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1. Towards Secure Solutions for Cloud Applications

open_access
Open Access
Author:
Liao, Cong
Title:
Towards Secure Solutions for Cloud Applications
Graduate Program:
Information Sciences and Technology
Keywords:
Cloud Computing
MapReduce
Provenance Logging
Invariant Violation Detection
Hadoop File System
Distributed Storage
Location-Awareness
Machine Learning
Adversarial Machine Learning
Security
Convolutional Neural Networks
File:
Download Dissertation-Cong.pdf
Committee Members:
Anna Cinzia Squicciarini, Dissertation Advisor/Co-Advisor
Anna Cinzia Squicciarini, Committee Chair/Co-Chair
Peng Liu, Committee Member
Sencun Zhu, Committee Member
David Jonathan Miller, Outside Member

3. A Representation-based Approach to Connect Regular Grammar and Deep Learning

open_access
Open Access
Author:
Zhang, Kaixuan
Title:
A Representation-based Approach to Connect Regular Grammar and Deep Learning
Graduate Program:
Information Sciences and Technology
Keywords:
Deep Leaning
Regular Grammar
Adversarial Machine Learning
Model Extraction
Topological Analysis
File:
Download KZ_thesis.pdf
Committee Members:
C Lee Giles, Chair & Dissertation Advisor
Shomir Wilson, Major Field Member
Daniel Kifer, Outside Unit & Field Member
Kenneth Huang, Major Field Member
Mary Beth Rosson, Program Head/Chair

4. Anomaly Detection of Test-Time Evasion Attacks in the Audio Domain

open_access
Open Access
Author:
Geer, Connor
Title:
Anomaly Detection of Test-Time Evasion Attacks in the Audio Domain
Graduate Program:
Computer Science and Engineering
Keywords:
Adversarial Machine Learning
Neural Networks
Audio
Anomaly Detection
File:
Download thesis.pdf
Committee Members:
Chitaranjan Das, Program Head/Chair
George Kesidis, Thesis Advisor/Co-Advisor
David Jonathan Miller, Committee Member
Syed Rafiul Hussain, Committee Member

5. Poisoning Attacks and Defenses Against Machine Learning Classifiers

open_access
Open Access
Author:
Li, Xi
Title:
Poisoning Attacks and Defenses Against Machine Learning Classifiers
Graduate Program:
Computer Science and Engineering
Keywords:
Data Poisoning Attacks
Data Poisoning Defenses
Backdoor Attacks
Backdoor Defenses
Label-flipping Data Poisoning Defense
Deep Learning
Adversarial Machine Learning
Machine Learning
File:
Download PhD_Dissertation.pdf
Committee Members:
Wenrui Hao, Outside Unit & Field Member
Mingfu Shao, Major Field Member
Chitaranjan Das, Program Head/Chair
George Kesidis, Chair & Dissertation Advisor
Mahanth Gowda, Major Field Member