Katoh, Naoki
Sublinear Computation Paradigm: Algorithmic Revolution in the Big Data Era
- ISBN 13:
- 9789811640971
- author:
- Katoh, Naoki
- format:
- Paperback
- publisher:
- Springer
- language:
- English
- Publication Year:
- 2021
- Pages:
- 410
- Dimensions:
- 23.4 x 15.6 x 2.2 centimetres (0
- Genre:
- Computers, Programming, Algorithms,
- Condition:
- New
- Availability:
- Item usually sent within 20 working days
Description
This open access book presents a new paradigm for computing called the "sublinear computation paradigm," which was developed as part of a large research project. It aims to address the challenges posed by big data sets, providing novel methods and approaches for analysis.
The sublinear computation paradigm is proposed to support innovation in the big data era, offering solutions to computational and algorithmic bottlenecks encountered with quadratic-time algorithms on large datasets. The book provides a comprehensive overview of this new approach, covering its foundations, applications, and results.
Divided into five parts, the book covers key aspects of sublinear computation, including algorithms, data structures, and modelling techniques for big data analysis. It is an important resource for researchers and practitioners working in computer science, programming, and information technology.