Models of Computation for Big Data [#291888]

Models of Computation for Big Data by Rajendra Akerkar
English | EPUB | 2018 | 110 Pages | ISBN : 3319918508 | 6.8 MB
The big data tsunami changes the perspective of industrial and academic research in how they address both foundational questions and practical applications. This calls for a paradigm shift in algorithms and the underlying mathematical techniques. There is a need to understand foundational strengths and address the state of the art challenges in big data that could lead to practical impact. The main goal of this book is to introduce algorithmic techniques for dealing with big data sets. Traditional algorithms work successfully when the input data fits well within memory. In many recent application situations, however, the size of the input data is too large to fit within memory.