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Probability in Electrical Engineering and Computer Science

Probability in Electrical Engineering and Computer Science PDF Author: Jean Walrand
Publisher: Springer Nature
ISBN: 3030499952
Category : Computers
Languages : en
Pages : 380

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Book Description
This revised textbook motivates and illustrates the techniques of applied probability by applications in electrical engineering and computer science (EECS). The author presents information processing and communication systems that use algorithms based on probabilistic models and techniques, including web searches, digital links, speech recognition, GPS, route planning, recommendation systems, classification, and estimation. He then explains how these applications work and, along the way, provides the readers with the understanding of the key concepts and methods of applied probability. Python labs enable the readers to experiment and consolidate their understanding. The book includes homework, solutions, and Jupyter notebooks. This edition includes new topics such as Boosting, Multi-armed bandits, statistical tests, social networks, queuing networks, and neural networks. For ancillaries related to this book, including examples of Python demos and also Python labs used in Berkeley, please email Mary James at [email protected] This is an open access book.

Probability in Electrical Engineering and Computer Science

Probability in Electrical Engineering and Computer Science PDF Author: Jean Walrand
Publisher: Springer Nature
ISBN: 3030499952
Category : Computers
Languages : en
Pages : 380

View

Book Description
This revised textbook motivates and illustrates the techniques of applied probability by applications in electrical engineering and computer science (EECS). The author presents information processing and communication systems that use algorithms based on probabilistic models and techniques, including web searches, digital links, speech recognition, GPS, route planning, recommendation systems, classification, and estimation. He then explains how these applications work and, along the way, provides the readers with the understanding of the key concepts and methods of applied probability. Python labs enable the readers to experiment and consolidate their understanding. The book includes homework, solutions, and Jupyter notebooks. This edition includes new topics such as Boosting, Multi-armed bandits, statistical tests, social networks, queuing networks, and neural networks. For ancillaries related to this book, including examples of Python demos and also Python labs used in Berkeley, please email Mary James at [email protected] This is an open access book.

Probability in Electrical Engineering and Computer Science

Probability in Electrical Engineering and Computer Science PDF Author: Jean Walrand
Publisher:
ISBN: 9780615899367
Category : Computer science
Languages : en
Pages : 314

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Book Description
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: //sites.google.com/site/walrandpeecs/home.

Probability and Random Processes for Electrical Engineering

Probability and Random Processes for Electrical Engineering PDF Author: Alberto Leon-Garcia
Publisher: Prentice Hall
ISBN: 9780201500370
Category : Computers
Languages : en
Pages : 596

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Book Description
This applications oriented book features coverage of Markov chains and queuing theory which is of particular interest to communications professionals--a newer area where many professionals will need an update or refresher. It also features computer-based methods and exercises providing the most up-to-date training for those in the fields of telecommunications and computer engineering.

Probability and Random Processes for Electrical Engineers

Probability and Random Processes for Electrical Engineers PDF Author: Yannis Viniotis
Publisher: McGraw-Hill Science, Engineering & Mathematics
ISBN:
Category : Mathematics
Languages : en
Pages : 676

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Book Description
This book introduces the fundamentals of probability theory and random processes by demonstrating its application to real-world engineering problems. It connects theory and practice through an emphasis on mathematical modeling and promotes a hands-on approach to the subject. At every step of theoretical development, the student is invited to challenge the theory by asking "what-if" questions. Specially written Matlab programs, which are available at the text's Web site, encourage real data experimentation and facilitate the visual modeling of difficult probabilistic concepts. The modeling tools are clearly identified in every chapter and are accompanied by discussions of the applicability, power, and limitations of each tool. It is ideally suited for advanced undergraduates and graduate students in electrical and computer engineering.

Handbook of Data Compression

Handbook of Data Compression PDF Author: David Salomon
Publisher: Springer Science & Business Media
ISBN: 1848829035
Category : Computers
Languages : en
Pages : 1361

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Book Description
Data compression is one of the most important fields and tools in modern computing. From archiving data, to CD-ROMs, and from coding theory to image analysis, many facets of modern computing rely upon data compression. This book provides a comprehensive reference for the many different types and methods of compression. Included are a detailed and helpful taxonomy, analysis of most common methods, and discussions on the use and comparative benefits of methods and description of "how to" use them. Detailed descriptions and explanations of the most well-known and frequently used compression methods are covered in a self-contained fashion, with an accessible style and technical level for specialists and non-specialists.

Probability for Engineering with Applications to Reliability

Probability for Engineering with Applications to Reliability PDF Author: Lavon B. Page
Publisher: Computer Science Press, Incorporated
ISBN: 9780716781875
Category : Engineering mathematics.
Languages : en
Pages : 233

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Book Description


A Century of Electrical Engineering and Computer Science at MIT, 1882-1982

A Century of Electrical Engineering and Computer Science at MIT, 1882-1982 PDF Author: Karl L. Wildes
Publisher: MIT Press
ISBN: 9780262231190
Category : Technology & Engineering
Languages : en
Pages : 423

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Book Description
Electrical engineering is a protean profession. Today the field embraces manydisciplines that seem far removed from its roots in the telegraph, telephone, electric lamps,motors, and generators. To a remarkable extent, this chronicle of change and growth at a singleinstitution is a capsule history of the discipline and profession of electrical engineering as itdeveloped worldwide. Even when MIT was not leading the way, the department was usually quick toadapt to changing needs, goals, curricula, and research programs. What has remained constantthroughout is the dynamic interaction of teaching and research, flexibility of administration, theinterconnections with industrial progress and national priorities.The book's text and manyphotographs introduce readers to the renowned teachers and researchers who are still well known inengineering circles, among them: Vannevar Bush, Harold Hazen, Edward Bowles, Gordon Brown, HaroldEdgerton, Ernst Guillemin, Arthur von Hippel, and Jay Forrester.The book covers the department'smajor areas of activity - electrical power systems, servomechanisms, circuit theory, communicationstheory, radar and microwaves (developed first at the famed Radiation Laboratory during World WarII), insulation and dielectrics, electronics, acoustics, and computation. This rich history ofaccomplishments shows moreover that years before "Computer Science" was added to the department'sname such pioneering results in computation and control as Vannevar Bush's Differential Analyzer,early cybernetic devices and numerically controlled servomechanisms, the Whirlwind computer, and theevolution of time-sharing computation had already been achieved.Karl Wildes has been associated withthe Department of Electrical Engineering and Computer Science since the 1920s, and is now ProfessorEmeritus. Nilo Lindgren, an electrical engineering graduate of MIT and professional scientific andtechnical journalist for many years, is at present affiliated with the Electric Power ResèarchInstitute in Palo Alto, California.

Fuzzy Sets, Fuzzy Logic, and Fuzzy Systems

Fuzzy Sets, Fuzzy Logic, and Fuzzy Systems PDF Author: Lotfi Asker Zadeh
Publisher: World Scientific
ISBN: 9789810224219
Category : Computers
Languages : en
Pages : 826

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Book Description
This book consists of selected papers written by the founder of fuzzy set theory, Lotfi A Zadeh. Since Zadeh is not only the founder of this field, but has also been the principal contributor to its development over the last 30 years, the papers contain virtually all the major ideas in fuzzy set theory, fuzzy logic, and fuzzy systems in their historical context. Many of the ideas presented in the papers are still open to further development. The book is thus an important resource for anyone interested in the areas of fuzzy set theory, fuzzy logic, and fuzzy systems, as well as their applications. Moreover, the book is also intended to play a useful role in higher education, as a rich source of supplementary reading in relevant courses and seminars.The book contains a bibliography of all papers published by Zadeh in the period 1949-1995. It also contains an introduction that traces the development of Zadeh's ideas pertaining to fuzzy sets, fuzzy logic, and fuzzy systems via his papers. The ideas range from his 1965 seminal idea of the concept of a fuzzy set to ideas reflecting his current interest in computing with words ? a computing in which linguistic expressions are used in place of numbers.Places in the papers, where each idea is presented can easily be found by the reader via the Subject Index.

Algorithmic Probability

Algorithmic Probability PDF Author: Marcel F. Neuts
Publisher: CRC Press
ISBN: 9780412996917
Category : Mathematics
Languages : en
Pages : 472

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Book Description
This unique text collects more than 400 problems in combinatorics, derived distributions, discrete and continuous Markov chains, and models requiring a computer experimental approach. The first book to deal with simplified versions of models encountered in the contemporary statistical or engineering literature, Algorithmic Probability emphasizes correct interpretation of numerical results and visualization of the dynamics of stochastic processes. A significant contribution to the field of applied probability, Algorithmic Probability is ideal both as a secondary text in probability courses and as a reference. Engineers and operations analysts seeking solutions to practical problems will find it a valuable resource, as will advanced undergraduate and graduate students in mathematics, statistics, operations research, industrial and electrical engineering, and computer science.

Scandinavian Conference on Artificial Intelligence-93

Scandinavian Conference on Artificial Intelligence-93 PDF Author: Erik Sandewall
Publisher: IOS Press
ISBN: 9789051991345
Category : Artificial intelligence
Languages : en
Pages : 259

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Book Description
The Nordic countries are traditionally strong in the application of new computer technology. This work represents the state of the art in some of the artificial intelligence areas currently subject to active R&D. International researchers present 24 papers in the following areas: automated reasoning; qualitative reasoning; machine learning; neural networks; and knowledge-based systems. Both basic and applied AI research are represented.