Statistical Techniques for Neuroscientists: Frontiers in Neuroscience
Editat de Young K. Truong, Mechelle M. Lewisen Limba Engleză Paperback – 14 oct 2024
The book examines current statistical methods for solving emerging problems in neuroscience. These methods have been applied to data involving multichannel neural spike train, spike sorting, blind source separation, functional and effective neural connectivity, spatiotemporal modeling, and multimodal neuroimaging techniques. The author provides an overview of various methods being applied to specific research areas of neuroscience, emphasizing statistical principles and their software. The book includes examples and experimental data so that readers can understand the principles and master the methods.
The first part of the book deals with the traditional multivariate time series analysis applied to the context of multichannel spike trains and fMRI using respectively the probability structures or likelihood associated with time-to-fire and discrete Fourier transforms (DFT) of point processes. The second part introduces a relatively new form of statistical spatiotemporal modeling for fMRI and EEG data analysis. In addition to neural scientists and statisticians, anyone wishing to employ intense computing methods to extract important features and information directly from data rather than relying heavily on models built on leading cases such as linear regression or Gaussian processes will find this book extremely helpful.
Toate formatele și edițiile | Preț | Express |
---|---|---|
Paperback (1) | 318.48 lei 6-8 săpt. | |
CRC Press – 14 oct 2024 | 318.48 lei 6-8 săpt. | |
Hardback (1) | 1101.60 lei 6-8 săpt. | |
CRC Press – 12 aug 2016 | 1101.60 lei 6-8 săpt. |
Din seria Frontiers in Neuroscience
- 26% Preț: 1042.22 lei
- 18% Preț: 963.86 lei
- 12% Preț: 318.06 lei
- 16% Preț: 300.85 lei
- 12% Preț: 313.94 lei
- 22% Preț: 432.54 lei
- 23% Preț: 424.56 lei
- 23% Preț: 454.02 lei
- 22% Preț: 375.69 lei
- 11% Preț: 324.73 lei
- 26% Preț: 1012.14 lei
- 12% Preț: 331.32 lei
- 41% Preț: 811.37 lei
- 26% Preț: 1041.15 lei
- 26% Preț: 1049.90 lei
- 25% Preț: 1027.94 lei
- 26% Preț: 1019.82 lei
- 26% Preț: 1051.16 lei
- 26% Preț: 1017.39 lei
- 11% Preț: 320.37 lei
- 26% Preț: 1008.65 lei
- 26% Preț: 1011.72 lei
- 26% Preț: 1039.96 lei
- 22% Preț: 321.43 lei
- 26% Preț: 1011.22 lei
- 18% Preț: 1148.63 lei
- 26% Preț: 1010.91 lei
- 26% Preț: 1039.35 lei
- 26% Preț: 1041.74 lei
- 26% Preț: 990.11 lei
Preț: 318.48 lei
Preț vechi: 360.60 lei
-12% Nou
Puncte Express: 478
Preț estimativ în valută:
60.95€ • 64.12$ • 50.86£
60.95€ • 64.12$ • 50.86£
Carte tipărită la comandă
Livrare economică 10-24 ianuarie 25
Preluare comenzi: 021 569.72.76
Specificații
ISBN-13: 9781032920276
ISBN-10: 1032920270
Pagini: 446
Ilustrații: 61
Dimensiuni: 156 x 234 mm
Greutate: 0.83 kg
Ediția:1
Editura: CRC Press
Colecția CRC Press
Seria Frontiers in Neuroscience
Locul publicării:Boca Raton, United States
ISBN-10: 1032920270
Pagini: 446
Ilustrații: 61
Dimensiuni: 156 x 234 mm
Greutate: 0.83 kg
Ediția:1
Editura: CRC Press
Colecția CRC Press
Seria Frontiers in Neuroscience
Locul publicării:Boca Raton, United States
Public țintă
Academic and Professional ReferenceCuprins
STATISTICAL ANALYSIS OF NEURAL SPIKE TRAIN DATA. Statistical Modeling of Neural Spike Train Data. Regression Spline. STATISTICAL ANALYSIS OF FMRI DATA. Hypothesis Testing Approach. An Efficient Estimate of HRF. Independent Component Analysis. Instantaneous Independent Component Analysis. Colored Independent Component Analysis. Group Blind Source Separation (GBSS). Diagnostic Probability Modeling. Supervised SVD. Appendices.
Notă biografică
Young K. Truong, PhD, is a professor in the Department of Biostatistics at the University of North Carolina at Chapel Hill, USA. He earned his BS in mathematics with Baccalaureate Honors at the University of Washington, Seattle, in 1978 and his MA (1980) and PhD (1985) degrees in statistics from the University of California, Berkeley, USA. He has published extensively, is the recipient of many prestigious awards, and is an often-invited professional speaker and presenter.
Descriere
An ideal introduction to statistical neurocomputing, this book examines current statistical methods for solving emerging problems in neuroscience. These methods have been applied to data involving multichannel neural spike train, spike sorting, blind source separation, functional and effective neural connectivity, spatiotemporal modeling, and mu