Big Data Computing: Advances in Technologies, Methodologies, and Applications

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.

本書的主要目標是提供對大數據計算技術、方法和應用的深入理解，並介紹Apache Hadoop、MapReduce、Hive、Pig、Mahout等大數據計算模型的基本細節，以及內存存儲系統、NoSQL數據庫和Apache Spark、Kafka等大數據流式服務。它還涵蓋了機器學習、深度學習、圖形處理等大數據計算應用的發展。

特點：
- 提供對大數據挑戰和支持技術的全面分析。
- 通過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、優質圖表和示範。
- 描述現有技術的修改和優化，以及新的大數據計算模型。
- 探索機器學習、深度學習和圖形處理的相關參考。

本書針對高性能計算、數據挖掘、知識發現和分布式計算的研究生和研究人員。

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.

Tanvir Habib Sardar在IT行業和學術界擁有15年的經驗。他目前在印度班加羅爾的GITAM大學GITAM技術學院的計算機科學與工程系擔任助理教授。Sardar博士在印度加爾各答的西孟加拉理工大學獲得計算機科學與工程的學士學位，並在印度卡納塔克邦的維斯韋沃拉亞理工大學獲得計算機科學與工程的碩士學位。他在印度卡納塔克邦的維斯韋沃拉亞理工大學完成了博士學位，並在印度專利局專利了他的博士研究成果。他的研究領域是大數據、機器學習、模糊邏輯和使用MapReduce的分布式計算。他發表了30多篇研究論文並在八個國際會議上發表演講。他是許多知名同行評審期刊的評審人。他撰寫了兩本書並編輯了一本書。他發表了六項以上的專利。

Bishwajeet Kumar Pandey目前在印度班加羅爾的Jain大學計算機科學與工程系擔任研究主管。他在意大利拉奎拉的Gran Sasso科學研究所在Paolo Prinetto教授的指導下獲得了計算機科學與工程的博士學位，該教授來自都靈理工大學。他曾在Gyancity研究咨詢公司擔任研究顧問，並在哈薩克斯坦歐亞國立大學擔任副訪問教授。他還曾在奇特卡拉大學和馬來西亞UCSI大學的研究部門擔任助理教授。他曾在南亞大學擔任初級研究員(JRF)，並在印度拉賈甘甘國立開放大學擔任講師。他在印度理工學院古瓦爾分校獲得了計算機科學與工程的技術碩士學位，專攻VLSI，並在CDAC-Noida完成了計算機應用的研發項目。他曾訪問過43個國家，參加了全球93個會議。他撰寫和合著了160多篇論文，可在他的Scopus個人資料中找到。根據他的Google Scholar個人資料，他有2300多次引用和25+的h指數。他在教授道德黑客、應用和網絡安全、雲遷移、事件處理和響應、信息安全、人工智能和機器學習、計算機網絡、數字邏輯、邏輯綜合和系統Verilog方面有經驗。他的研究興趣包括綠色計算、高性能計算、物聯網系統、機器學習和網絡安全。他是許多學生創業公司的董事會成員，例如Gyancity研究咨詢私人有限公司。