Linear and Integer Programming Made Easy (PDF)
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Linear and integer programming are fundamental toolkits for data and information science and technology, particularly in the context of today's megatrends toward statistical optimization, machine learning, and big data analytics. Drawn from over 30 years of classroom teaching and applied research experience, this textbook provides a crisp and practical introduction to the basics of linear and integer programming. The authors' approach is accessible to students from all fields of engineering, including operations research, statistics, machine learning, control system design, scheduling, formal verification, and computer vision. Readers will learn to cast hard combinatorial problems as mathematical programming optimizations, understand how to achieve formulations where the objective and constraints are linear, choose appropriate solution methods, and interpret results appropriately.
.Provides a concise introduction to linear and integer programming, appropriate for undergraduates, graduates, a short course or boot camp, or self-learning;
.Targets not only computer scientists and engineers, but those in management science and operations research as well;
.Emphasizes basics and intuitive concepts, and gives corresponding numerical examples;
.Includes exercises to test and reinforce the concepts introduced, along with a website containing additional material matched to the book's contents.
Andrew B. Kahng (b. Oct. 1963, San Diego, CA) received the A.B. degree in applied mathematics (physics) from Harvard College, and from June 1983 to June 1986 was affiliated with Burroughs Corporation Micro Components Group in San Diego, where he worked in device physics, circuit simulation, and CAD for VLSI layout. He received the M.S. and Ph.D degrees in computer science from the University of California at San Diego. He joined the UCLA computer science department as an assistant professor in July 1989, and became associate professor in July 1994 and full professor (at age 34) in July 1998. In October 2004, Professor Kahng co-founded Blaze DFM, Inc., an EDA software company that delivered new cost and yield optimizations at the IC design-manufacturing interface. He served as CTO of the company during a two-year leave of absence, returning to the university full-time in September 2006. Professor Kahng has served on the editorial boards of IEEE Transactions on VLSI, IEEE Transactions on Circuits and Systems I, IEEE Design and Test (where he contributes the regular column, "The Road
- Autoren: T. C. Hu , Andrew B. Kahng
- 2016, 1st ed. 2016, 143 Seiten, Englisch
- Verlag: Springer-Verlag GmbH
- ISBN-10: 3319240013
- ISBN-13: 9783319240015
- Erscheinungsdatum: 03.05.2016
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- Dateiformat: PDF
- Grösse: 2.55 MB
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