000 | 02239nam a22002537a 4500 | ||
---|---|---|---|
999 |
_c3854 _d3854 |
||
005 | 20230322143124.0 | ||
008 | 230322b ||||| |||| 00| 0 eng d | ||
020 | _a9781493937035 | ||
082 |
_a519.7 _bBIR |
||
100 |
_aBirge, John R. _912440 |
||
245 | _aIntroduction to stochastic programming | ||
250 | _a2nd | ||
260 |
_bSpringer _aNew York _c2011 |
||
300 | _axxv, 485 p. | ||
365 |
_aEURO _b59.99 |
||
490 | _aSpringer series in operations research and financial engineering | ||
520 | _aThe aim of stochastic programming is to find optimal decisions in problems which involve uncertain data. This field is currently developing rapidly with contributions from many disciplines including operations research, mathematics, and probability. At the same time, it is now being applied in a wide variety of subjects ranging from agriculture to financial planning and from industrial engineering to computer networks. This textbook provides a first course in stochastic programming suitable for students with a basic knowledge of linear programming, elementary analysis, and probability. The authors aim to present a broad overview of the main themes and methods of the subject. Its prime goal is to help students develop an intuition on how to model uncertainty into mathematical problems, what uncertainty changes bring to the decision process, and what techniques help to manage uncertainty in solving the problems. In this extensively updated new edition there is more material on methods and examples including several new approaches for discrete variables, new results on risk measures in modeling and Monte Carlo sampling methods, a new chapter on relationships to other methods including approximate dynamic programming, robust optimization and online methods. The book is highly illustrated with chapter summaries and many examples and exercises. Students, researchers and practitioners in operations research and the optimization area will find it particularly of interest. | ||
650 |
_aStochastic programming _912441 |
||
650 |
_aLinear programming _9874 |
||
650 |
_aMathematical optimization _9647 |
||
650 |
_aMathematical statistics _9837 |
||
700 |
_aLouveaux, Francois _912442 |
||
942 |
_2ddc _cBK |