Exploratory Data Analysis Methods for Functional Magnetic Resonance Imaging (fMRI): A Comprehensive Review of Software Programs Used in Research
This extensive and thorough review aims to systematically outline, clarify, and examine the numerous exploratory data analysis techniques that are employed in the intriguing and rapidly advancing domain of functional MRI research. We will particularly focus on the wide array of software application...
Saved in:
| Main Authors: | , , , , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
Al-Nahrain Journal for Engineering Sciences
2024-12-01
|
| Series: | مجلة النهرين للعلوم الهندسية |
| Subjects: | |
| Online Access: | https://nahje.com/index.php/main/article/view/1373 |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| _version_ | 1841545812964802560 |
|---|---|
| author | Hussain A. Jaber Basma A. Al-Ghali Muna M. Kareem Ilyas Çankaya Oktay Algin |
| author_facet | Hussain A. Jaber Basma A. Al-Ghali Muna M. Kareem Ilyas Çankaya Oktay Algin |
| author_sort | Hussain A. Jaber |
| collection | DOAJ |
| description |
This extensive and thorough review aims to systematically outline, clarify, and examine the numerous exploratory data analysis techniques that are employed in the intriguing and rapidly advancing domain of functional MRI research. We will particularly focus on the wide array of software applications that are instrumental in facilitating and improving these complex and often nuanced analyses. Throughout this discourse, we will meticulously assess the various strengths and limitations associated with each analytical tool, offering invaluable insights relevant to their application and overall efficacy across diverse research contexts and environments. Our aim is to create a comprehensive understanding of how these tools can be best utilized to enhance research outcomes. Through this analysis, we aspire to equip researchers with critical knowledge and essential information that could profoundly influence their methodological selections in upcoming studies. By carefully considering these factors, we hope to contribute positively to the ongoing progression of this important field of inquiry, fostering innovation and enhancing the impact of future research findings in functional MRI studies.
|
| format | Article |
| id | doaj-art-3f89aac0bd074f9aad1a4115cdbb9ee8 |
| institution | Kabale University |
| issn | 2521-9154 2521-9162 |
| language | English |
| publishDate | 2024-12-01 |
| publisher | Al-Nahrain Journal for Engineering Sciences |
| record_format | Article |
| series | مجلة النهرين للعلوم الهندسية |
| spelling | doaj-art-3f89aac0bd074f9aad1a4115cdbb9ee82025-01-11T14:13:17ZengAl-Nahrain Journal for Engineering Sciencesمجلة النهرين للعلوم الهندسية2521-91542521-91622024-12-0127410.29194/NJES.27040491Exploratory Data Analysis Methods for Functional Magnetic Resonance Imaging (fMRI): A Comprehensive Review of Software Programs Used in ResearchHussain A. Jaber0Basma A. Al-Ghali1Muna M. Kareem2Ilyas Çankaya3Oktay Algin4Department of Biomedical Engineering, College of Engineering, Al-Nahrain University, Baghdad, Iraq.Department of Biomedical Engineering, College of Engineering, Al-Nahrain University, Baghdad, Iraq.Department of Biomedical Engineering, Al-Nahrain University, Baghdad, Iraq.Electrical and Electronics Engineering Department, Graduate School of Natural Science, Ankara Yıldırım Beyazıt University, Ankara, Turkey.Interventional MR Clinical R&D Institute, Ankara University, Ankara, Turkey Department of Radiology, Medical Faculty, Ankara University, Ankara, Turkey / National MR Research Center (UMRAM), Bilkent University, Ankara, Turkey. This extensive and thorough review aims to systematically outline, clarify, and examine the numerous exploratory data analysis techniques that are employed in the intriguing and rapidly advancing domain of functional MRI research. We will particularly focus on the wide array of software applications that are instrumental in facilitating and improving these complex and often nuanced analyses. Throughout this discourse, we will meticulously assess the various strengths and limitations associated with each analytical tool, offering invaluable insights relevant to their application and overall efficacy across diverse research contexts and environments. Our aim is to create a comprehensive understanding of how these tools can be best utilized to enhance research outcomes. Through this analysis, we aspire to equip researchers with critical knowledge and essential information that could profoundly influence their methodological selections in upcoming studies. By carefully considering these factors, we hope to contribute positively to the ongoing progression of this important field of inquiry, fostering innovation and enhancing the impact of future research findings in functional MRI studies. https://nahje.com/index.php/main/article/view/1373Functional MRIMachine LearningData AnalysisBrain ImagingBrain MappingNeuroimaging Analysis Software |
| spellingShingle | Hussain A. Jaber Basma A. Al-Ghali Muna M. Kareem Ilyas Çankaya Oktay Algin Exploratory Data Analysis Methods for Functional Magnetic Resonance Imaging (fMRI): A Comprehensive Review of Software Programs Used in Research مجلة النهرين للعلوم الهندسية Functional MRI Machine Learning Data Analysis Brain Imaging Brain Mapping Neuroimaging Analysis Software |
| title | Exploratory Data Analysis Methods for Functional Magnetic Resonance Imaging (fMRI): A Comprehensive Review of Software Programs Used in Research |
| title_full | Exploratory Data Analysis Methods for Functional Magnetic Resonance Imaging (fMRI): A Comprehensive Review of Software Programs Used in Research |
| title_fullStr | Exploratory Data Analysis Methods for Functional Magnetic Resonance Imaging (fMRI): A Comprehensive Review of Software Programs Used in Research |
| title_full_unstemmed | Exploratory Data Analysis Methods for Functional Magnetic Resonance Imaging (fMRI): A Comprehensive Review of Software Programs Used in Research |
| title_short | Exploratory Data Analysis Methods for Functional Magnetic Resonance Imaging (fMRI): A Comprehensive Review of Software Programs Used in Research |
| title_sort | exploratory data analysis methods for functional magnetic resonance imaging fmri a comprehensive review of software programs used in research |
| topic | Functional MRI Machine Learning Data Analysis Brain Imaging Brain Mapping Neuroimaging Analysis Software |
| url | https://nahje.com/index.php/main/article/view/1373 |
| work_keys_str_mv | AT hussainajaber exploratorydataanalysismethodsforfunctionalmagneticresonanceimagingfmriacomprehensivereviewofsoftwareprogramsusedinresearch AT basmaaalghali exploratorydataanalysismethodsforfunctionalmagneticresonanceimagingfmriacomprehensivereviewofsoftwareprogramsusedinresearch AT munamkareem exploratorydataanalysismethodsforfunctionalmagneticresonanceimagingfmriacomprehensivereviewofsoftwareprogramsusedinresearch AT ilyascankaya exploratorydataanalysismethodsforfunctionalmagneticresonanceimagingfmriacomprehensivereviewofsoftwareprogramsusedinresearch AT oktayalgin exploratorydataanalysismethodsforfunctionalmagneticresonanceimagingfmriacomprehensivereviewofsoftwareprogramsusedinresearch |