Addresses the major issues involved in computer design and architectures. Dealing primarily with theory, tools, and techniques as related to advanced computer systems, it provides tutorials and surveys and relates new important research results. Each chapter provides background information, describes and analyzes important work done in the field, and provides important direction to the reader on future work and further readings. The topics covered include hierarchical design schemes, parallel and distributed modeling and simulation, parallel simulation tools and techniques, theoretical models...

Focuses on the argument that performance modelling and simulation has become a central issue in computer science and engineering, in part due to its applications to the structures comprising the internet. Dealing primarily with theory, tools, and techniques related to communications systems, it provides tutorials and surveys and relates new important research results. Each chapter provides background information, describes and analyses important work done in the field, and provides important direction to the reader on future work and further readings. The topics covered include traffic models...

The book is designed for a junior/senior level course. Applications drive the material: PageRank, Multiplexing, Digital Link, Tracking, Speech Recognition, Route Planning and more. Topics include Markov chains, detection, coding, estimation, Viterbi algorithm, expectation maximization, clustering, compressed sensing, recommender systems, Kalman Filter, Markov decision problems, LQG, and channel capacity. Matlab examples are used to simulate models and to implement the algorithms. Appendices provide the necessary background in basic probability and linear algebra. See https:...