Susan Gauch Data-verified
Affiliation confirmed via AI analysis of OpenAlex, ORCID, and web sources.
Researcher
faculty
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Biography and Research Information
OverviewAI-generated summary
Susan Gauch's research interests lie at the intersection of computer science, natural language processing, and biomedical applications. Her work has focused on developing and applying deep learning models for various tasks, including facial micro-expression recognition, sentiment analysis for stock prediction, and enriching consumer health vocabularies. She has explored methods to incorporate word order into GloVe embeddings (WOVe) and has investigated BERT-based models for nuanced tasks like micro-expression analysis.
Gauch has also contributed to the application of artificial intelligence in health-related fields, including identifying and training deep learning networks on biomedical datasets. Her recent work includes a study on integrating multiple imaging modalities and physiological data to evaluate macroangiopathy in myositides, demonstrating a commitment to leveraging computational methods for medical diagnosis and understanding disease mechanisms. She has a strong publication record, with 165 total publications and 4,296 citations, and an h-index of 32, designating her as a highly cited researcher. Her collaborations include work with Andrew Mackey, Han‐Seok Seo, Kevin Labille, and Caleb Parks.
Metrics
- h-index: 32
- Publications: 166
- Citations: 4,313
Selected Publications
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Causal Analysis of Author Demographics in Academic Peer Review (2026)
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From Bias to Balance: Fairness-Aware Paper Recommendation for Equitable Peer Review (2026)
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Contrastive Learning for Conversational Emotion Recognition Using Knowledge Enhancement of Large Language Models (2025)
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Predicting Stock Price Movement with LLM-Enhanced Tweet Emotion Analysis (2025)
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NeIn: Telling What You Don't Want (2025)
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Assessing the value of phase to deep SAR ATR via noninferiority testing (2025)
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Comparison Analyses of Consumer Acceptance, Evoked Emotions, and Purchase Intent Between Gluten‐Containing Versus Gluten‐Free Chocolate Chip Cookie Products (2025)
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Incorporating Classifier-Free Guidance in Diffusion Model-Based Recommendation (2024)
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Mind2: Mind-to-Mind Emotional Support System with Bidirectional Cognitive Discourse Analysis (2024)
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SetBERT: Enhancing Retrieval Performance for Boolean Logic and Set Operation Queries (2024)
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Prompt Distillation for Emotion Analysis (2024)
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Identifying and training deep learning neural networks on biomedical-related datasets (2024)
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Graph pretraining approach to utilize synthetic data for SAR ATR (2024)
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Multidimensional Fairness in Paper Recommendation (2023)
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Bridging the synthetic to measured SAR gap by splitting style and content (2023)
Collaboration Network
Top Collaborators
- SetBERT: Enhancing Retrieval Performance for Boolean Logic and Set Operation Queries
- SetBERT: Enhancing Retrieval Performance for Boolean Logic and Set Operation Queries
- Sequence Graph Network for Online Debate Analysis
- Mind2: Mind-to-Mind Emotional Support System with Bidirectional Cognitive Discourse Analysis
- Boolean-aware Attention for Dense Retrieval
Showing 5 of 7 shared publications
- Mind2: Mind-to-Mind Emotional Support System with Bidirectional Cognitive Discourse Analysis
- Mind2: Mind-to-Mind Emotional Support System with Bidirectional Cognitive Discourse Analysis
- Verifying Rumors via Stance-Aware Structural Modeling
- From Bias to Balance: Fairness-Aware Paper Recommendation for Equitable Peer Review
- From Bias to Balance: Fairness-Aware Paper Recommendation for Equitable Peer Review
Showing 5 of 7 shared publications
- Mind2: Mind-to-Mind Emotional Support System with Bidirectional Cognitive Discourse Analysis
- Intermediate-Task Transfer Learning: Leveraging Sarcasm Detection for Stance Detection
- Mind2: Mind-to-Mind Emotional Support System with Bidirectional Cognitive Discourse Analysis
- Verifying Rumors via Stance-Aware Structural Modeling
- Causal Analysis of Author Demographics in Academic Peer Review
Showing 5 of 6 shared publications
- Multidimensional Demographic Profiles for Fair Paper Recommendation
- Incorporating Fairness in Paper Recommendation
- Multidimensional Fairness in Paper Recommendation
- Multidimensional Fairness in Paper Recommendation
- Micron-BERT: BERT-Based Facial Micro-Expression Recognition
- Micron-BERT: BERT-based Facial Micro-Expression Recognition
- EAGLE: Efficient Adaptive Geometry-based Learning in Cross-view Understanding
- EAGLE: Efficient Adaptive Geometry-based Learning in Cross-view Understanding
- Lexicon-based sentiment analysis for stock movement prediction
- Detecting Fake News Through Emotion Analysis
- Optimizing Statistical Distance Measures in Multivariate SVM for Sentiment Quantification
- WOVe: Incorporating Word Order in GloVe Word Embeddings
- An automated method to enrich consumer health vocabularies using GloVe word embeddings and an auxiliary lexical resource
- Peer Review #1 of "An automated method to enrich consumer health vocabularies using GloVe word embeddings and an auxiliary lexical resource (v0.1)"
- Detecting Fake News Through Emotion Analysis
- Prompt Distillation for Emotion Analysis
- Contrastive Learning for Conversational Emotion Recognition Using Knowledge Enhancement of Large Language Models
- An automated method to enrich consumer health vocabularies using GloVe word embeddings and an auxiliary lexical resource
- Incorporating Fairness in Paper Recommendation
- Peer Review #1 of "An automated method to enrich consumer health vocabularies using GloVe word embeddings and an auxiliary lexical resource (v0.1)"
- An automated method to enrich consumer health vocabularies using GloVe word embeddings and an auxiliary lexical resource
- Incorporating Fairness in Paper Recommendation
- Peer Review #1 of "An automated method to enrich consumer health vocabularies using GloVe word embeddings and an auxiliary lexical resource (v0.1)"
- Micron-BERT: BERT-Based Facial Micro-Expression Recognition
- Micron-BERT: BERT-based Facial Micro-Expression Recognition
- Comparison Analyses of Consumer Acceptance, Evoked Emotions, and Purchase Intent Between Gluten‐Containing Versus Gluten‐Free Chocolate Chip Cookie Products
- Bridging the synthetic to measured SAR gap by splitting style and content
- Graph pretraining approach to utilize synthetic data for SAR ATR
- Assessing the value of phase to deep SAR ATR via noninferiority testing
- Improving Cross-Domain Hate Speech Generalizability with Emotion Knowledge
- Mind2: Mind-to-Mind Emotional Support System with Bidirectional Cognitive Discourse Analysis
- Mind2: Mind-to-Mind Emotional Support System with Bidirectional Cognitive Discourse Analysis
- Improving Minority Stress Detection with Emotions
- NUTMEG: Separating Signal From Noise in Annotator Disagreement
- NUTMEG: Separating Signal From Noise in Annotator Disagreement
- WOVe: Incorporating Word Order in GloVe Word Embeddings
- WOVe: Incorporating Word Order in GloVe Word Embeddings
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