Theoretical Models In Biology: The Origin Of Life, The Immune System, And The Brain
Rowe, Glenn (glenn W.)
This Book Surveys Theoretical Models In Three Broad Areas Of Biology (the Origin Of Life, The Immune System, And Memory In The Brain), Introducing Mathematical And (mainly) Computational Methods That Have Been Used To Construct Simulations. Most Current Books On Theoretical Biology Fall Into One Of Two Categories: (a) Books That Specialize In One Area Of Biology And Treat Theoretical Models In Considerable Depth; And (b) Books That Concentrate On Purely Mathematical Models, With Computers Used Only To Find Numerical Solutions To Differential Equations, For Example. Although Some Mathematical Models Are Considered In This Book, The Main Emphasis Is On Stochastic Computer Models Of Biological Systems. Such Techniques Have A Much Greater Potential For Producing Detailed, Realistic Models Of Individual Systems, And Are Likely To Be The Preferred Modelling Methods Of The Future. By Considering Three Different Areas In Biology, The Book Shows How Several Of These Modelling Techniques Have Been Successfully Applied In Diverse Areas. Put Simply, This Book Is Important Because It Shows How The Power Of Modern Computers Is Allowing Researchers In Theoretical Biology To Break Free Of The Constraints Modelling That Were Imposed By The Traditional Differential Equation Approach. Origin Of Life -- Molecular Basis Of Life -- Molecular Evolution And Quasi-species -- Stochastic Processes -- Spin Glass Model Of The Origin Of Life -- Origin Of The Genetic Code -- Hypercycles -- Artificial Life -- Immune System -- Bell's Model -- Adaptive Walks -- Maturation Of The Immune System -- Symmetric Immune Network Model -- Shape Space Network Model -- Aids -- Brain -- Neurons And Synapses -- Memory -- Mcculloch-pitts Neural Net -- Perceptrons -- Connectionism -- Attractor Neural Networks -- Unsupervised Learning -- Evolutionary Learning. Differential Equations -- Statistics Primer -- Computer Simulation. Glenn Rowe. Includes Bibliographical References (p. [405]-412) And Index.
Name in long format: | Theoretical Models In Biology: The Origin Of Life, The Immune System, And The Brain |
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ISBN-10: | 0198596871 |
ISBN-13: | 9780198596875 |
Book pages: | 440 |
Book language: | en |
Binding: | Paperback |
Publisher: | Clarendon Press Oxford University Press |
Dimensions: | xvi, 420 p. : ill. ; 25 cm. |