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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.
This book discusses the theoretical limits of information transfer
in random wireless networks or ad hoc networks, where nodes are
distributed uniformly in space and there is no centralised control.
It provides a detailed analysis of the two relevant notions of
capacity for random wireless networks - transmission capacity and
throughput capacity. The book starts with the transmission capacity
framework that is first presented for the single-hop model and
later extended to the multi-hop model with retransmissions. Reusing
some of the tools developed for analysis of transmission capacity,
a few key long-standing questions about the performance analysis of
cellular networks are also provided for the benefit of students.
The discussion goes further into the concept of hierarchical
co-operation that allows throughput capacity to scale linearly with
the number of nodes. The author finally discusses the concept of
hierarchical co-operation that allows throughput capacity to scale
linearly with the number of nodes.
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Loot
Nadine Gordimer
Paperback
(2)
R205
R164
Discovery Miles 1 640
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