Information-based methods for neuroimaging: analyzing structure, function and dynamics (Record no. 64255)
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| fixed length control field | 04239naaaa2200385uu 4500 |
| 001 - CONTROL NUMBER | |
| control field | https://directory.doabooks.org/handle/20.500.12854/50228 |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20220220040927.0 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 978-2-88919-502-2 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9782889195022 |
| 024 7# - OTHER STANDARD IDENTIFIER | |
| Standard number or code | 10.3389/978-2-88919-502-2 |
| Terms of availability | doi |
| 041 0# - LANGUAGE CODE | |
| Language code of text/sound track or separate title | English |
| 042 ## - AUTHENTICATION CODE | |
| Authentication code | dc |
| 100 1# - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Daniele Marinazzo |
| Relationship | auth |
| 245 10 - TITLE STATEMENT | |
| Title | Information-based methods for neuroimaging: analyzing structure, function and dynamics |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. | |
| Name of publisher, distributor, etc. | Frontiers Media SA |
| Date of publication, distribution, etc. | 2015 |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | 1 electronic resource (191 p.) |
| 506 0# - RESTRICTIONS ON ACCESS NOTE | |
| Terms governing access | Open Access |
| Source of term | star |
| Standardized terminology for access restriction | Unrestricted online access |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc. | The aim of this Research Topic is to discuss the state of the art on the use of Information-based methods in the analysis of neuroimaging data. Information-based methods, typically built as extensions of the Shannon Entropy, are at the basis of model-free approaches which, being based on probability distributions rather than on specific expectations, can account for all possible non-linearities present in the data in a model-independent fashion.Mutual Information-like methods can also be applied on interacting dynamical variables described by time-series, thus addressing the uncertainty reduction (or information) in one variable by conditioning on another set of variables.In the last years, different Information-based methods have been shown to be flexible and powerful tools to analyze neuroimaging data, with a wide range of different methodologies, including formulations-based on bivariate vs multivariate representations, frequency vs time domains, etc. Apart from methodological issues, the information bit as a common unit represents a convenient way to open the road for comparison and integration between different measurements of neuroimaging data in three complementary contexts: Structural Connectivity, Dynamical (Functional and Effective) Connectivity, and Modelling of brain activity. Applications are ubiquitous, starting from resting state in healthy subjects to modulations of consciousness and other aspects of pathophysiology.Mutual Information-based methods have provided new insights about common-principles in brain organization, showing the existence of an active default network when the brain is at rest. It is not clear, however, how this default network is generated, the different modules are intra-interacting, or disappearing in the presence of stimulation. Some of these open-questions at the functional level might find their mechanisms on their structural correlates. A key question is the link between structure and function and the use of structural priors for the understanding of the functional connectivity measures. As effective connectivity is concerned, recently a common framework has been proposed for Transfer Entropy and Granger Causality, a well-established methodology originally based on autoregressive models. This framework can open the way to new theories and applications.This Research Topic brings together contributions from researchers from different backgrounds which are either developing new approaches, or applying existing methodologies to new data, and we hope it will set the basis for discussing the development and validation of new Information-based methodologies for the understanding of brain structure, function, and dynamics. |
| 540 ## - TERMS GOVERNING USE AND REPRODUCTION NOTE | |
| Terms governing use and reproduction | Creative Commons |
| Use and reproduction rights | https://creativecommons.org/licenses/by/4.0/ |
| Source of term | cc |
| -- | https://creativecommons.org/licenses/by/4.0/ |
| 546 ## - LANGUAGE NOTE | |
| Language note | English |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | brain connectivity |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | Information Theory |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | neuroinformatics |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | transfer entropy |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | network theory |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | mutual information |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | computational neuroscience |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | functional connectome |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | Granger causality |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | structural connectome |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Miguel Angel Munoz |
| Relationship | auth |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Jesus M. Cortes |
| Relationship | auth |
| 856 40 - ELECTRONIC LOCATION AND ACCESS | |
| Host name | www.oapen.org |
| Uniform Resource Identifier | <a href="http://journal.frontiersin.org/researchtopic/1241/information-based-methods-for-neuroimaging-analyzing-structure-function-and-dynamics">http://journal.frontiersin.org/researchtopic/1241/information-based-methods-for-neuroimaging-analyzing-structure-function-and-dynamics</a> |
| Access status | 0 |
| Public note | DOAB: download the publication |
| 856 40 - ELECTRONIC LOCATION AND ACCESS | |
| Host name | www.oapen.org |
| Uniform Resource Identifier | <a href="https://directory.doabooks.org/handle/20.500.12854/50228">https://directory.doabooks.org/handle/20.500.12854/50228</a> |
| Access status | 0 |
| Public note | DOAB: description of the publication |
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