In-between and cross-frequency dependence-based summarization of resting-state fMRI data

Maziar Yaesoubi; Rogers F. Silva; Vince Daniel Calhoun

doi:10.1109/SSIAI.2018.8470314

In-between and cross-frequency dependence-based summarization of resting-state fMRI data

Maziar Yaesoubi, Rogers F. Silva, Vince Daniel Calhoun

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Abstract

Various data summarization approaches which consist of basis transformation and dimension reduction have been commonly used for information retrieval from brain imaging data including functional magnetic resonance imaging (fMRI). However, most approaches do not include frequency variation of the temporal data in the basis transformation. Here we propose a novel approach to incorporate in-between and cross-frequency dependence for summarization of resting-state fMRI data.

Original language	English (US)
Title of host publication	2018 IEEE Southwest Symposium on Image Analysis and Interpretation, SSIAI 2018 - Proceedings
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	93-96
Number of pages	4
Volume	2018-April
ISBN (Electronic)	9781538665688
DOIs	https://doi.org/10.1109/SSIAI.2018.8470314
State	Published - Sep 21 2018
Externally published	Yes
Event	2018 IEEE Southwest Symposium on Image Analysis and Interpretation, SSIAI 2018 - Las Vegas, United States Duration: Apr 8 2018 → Apr 10 2018

Other

Other	2018 IEEE Southwest Symposium on Image Analysis and Interpretation, SSIAI 2018
Country/Territory	United States
City	Las Vegas
Period	4/8/18 → 4/10/18

Keywords

Canonical correlation analysis
Cross-freqency depenence
Hilbert transform

ASJC Scopus subject areas

Software
Computer Vision and Pattern Recognition
Computer Science Applications

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10.1109/SSIAI.2018.8470314

Cite this

Yaesoubi, M., Silva, R. F., & Calhoun, V. D. (2018). In-between and cross-frequency dependence-based summarization of resting-state fMRI data. In 2018 IEEE Southwest Symposium on Image Analysis and Interpretation, SSIAI 2018 - Proceedings (Vol. 2018-April, pp. 93-96). Article 8470314 Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/SSIAI.2018.8470314

In-between and cross-frequency dependence-based summarization of resting-state fMRI data. / Yaesoubi, Maziar; Silva, Rogers F.; Calhoun, Vince Daniel.
2018 IEEE Southwest Symposium on Image Analysis and Interpretation, SSIAI 2018 - Proceedings. Vol. 2018-April Institute of Electrical and Electronics Engineers Inc., 2018. p. 93-96 8470314.

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Yaesoubi, M, Silva, RF & Calhoun, VD 2018, In-between and cross-frequency dependence-based summarization of resting-state fMRI data. in 2018 IEEE Southwest Symposium on Image Analysis and Interpretation, SSIAI 2018 - Proceedings. vol. 2018-April, 8470314, Institute of Electrical and Electronics Engineers Inc., pp. 93-96, 2018 IEEE Southwest Symposium on Image Analysis and Interpretation, SSIAI 2018, Las Vegas, United States, 4/8/18. https://doi.org/10.1109/SSIAI.2018.8470314

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AB - Various data summarization approaches which consist of basis transformation and dimension reduction have been commonly used for information retrieval from brain imaging data including functional magnetic resonance imaging (fMRI). However, most approaches do not include frequency variation of the temporal data in the basis transformation. Here we propose a novel approach to incorporate in-between and cross-frequency dependence for summarization of resting-state fMRI data.

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BT - 2018 IEEE Southwest Symposium on Image Analysis and Interpretation, SSIAI 2018 - Proceedings

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ER -

In-between and cross-frequency dependence-based summarization of resting-state fMRI data

Abstract

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Keywords

ASJC Scopus subject areas

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