Mariofanna Milanova
Affiliation confirmed via AI analysis of OpenAlex, ORCID, and web sources.
Professor
Also affiliated: University of Louisville (2001–2002); Emory University (2006); Rensselaer Polytechnic Institute (2005–2010); Universidade do Porto (2000); Xavier University (2018); Norwegian University of Science and Technology (2009); Bulgarian Academy of Sciences (2001–2002); Technical University of Sofia (1996); Universidade Politecnica (1999); Institute of Mechanical Engineering and Industrial Mangement (2002); Quality Research (2025); University of Louisville Hospital (2001); Utah AIDS Foundation (2008); Arkansas Department of Agriculture (2017–2024); South University (2013); Sofia University "St. Kliment Ohridski" (1997); Instituto Politécnico Nacional (2002); University of Aveiro (2012)
Faculty Researcher
Research Areas
Biomedical Subjects
Links
Biography and Research Information
OverviewAI-generated summary
Mariofanna Milanova's research focuses on the application of advanced computational techniques, including deep learning and machine learning, to diverse fields. Her work in medical research investigates the assessment and treatment of negative symptoms in schizophrenia, exploring regional perspectives on the condition. This includes developing novel EEG classification methods utilizing Hellinger distance for improved seizure epilepsy detection. Milanova also applies deep learning to other domains, such as developing robust hybrid deep learning models for financial time series forecasting and analyzing the performance of model-compression techniques for audio classification on edge devices. Her research extends to computer vision, with work on identifying and tracking railway bogie parts and creating optimized eye-gaze writing systems. She also has experience with markerless 3D virtual try-on systems. Milanova has received federal funding from the NSF for an I-Corps project focused on a computer vision-based intelligent service recommendation system. She leads a research group and collaborates with several colleagues at the University of Arkansas at Little Rock, with whom she has co-authored multiple publications. Her scholarly contributions are reflected in an h-index of 17 and over 1,100 citations.
Metrics
- h-index: 18
- Publications: 178
- Citations: 1,152
Selected Publications
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Hybrid Transformer-Based Channel Estimation for Massive Multiple-Input Multiple-Output Systems Using Low-Rank Adaptation Optimization (2026)
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Federated Learning-Based Road Defect Detection with Transformer Models for Real-Time Monitoring (2025)
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Parsing Requirements for Automatic Prompting of Large Language Models for Requirements Validation (2025)
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Entity Resolution Using Transformers for Synthetic Datasets (2025)
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Deep Neural Network with RIS-Powered Wireless Communication Systems for Channel Modeling (2025)
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Semantic Entity Resolution on Synthetic Datasets: A Transformer-Centric Approach (2025)
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Unveiling Alzheimer’s Progression: AI-Driven Models for Classifying Stages of Cognitive Impairment Through Medical Imaging (2025)
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Large Language Models for Classification of Functional and Nonfunctional Requirements (2025)
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Towards Smarter Road Maintenance: YOLOv7-Seg for Real-Time Detection of Surface Defects (2025)
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A Comparative Study of YOLO, SSD, Faster R-CNN, and More for Optimized Eye-Gaze Writing (2025)
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LSTM–Transformer-Based Robust Hybrid Deep Learning Model for Financial Time Series Forecasting (2025)
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Novel EEG feature selection based on hellinger distance for epileptic seizure detection (2025)
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Enhancing Bias Assessment for Complex Term Groups in Language Embedding Models: Quantitative Comparison of Methods (2024)
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Novel EEG Classification Based on Hellinger Distance for Seizure Epilepsy Detection (2024)
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Deep learning based identification and tracking of railway bogie parts (2024)
Federal Grants 1 $50,000 total
I-Corps: Computer Vision-Based Intelligent Service Recommendation System
Collaboration Network
Top Collaborators
- Performance Analysis of Deep Learning Model-Compression Techniques for Audio Classification on Edge Devices
- Intelligent Traffic Control System Using YOLO Algorithm for Traffic Congested Cities
- Active Learning Monitoring in Classroom Using Deep Learning Frameworks
- Deep Learning Approaches for Classroom Audio Classification Using Mel Spectrograms
- Performance Analysis of Deep Learning Model Compression Techniques for Audio Classification on Edge Devices
- Deep Learning-Based Multimodal Image Retrieval Combining Image and Text
- Video-Based Monitoring and Analytics of Human Gait for Companion Robot
- Video Analytics Gait Trend Measurement for Fall Prevention and Health Monitoring
- Explaining Multimodal Image Retrieval Using A Vision and Language Task Model
- Explaining Multimodal Image Retrieval Using A Vision and Language Task Model
- Semantic Entity Resolution on Synthetic Datasets: A Transformer-Centric Approach
- Entity Resolution Using Transformers for Synthetic Datasets
- LSTM–Transformer-Based Robust Hybrid Deep Learning Model for Financial Time Series Forecasting
- Semantic Entity Resolution on Synthetic Datasets: A Transformer-Centric Approach
- Entity Resolution Using Transformers for Synthetic Datasets
- Video-Based Monitoring and Analytics of Human Gait for Companion Robot
- Video Analytics Gait Trend Measurement for Fall Prevention and Health Monitoring
- Video Surveillance Framework Based on Real-Time Face Mask Detection and Recognition
- Masked Face Detection Using Artificial Intelligent Techniques
- Video Surveillance Framework Based on Real-Time Face Mask Detection and Recognition
- Masked Face Detection Using Artificial Intelligent Techniques
- Active Learning Monitoring in Classroom Using Deep Learning Frameworks
- Deep Learning Approaches for Classroom Audio Classification Using Mel Spectrograms
- Graph convolutional networks for pain detection via telehealth
- List of contributors
- Deep learning based identification and tracking of railway bogie parts
- Towards Smarter Road Maintenance: YOLOv7-Seg for Real-Time Detection of Surface Defects
- Deep learning based identification and tracking of railway bogie parts
- Towards Smarter Road Maintenance: YOLOv7-Seg for Real-Time Detection of Surface Defects
- Large Language Models for Classification of Functional and Nonfunctional Requirements
- Parsing Requirements for Automatic Prompting of Large Language Models for Requirements Validation
- Semantic Entity Resolution on Synthetic Datasets: A Transformer-Centric Approach
- Entity Resolution Using Transformers for Synthetic Datasets
- Markerless 3D Virtual Glasses Try-On System
- Video-Based Monitoring and Analytics of Human Gait for Companion Robot
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