進行報告。他曾擔任多本知名同行評審期刊的審稿人。他著有兩本書並編輯一本,並已發表超過六項專利。
Bishwajeet Kumar Pandey 擔任印度班加羅爾 Jain 大學計算機科學與工程系的研究主管。他在意大利拉奎拉的 Gran Sasso 科學研究所獲得計算機科學與工程的博士學位,指導教授為意大利都靈理工大學的 Paolo Prinetto 教授。他曾擔任 Gyancity Research Consultancy 的研究顧問,並在哈薩克斯坦的歐亞國立大學擔任副訪問教授。他還曾在 Chitkara 大學和馬來西亞 UCSI 大學的研究部門擔任助理教授。他曾是南亞大學的初級研究員 (JRF),並在印度甘地國家開放大學擔任講師。他在 IIIT 瓦爾哈爾獲得計算機科學的技術碩士學位,專攻 VLSI,並在 CDAC-Noida 完成計算機應用的研發項目。他曾訪問 43 個國家,參加全球 93 場會議。他已撰寫和共同撰寫超過 160 篇論文,並在他的 Scopus 個人檔案中可查詢。他的 Google Scholar 個人檔案顯示有超過 2,300 次引用和 25 次以上的 h 指數。他在教學方面的經驗包括道德駭客、應用和網路安全、雲端遷移、事件處理與響應、資訊安全、人工智慧和機器學習、計算機網路、數位邏輯、邏輯合成和系統 Verilog。他的研究興趣領域包括綠色計算、高效能計算、網路物理系統、機器學習和網路安全。他是多家學生創業公司的董事會成員,例如 Gyancity Research Consultancy Pvt Ltd。