000 01477 a2200241 4500
003 ISI Library, Kolkata
005 20240910110258.0
008 211221b ||||| |||| 00| 0 eng d
020 _a9781108493703
040 _aISI Library
_bEnglish
082 0 4 _223
_a612.80727
_bB586
100 1 _aBielza, Concha
_eauthor
245 1 0 _aData-driven computational neuroscience:
_bmachine learning and statistical models/
_cConcha Bielza and Pedro Larranaga
260 _aUnited Kingdom:
_bCUP,
_c2021
300 _axviii, 689 pages
_bdiagrams, illustrations
_c26 cm.
504 _aIncludes bibliographical references and index
505 0 _aPart 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
650 4 _aComputational Neuroscience
650 4 _aNeuroscience- Computational Models
650 4 _aNeuroscience- Statistical Methods
700 1 _aLarranaga, Pedro
_eauthor
942 _2ddc
_cBK
999 _c428299
_d428299