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This accessible text presents a detailed introduction to the use of
a wide range of software tools and modeling environments for use in
the biosciences, as well as the fundamental mathematical
background. The practical constraints presented by each modeling
technique are described in detail, enabling the researcher to
determine which software package would be most useful for a
particular problem. Features: introduces a basic array of
techniques to formulate models of biological systems, and to solve
them; discusses agent-based models, stochastic modeling techniques,
differential equations, spatial simulations, and Gillespie's
stochastic simulation algorithm; provides exercises; describes such
useful tools as the Maxima algebra system, the PRISM model checker,
and the modeling environments Repast Simphony and Smoldyn; contains
appendices on rules of differentiation and integration, Maxima and
PRISM notation, and some additional mathematical concepts; offers
supplementary material at an associated website.
This accessible text presents a detailed introduction to the use of
a wide range of software tools and modeling environments for use in
the biosciences, as well as the fundamental mathematical
background. The practical constraints presented by each modeling
technique are described in detail, enabling the researcher to
determine which software package would be most useful for a
particular problem. Features: introduces a basic array of
techniques to formulate models of biological systems, and to solve
them; discusses agent-based models, stochastic modeling techniques,
differential equations, spatial simulations, and Gillespie's
stochastic simulation algorithm; provides exercises; describes such
useful tools as the Maxima algebra system, the PRISM model checker,
and the modeling environments Repast Simphony and Smoldyn; contains
appendices on rules of differentiation and integration, Maxima and
PRISM notation, and some additional mathematical concepts; offers
supplementary material at an associated website.
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