Introduction to Computational Neurobiology and Clustering
Brunello Tirozzi, Daniela Bianchi, Enrico Ferraro · Series on advances in mathematics for applied sciences · 2007
Neurobiological Models: Integrate and Fire Model Calculations of Spiking Times Stochastic Inputs, Poisson Process and The Integrate and Fire Model Nonlinear Deterministic Models, Stability and Repetitive Firing Clustering: Cluster Algorithms and Neural Algorithms Cluster Algorithms and Extreme Events Analysis for Protein Classification Appendices: Tutorial of Elementary Calculus Numerical Solutions of I&F Model with Matlab Programs Simulation of Random Variables and Poisson Processes Numerical Solution of I&F Model with Random Inputs Simulation of Non-Linear Neurobiological Models Like Fitzhugh--Nagumo, Hodgkin- Huxley Models Microarrays Kohonen Algorithm Use of Data Base for Proteins and Neural Networks of the Type of Back-Propagation.