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Author:

Yang, Xin

Title:

Computational Methods for Manifold learning

Graduate Program:

Computer Science and Engineering

Keywords:

dimensionality estimator
dimensionality reduction
manifold learning

File:

Download manifold.pdf

Committee Members:

Hongyuan Zha, Committee Chair/Co-Chair
Jesse Louis Barlow, Committee Chair/Co-Chair
Suzanne Michelle Shontz, Committee Member
Yanxi Liu, Committee Member
Chun Liu, Committee Member

Author:

Lu, Hanlin

Title:

Data Reduction for Communication-efficient Machine Learning

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

distributed machine learning
coreset
distributed k-means
quantization
dimensionality reduction
edge-based machine learning

File:

Download Hanlin_Lu_dissertation.pdf

Committee Members:

Vijaykrishnan Narayanan, Major Field Member
Lingzhou Xue, Outside Unit & Field Member
Ting He, Chair & Dissertation Advisor
Mehrdad Mahdavi, Major Field Member
Chitaranjan Das, Program Head/Chair