Susan Gauch
Affiliation confirmed via AI analysis of OpenAlex, ORCID, and web sources.
Researcher
Also affiliated: University of North Carolina at Chapel Hill (1989–2021); Northeastern University (1992–1993); North Carolina State University (2003); Johns Hopkins University (2025); University of Kansas (1994–2020); Wellesley College (1989–1992); Johannes Gutenberg University Mainz (2023); Johns Hopkins University Applied Physics Laboratory (2025); Eaton (United States) (2003); University Medical Center of the Johannes Gutenberg University Mainz (2023); J. B. Hunt Transport Services (United States) (2011); Imperial College London (2000); Universidad del Noreste (1993)
Faculty Researcher
Research Areas
Biomedical Subjects
Links
Biography and Research Information
OverviewAI-generated summary
Susan Gauch's research interests encompass the application of advanced computational techniques, including deep learning and natural language processing, to diverse fields. Her recent work includes the development of Micron-BERT, a BERT-based model for facial micro-expression recognition, and exploring methods to incorporate word order into GloVe word embeddings. Gauch has also investigated lexicon-based sentiment analysis for stock movement prediction and the automated enrichment of consumer health vocabularies using word embeddings and auxiliary lexical resources.
Her research extends into biomedical applications, with recent publications focusing on identifying and training deep learning neural networks on biomedical datasets, and the integration of multimodal data for evaluating macroangiopathy in myositides. Gauch's scholarship metrics include an h-index of 32, with over 4,300 citations across 165 publications, and she is recognized as a highly cited researcher. She actively collaborates with colleagues at the University of Arkansas at Fayetteville, including Uttamasha Oyshi and Gibson Nkhata.
Metrics
- h-index: 32
- Publications: 165
- Citations: 4,340
Selected Publications
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ClusterRAG: Cluster-Based Collaborative Filtering for Personalized Retrieval-Augmented Generation (2026)
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Causal Analysis of Author Demographics in Academic Peer Review (2026)arXiv (Cornell University) OpenAlex
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From Bias to Balance: Fairness-Aware Paper Recommendation for Equitable Peer Review (2026)arXiv (Cornell University) OpenAlex
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Boolean-Aware Attention for Dense Retrieval (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)
Collaboration Network
Top Collaborators
- 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)"
- 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)"
- Multidimensional Demographic Profiles for Fair Paper Recommendation
- Incorporating Fairness in Paper Recommendation
- Multidimensional Fairness in Paper Recommendation
- 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
- Mind2: Mind-to-Mind Emotional Support System with Bidirectional Cognitive Discourse Analysis
- From Bias to Balance: Fairness-Aware Paper Recommendation for Equitable Peer Review
- Causal Analysis of Author Demographics in Academic Peer Review
- Graph pretraining approach to utilize synthetic data for SAR ATR
- Assessing the value of phase to deep SAR ATR via noninferiority testing
- Graph pretraining approach to utilize synthetic data for SAR ATR
- Assessing the value of phase to deep SAR ATR via noninferiority testing
- Prompt Distillation for Emotion Analysis
- Contrastive Learning for Conversational Emotion Recognition Using Knowledge Enhancement of Large Language Models
- SetBERT: Enhancing Retrieval Performance for Boolean Logic and Set Operation Queries
- Mind2: Mind-to-Mind Emotional Support System with Bidirectional Cognitive Discourse Analysis
- Mind2: Mind-to-Mind Emotional Support System with Bidirectional Cognitive Discourse Analysis
- Causal Analysis of Author Demographics in Academic Peer Review
- Lexicon-based sentiment analysis for stock movement prediction
- Lexicon-based sentiment analysis for stock movement prediction
- WOVe: Incorporating Word Order in GloVe Word Embeddings
- WOVe: Incorporating Word Order in GloVe Word Embeddings
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