Introductory Lectures on Convex Optimization is popular PDF and ePub book, written by Yurii Nesterov in 2003-12-31, it is a fantastic choice for those who relish reading online the Mathematics genre. Let's immerse ourselves in this engaging Mathematics book by exploring the summary and details provided below. Remember, Introductory Lectures on Convex Optimization can be Read Online from any device for your convenience.
Introductory Lectures on Convex Optimization Book PDF Summary
It was in the middle of the 1980s, when the seminal paper by Kar markar opened a new epoch in nonlinear optimization. The importance of this paper, containing a new polynomial-time algorithm for linear op timization problems, was not only in its complexity bound. At that time, the most surprising feature of this algorithm was that the theoretical pre diction of its high efficiency was supported by excellent computational results. This unusual fact dramatically changed the style and direc tions of the research in nonlinear optimization. Thereafter it became more and more common that the new methods were provided with a complexity analysis, which was considered a better justification of their efficiency than computational experiments. In a new rapidly develop ing field, which got the name "polynomial-time interior-point methods", such a justification was obligatory. Afteralmost fifteen years of intensive research, the main results of this development started to appear in monographs [12, 14, 16, 17, 18, 19]. Approximately at that time the author was asked to prepare a new course on nonlinear optimization for graduate students. The idea was to create a course which would reflect the new developments in the field. Actually, this was a major challenge. At the time only the theory of interior-point methods for linear optimization was polished enough to be explained to students. The general theory of self-concordant functions had appeared in print only once in the form of research monograph [12].
Detail Book of Introductory Lectures on Convex Optimization PDF
- Author : Yurii Nesterov
- Release : 31 December 2003
- Publisher : Springer Science & Business Media
- ISBN : 1402075537
- Genre : Mathematics
- Total Page : 270 pages
- Language : English
- PDF File Size : 11,9 Mb
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