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Author:

Lee, Sanghack

Title:

Causal Discovery from Relational Data: Theory and Practice

Graduate Program:

Information Sciences and Technology

Keywords:

Causality
Causal Model
Graphical Models
Relational Data
Relational Model

File:

Download sanghack-dissertation.pdf

Committee Members:

Vasant Gajanan Honavar, Dissertation Advisor/Co-Advisor
Vasant Gajanan Honavar, Committee Chair/Co-Chair
Clyde Lee Giles, Committee Member
John Yen, Committee Member
Bharath Kumar Sriperumbudur, Outside Member

Author:

Kim, Kyongwon

Title:

Dimension Reduction and Sufficient Graphical Models

Graduate Program:

Statistics

Keywords:

Sufficient Dimension Reduction
Post Dimension Reduction Statistical Inference
Graphical Models
Reproducing Kernel Hilbert Space

File:

Download Dissertation_Kyongwon_Kim.pdf

Committee Members:

Bing Li, Dissertation Advisor/Co-Advisor
Bing Li, Committee Chair/Co-Chair
David Russell Hunter, Committee Member
Bharath Kumar Sriperumbudur, Committee Member
Rongling Wu, Outside Member
Ephraim Mont Hanks, Program Head/Chair

Author:

Moysidis, Ilias

Title:

Joint Estimation of Multiple Graphical Models From Heterogeneous Subpopulations

Graduate Program:

Statistics

Keywords:

Graphical Models
Joint estimation
heterogeneous subpopulations
neighborhood selection
variable selection
nonsmooth optimization
functional graphical models

File:

Download Ilias_Moysidis_-_Dissertation.pdf

Committee Members:

Bing Li, Dissertation Advisor/Co-Advisor
Bing Li, Committee Chair/Co-Chair
Bharath Kumar Sriperumbudur, Committee Member
Runze Li, Committee Member
Alexei Novikov, Outside Member
Ephraim Mont Hanks, Program Head/Chair

Author:

Sheng, Tianhong

Title:

Statistical Learning with Conditional Independence and Graphical Models

Graduate Program:

Statistics

Keywords:

Conditional Independence
Graphical Models
Reproducing Kernel Hilbert Spaces
Cross-validation

File:

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Committee Members:

Ephraim Mont Hanks, Professor in Charge/Director of Graduate Studies
David Hunter, Major Field Member
Bharath Kumar Sriperumbudur, Co-Chair & Dissertation Advisor
Rongling Wu, Outside Unit & Field Member
Bing Li, Co-Chair & Dissertation Advisor