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IUPUI

1. Li, Huang. Visual Analytics and Interactive Machine Learning for Human Brain Data.

Degree: 2019, IUPUI

Indiana University-Purdue University Indianapolis (IUPUI)

This study mainly focuses on applying visualization techniques on human brain data for data exploration, quality control, and hypothesis discovery. It mainly consists of two parts: multi-modal data visualization and interactive machine learning. For multi-modal data visualization, a major challenge is how to integrate structural, functional and connectivity data to form a comprehensive visual context. We develop a new integrated visualization solution for brain imaging data by combining scientific and information visualization techniques within the context of the same anatomic structure. For interactive machine learning, we propose a new visual analytics approach to interactive machine learning. In this approach, multi-dimensional data visualization techniques are employed to facilitate user interactions with the machine learning process. This allows dynamic user feedback in different forms, such as data selection, data labeling, and data correction, to enhance the efficiency of model building.

Advisors/Committee Members: Fang, Shiaofen, Shen, Li, Mukhopadhyay, Snehasis.

Subjects/Keywords: Visual analytics; Visualization; Machine learning; Neural network

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APA · Chicago · MLA · Vancouver · CSE | Export to Zotero / EndNote / Reference Manager

APA (6th Edition):

Li, H. (2019). Visual Analytics and Interactive Machine Learning for Human Brain Data. (Thesis). IUPUI. Retrieved from http://hdl.handle.net/1805/19923

Note: this citation may be lacking information needed for this citation format:
Not specified: Masters Thesis or Doctoral Dissertation

Chicago Manual of Style (16th Edition):

Li, Huang. “Visual Analytics and Interactive Machine Learning for Human Brain Data.” 2019. Thesis, IUPUI. Accessed August 24, 2019. http://hdl.handle.net/1805/19923.

Note: this citation may be lacking information needed for this citation format:
Not specified: Masters Thesis or Doctoral Dissertation

MLA Handbook (7th Edition):

Li, Huang. “Visual Analytics and Interactive Machine Learning for Human Brain Data.” 2019. Web. 24 Aug 2019.

Vancouver:

Li H. Visual Analytics and Interactive Machine Learning for Human Brain Data. [Internet] [Thesis]. IUPUI; 2019. [cited 2019 Aug 24]. Available from: http://hdl.handle.net/1805/19923.

Note: this citation may be lacking information needed for this citation format:
Not specified: Masters Thesis or Doctoral Dissertation

Council of Science Editors:

Li H. Visual Analytics and Interactive Machine Learning for Human Brain Data. [Thesis]. IUPUI; 2019. Available from: http://hdl.handle.net/1805/19923

Note: this citation may be lacking information needed for this citation format:
Not specified: Masters Thesis or Doctoral Dissertation

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