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Author:

Dering, Matthew Lewis

Title:

Generation and Evaluation of Design Using Deep Neural Networks

Graduate Program:

Computer Science and Engineering

Keywords:

Deep learning
design
generative models
prototyping

File:

Download Dering-Dissertation.pdf

Committee Members:

Daniel Kifer, Dissertation Advisor/Co-Advisor
Conrad S Tucker, Committee Chair/Co-Chair
Rebecca Jane Passonneau, Committee Member
Mohamed Khaled Almekkawy, Committee Member
Timothy Raymond Brick, Outside Member

Author:

Wang, Hongjian

Title:

Ubran Computing with Mobility Data: a Unified Approach

Graduate Program:

Information Sciences and Technology

Keywords:

urban computing
graph embedding
data mining
mobility data
spatial non-stationary
geographically weighted regression
reinforcement learning
MCMC

File:

Download Hongjian-disertation.pdf

Committee Members:

Dr. Zhenhui Li, Dissertation Advisor/Co-Advisor
Zhenhui Li, Committee Chair/Co-Chair
C. Lee Giles, Committee Member
Anna Squicciarini, Committee Member
Daniel Kifer, Outside Member

Author:

Chia, Nai Hui

Title:

Quantum Reductions from Hard problems

Graduate Program:

Computer Science and Engineering

Keywords:

quantum comoutation
cryptographically primitives
dihedral coset problem
worst-case to average-case reduction
quantum interactive proof
subset sum problem

File:

Download Penn_State_University_Thesis-6.pdf

Committee Members:

Sean Hallgren, Dissertation Advisor/Co-Advisor
Sean Hallgren, Committee Chair/Co-Chair
Daniel Kifer, Committee Member
Martin Furer, Committee Member
Jason Ryder Morton, Outside Member

Author:

Ororbia, Alexander Gabriel

Title:

Coordinated Local Learning Algorithms for Continuously Adaptive Neural Systems

Graduate Program:

Information Sciences and Technology

Keywords:

artificial intelligence
artificial neural networks
local learning
neurocognitive
machine learning
lifelong learning

File:

Download ororbia-dissertation-july10-2018.pdf

Committee Members:

C. Lee Giles, Dissertation Advisor/Co-Advisor
C. Lee Giles, Committee Chair/Co-Chair
David Reitter, Committee Member
Vasant Honavar, Committee Member
Daniel Kifer, Outside Member

Author:

Sun, Chen

Title:

Scalable and Accurate Algorithms for Search in Genomic Big Data and Analysis of Genetic Variants

Graduate Program:

Computer Science and Engineering

Keywords:

Algorithm
Big Data
Database
Genomics
Probabilistic Data Structures
Data Mining
Parallel Computing
Bioinformatics
Genetic Variants
SNP
Computational Biology

File:

Download ChenSun_dissertation_v0830.pdf

Committee Members:

Paul Medvedev, Dissertation Advisor/Co-Advisor
Paul Medvedev, Committee Chair/Co-Chair
Daniel Kifer, Committee Member
Kamesh Madduri, Committee Member
Michael Degiorgio, Outside Member

Author:

Fang, Kuai

Title:

Understanding Hydrologic Functions of Water Storage and Soil Moisture and Improving Predictive Capability using Big Data Machine Learning Methods

Graduate Program:

Civil Engineering

Keywords:

Hydrology
Watershed Functioning
Water Storage
Soil Moisture
Machine Learning
Deep Learning

File:

Download Kuai_Thesis_Final.pdf

Committee Members:

Chaopeng Shen, Dissertation Advisor/Co-Advisor
Chaopeng Shen, Committee Chair/Co-Chair
Xiaofeng Liu, Committee Member
Klaus Keller, Committee Member
Daniel Kifer, Outside Member