Data Management - Interactions With Computer Architecture and Systems

This guide offers a unique perspective on optimizing data processing which blends hardware and software insights, combining theoretical foundations with practical applications. It is a must-read for students and professionals needing to master the synergies between data management and computing infrastructure.

List of contents

About the authors; Preface; 1. Introduction; 2. Data storage: physical allocation and logical format; 3. Main memory: the physical space; 4. Buffer replacement algorithms; 5. In-memory data processing in large data centers; 6. GPU computing: a new algorithm-to-architecture interaction; 7. GPU for structured data; 8. GPU for spatial data: a case study in pathology imaging applications; 9. Ray tracing hardware in GPUs for accelerated computation; 10. The future of computing – synergies in data management and system architecture; Bibliography; Index.

About the author

Xiaodong Zhang is Robert M. Critchfield Professor in Engineering and University Distinguished Scholar at the Ohio State University. He specializes in data management in computer and distributed systems. His influential research is broadly adopted in various sectors. Notably, he received the ACM MICRO Test of Time Award in 2020 and is a Fellow of both ACM and IEEE.Rubao Lee is a distinguished computer scientist who has made significant contributions to GPU-accelerated database systems and data processing. His innovations, like RCFile and YSmart, are widely adopted in industry. He received ICDCS's 2011 Best Paper Award and the Ohio State University's 2018 Lumley Research Award.

Summary

This guide offers a unique perspective on optimizing data processing which blends hardware and software insights, combining theoretical foundations with practical applications. It is a must-read for students and professionals needing to master the synergies between data management and computing infrastructure.

Foreword

This guide explores the synergy of hardware, software, and data management in modern computing, blending techniques with practical insights.

Product details

• Authors: Rubao Lee, Xiaodong Zhang, Xiaodong (The Ohio State University) Lee Zhang, Zhang Xiaodong
• Publisher: Cambridge University Press ELT
• Languages: English
• Product format: Hardback
• Released: 30.11.2024
• EAN: 9781009123310
• ISBN: 978-1-0-0912331-0
• No. of pages: 304
• Subjects: Natural sciences, medicine, IT, technology > IT, data processing > Data communication, networks; COMPUTERS / Computer Science, Knowledge Management, COMPUTERS / Software Development & Engineering / General, COMPUTERS / Logic Design, COMPUTERS / Programming / General, computer science, BUSINESS & ECONOMICS / Knowledge Capital, Computer programming / software engineering, Computer architecture & logic design, COMPUTERS / Computer Architecture, Computer architecture and logic design, Computer Programming / Software Development, Data capture and analysis