TY - GEN AU - Bielza,Concha AU - Larranaga,Pedro TI - Data-driven computational neuroscience: machine learning and statistical models SN - 9781108493703 U1 - 612.80727 23 PY - 2021/// CY - United Kingdom PB - CUP KW - Computational Neuroscience KW - Neuroscience- Computational Models KW - Neuroscience- Statistical Methods N1 - Includes bibliographical references and index; Part I Introduction -- 1. Computational Neuroscience -- Part II Statistics -- 2. Exploratory data analysis -- 3. Probability theory and random variables -- Part III Supervised classification -- 5. Performance evaluation -- 6.Feature subset selection -- 7. Non- probabilistic classifiers -- 8. Probabilistic classifiers -- 9. Metaclassifiers -- 10. Multidimensional classifiers -- Part IV Unsupervised classification -- 11. Non-probabilistic clustering -- 12. Probabilistic clustering -- Part V Probabilistic graphical models -- 13. Bayesian networks -- 14. Markov networks -- Part VI Spatial Statistics -- 15. Spatial statistics ER -