Online algorithms are a rich area of research with widespread
applications in scheduling, combinatorial optimization, and
resource allocation problems. This lucid textbook provides an easy
but rigorous introduction to online algorithms for graduate and
senior undergraduate students. In-depth coverage of most of the
important topics is presented with special emphasis on elegant
analysis. The book starts with classical online paradigms like the
ski-rental, paging, list-accessing, bin packing, where performance
of online algorithms is studied under the worst-case input and
moves on to newer paradigms like 'beyond worst case', where online
algorithms are augmented with predictions using machine learning
algorithms. The book goes on to cover multiple applied problems
such as routing in communication networks, server provisioning in
cloud systems, communication with energy harvested from renewable
sources, and sub-modular partitioning. Finally, a wide range of
solved examples and practice exercises are included, allowing
hands-on exposure to the concepts.
General
Imprint: |
Cambridge UniversityPress
|
Country of origin: |
United Kingdom |
Release date: |
September 2023 |
Authors: |
Rahul Vaze
|
Format: |
Paperback
|
Pages: |
575 |
ISBN-13: |
978-1-00-934918-5 |
Categories: |
Books >
Computing & IT >
General
Promotions
|
LSN: |
1-00-934918-X |
Barcode: |
9781009349185 |
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