Filtrer
Michel Bierlaire
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Optimization: principles and algorithms
Michel Bierlaire
- Presses Polytechniques Et Universitaires Romandes
- Metis Lyontech
- 24 Septembre 2015
- 9782940222780
Every engineer and decision scientist must have a good mastery of optimization, an essential element in their toolkit. Thus, this articulate introductory textbook will certainly be welcomed by students and practicing professionals alike. Drawing from his vast teaching experience, the author skillfully leads the reader through a rich choice of topics in a coherent, fluid and tasteful blend of models and methods anchored on the underlying mathematical notions (only prerequisites: first year calculus and linear algebra). Topics range from the classics to some of the most recent developments in smooth unconstrained and constrained optimization, like descent methods, conjugate gradients, Newton and quasi-Newton methods, linear programming and the simplex method, trust region and interior point methods. Furthermore elements of discrete and combinatorial optimization like network optimization, integer programming and heuristic local search methods are also presented.
This book presents optimization as a modeling tool that beyond supporting problem formulation plus design and implementation of efficient algorithms, also is a language suited for interdisciplinary human interaction. Readers further become aware that while the roots of mathematical optimization go back to the work of giants like Newton, Lagrange, Cauchy, Euler or Gauss, it did not become a discipline on its own until World War Two. Also that its present momentum really resulted from its symbiosis with modern computers, which made it possible to routinely solve problems with millions of variables and constraints.
With his witty, entertaining, yet precise style, Michel Bierlaire captivates his readers and awakens their desire to try out the presented material in a creative mode. One of the outstanding assets of this book is the unified, clear and concise rendering of the various algorithms, which makes them easily readable and translatable into any high level programming language. This is an addictive book that I am very pleased to recommend.
Prof. Thomas M. Liebling
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La mobilité en questions
Michel Bierlaire, Vincent Kaufmann
- Presses Polytechniques Et Universitaires Romandes
- Metis Lyontech
- 30 Mars 2017
- 9782889151721
La mobilité est omniprésente dans nos vies quotidiennes. Son ampleur et sa croissance posent de nombreuses questions, tant politiques et sociétales que scientifiques, quant à sa gestion et sa régulation. Phénomène complexe, la mobilité requiert une analyse interdisciplinaire pour en saisir les différentes dimensions. C'est ce à quoi s'attache cet ouvrage, en ouvrant un dialogue entre sciences de l'ingénieur et sciences sociales. Sur la base de nombreuses recherches récentes, il discute de manière critique dix grandes questions fondamentales relatives à la mobilité. Il montre les points qui font consensus, identifie ceux pour lesquels une controverse scientifique existe, et prend à contrepied certaines idées dominantes.
Par sa démarche originale, ce livre s'adresse principalement aux étudiants en sciences de l'ingénieur et en sciences sociales désireux de se familiariser avec les enjeux actuels de la mobilité, mais il se destine également à tous ceux curieux et désireux de mieux comprendre les multiples facettes de la mobilité.