Advanced state space methods for neural and clinical data / (Record no. 515897)
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| 000 -LEADER | |
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| fixed length control field | 03799nam a22003498i 4500 |
| 001 - CONTROL NUMBER | |
| control field | CR9781139941433 |
| 003 - CONTROL NUMBER IDENTIFIER | |
| control field | UkCbUP |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20200124160212.0 |
| 006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS--GENERAL INFORMATION | |
| fixed length control field | m|||||o||d|||||||| |
| 007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION | |
| fixed length control field | cr|||||||||||| |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 140304s2015||||enk o ||1 0|eng|d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9781139941433 (ebook) |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| Cancelled/invalid ISBN | 9781107079199 (hardback) |
| 040 ## - CATALOGING SOURCE | |
| Original cataloging agency | UkCbUP |
| Language of cataloging | eng |
| Description conventions | rda |
| Transcribing agency | UkCbUP |
| 050 04 - LIBRARY OF CONGRESS CALL NUMBER | |
| Classification number | RC346 |
| Item number | .A38 2015 |
| 082 00 - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 616.8001/1 |
| Edition number | 23 |
| 245 00 - TITLE STATEMENT | |
| Title | Advanced state space methods for neural and clinical data / |
| Statement of responsibility, etc | edited by Zhe Chen. |
| 246 3# - VARYING FORM OF TITLE | |
| Title proper/short title | Advanced State Space Methods for Neural & Clinical Data |
| 264 #1 - Production, Publication, Distribution, Manufacture, and Copyright Notice (R) | |
| Place of production, publication, distribution, manufacture (R) | Cambridge : |
| Name of producer, publisher, distributor, manufacturer (R) | Cambridge University Press, |
| Date of production, publication, distribution, manufacture, or copyright notice | 2015. |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | 1 online resource (xxii, 374 pages) : |
| Other physical details | digital, PDF file(s). |
| 336 ## - Content Type (R) | |
| Content type term (R) | text |
| Content type code (R) | txt |
| Source (NR) | rdacontent |
| 337 ## - Media Type (R) | |
| Media type term (R) | computer |
| Media type code (R) | c |
| Source (NR) | rdamedia |
| 338 ## - Carrier Type (R) | |
| Carrier type term (R) | online resource |
| Carrier type code (R) | cr |
| Source (NR) | rdacarrier |
| 500 ## - GENERAL NOTE | |
| General note | Title from publisher's bibliographic system (viewed on 05 Oct 2015). |
| 505 0# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | Inference and learning in latent Markov models / D. Barber and S. Chiappa -- State space methods for MEG source reconstruction / M. Fukushima, O. Yamashita, and M. Sato -- Autoregressive modeling of FMRI time series : state space approaches and the general linear model / A. Galka [and others] -- State space models and their spectral decomposition in dynamic causal modeling / R. Moran -- Estimating state and parameters in state space models of spike trains / J.H. Macke, L. Buesing, and M. Sahani -- Bayesian inference for latent stepping and ramping models of spike train data / K.W. Latimer, A.C. Huk, and J.W. Pillow -- Probabilistic approaches to uncover rat hippocampal population codes / Z. Chen, F. Kloosterman, and M.A. Wilson -- Neural decoding in motor cortex using state space models with hidden states / W. Wuand S. Liu -- State-space modeling for analysis of behavior in learning experiments / A.C. Smith -- Bayesian nonparametric learning of switching dynamics in cohort physiological time series : application in critical care patient monitoring / L.H. Lehman, M.J. Johnson, S. Nemati, R.P. Adams and R.G. Mark -- Identifying outcome-discriminative dynamics in multivariate physiological cohort time series / S. Nemati and R.P. Adams -- A dynamic point process framework for assessing heartbeat dynamics and cardiovascular functions / Z. Chen and R. Barbieri -- Real-time segmentation and tracking of brain metabolic state in ICU EEG recordings of burst suppression / M.B. Westover, S. Ching, M.M. Shafi, S.S. Cash and E.N. Brown -- Signal quality indices for state-space electrophysiological signal processing and vice versa / J. Oster and G.D. Clifford. |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc | This authoritative work provides an in-depth treatment of state space methods, with a range of applications in neural and clinical data. Advanced and state-of-the-art research topics are detailed, including topics in state space analyses, maximum likelihood methods, variational Bayes, sequential Monte Carlo, Markov chain Monte Carlo, nonparametric Bayesian, and deep learning methods. Details are provided on practical applications in neural and clinical data, whether this is characterising time series data from neural spike trains recorded from the rat hippocampus, the primate motor cortex, or the human EEG, MEG or fMRI, or physiological measurements of heartbeats or blood pressures. With real-world case studies of neuroscience experiments and clinical data sets, and written by expert authors from across the field, this is an ideal resource for anyone working in neuroscience and physiological data analysis. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Nervous system |
| General subdivision | Diseases. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | State-space methods. |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Chen, Zhe, |
| Dates associated with a name | 1976- |
| Relator term | editor. |
| 776 08 - ADDITIONAL PHYSICAL FORM ENTRY | |
| Display text | Print version: |
| International Standard Book Number | 9781107079199 |
| 856 40 - ELECTRONIC LOCATION AND ACCESS | |
| Uniform Resource Identifier | <a href="https://doi.org/10.1017/CBO9781139941433">https://doi.org/10.1017/CBO9781139941433</a> |
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