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Browsing Auburn University Graduate School by Author "Aakur, Sathyanarayanan"

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Automatic Speech Disorder Assessment for Children’s Speech Disorder 

Luan, Yaoxuan (2025-05-08)
Speech disorders in children present persistent challenges for early detection and intervention due to the complex, variable, and context-dependent nature of developing speech. Traditional automatic speech disorder detection ...

Evaluating Semantic and Contextual Alignment in Language Models 

Mahajan, Yash (2025-12-17)  ETD File Embargoed
Large Language Models (LLMs) have transformed how we represent, interpret, and generate language, showing promising performance on various downstream tasks. Yet, two central questions remain: are these gains merely a ...

Minimizing Data Dependency through Predictive and Few-Shot Approaches 

Trehan, Shubham (2025-11-25)
The advancement of deep learning in complex real-world applications is fundamentally constrained by the scarcity of high-quality unlabeled data. This challenge is particularly acute in two critical domains: biomedical ...

Mitigating Data Deficiencies and Poisoning in Network-Centric Cybersecurity Systems 

Wang, Haofan (2026-05-01)  ETD File Embargoed
Cybersecurity network detection systems heavily rely on datasets to train models that identify and classify malicious activities. However, real-world network data often suffer from deficiencies such as class imbalance, low ...

A Multi-Population Biomechanical Investigation of Movement Strategy Classification via Force-Time Waveform Analysis 

Adlou, Bahman (2025-12-16)  ETD File Embargoed
Background: Traditional countermovement jump (CMJ) assessment relies on discrete metrics that potentially mask complex neuromuscular coordination strategies. This dissertation investigated whether continuous waveform ...