000 02374cam a2200289Ka 4500
005 20150604105636.0
008 130624s2013 xxuad frn 001 0 eng d
020 _a9781461472179
035 _a(OCoLC)849903512
040 _aCO-BoUCM
_bspa
_cJose A. Gerena (modificó)
_dAldemar Mondragón
041 0 _aeng
100 1 _aAbarbanel, Henry D. I.
_957077
245 1 0 _aPredicting the future
_bcompleting models of observed complex systems
_cHenry D.I. Abarbanel
260 _aNueva York (Estados Unidos)
_bSpringer
_c2013
300 _axvi, 238 páginas
_bilustraciones y gráficas
490 0 _aSpringer complexity
490 0 _aUnderstanding complex systems
_x1860-0832
504 _aIncluye referencias bibliográficas e índices
505 0 0 _tAn Overview: The Challenge of Complex Systems --
_tExamples as a Guide to the Issues --
_tGeneral Formulation of Statistical Data Assimilation --
_tEvaluating the Path Integral --
_tTwin Experiments --
_tAnalysis of Experimental Data --
_tUnfinished Business.
520 _aPredicting the Future: Completing Models of Observed Complex Systems provides a general framework for the discussion of model building and validation across a broad spectrum of disciplines. This is accomplished through the development of an exact path integral for use in transferring information from observations to a model of the observed system. Through many illustrative examples drawn from models in neuroscience, fluid dynamics, geosciences, and nonlinear electrical circuits, the concepts are exemplified in detail. Practical numerical methods for approximate evaluations of the path integral are explored, and their use in designing experiments and determining a model's consistency with observations is investigated. Using highly instructive examples, the problems of data assimilation and the means to treat them are clearly illustrated. This book will be useful for students and practitioners of physics, neuroscience, regulatory networks, meteorology and climate science, network dynamics, fluid dynamics, and other systematic investigations of complex systems.
650 7 _aAnálisis de sistemas
_xModelos matemáticos
_957078
650 7 _aInformática
_xModelos matemáticos
_957079
650 7 _aSistemas
_98114
690 _942853
_aInformática
942 _a1
_cLIBRO
_e1
_mA118
_2DEWEY
_h003
999 _c184438
_d184438