[PDF][PDF] Large language models and synthetic health data: progress and prospects
Objectives Given substantial obstacles surrounding health data acquisition, high-quality
synthetic health data are needed to meet a growing demand for the application of advanced …
synthetic health data are needed to meet a growing demand for the application of advanced …
Synthetic Skeleton Data Generation using Large Language Model for Nurse Activity Recognition
In this paper, we improve nurse activity recognition by employing a Large Language Model
(LLM) to generate synthetic pose estimation data. Keypoint data extracted from recorded …
(LLM) to generate synthetic pose estimation data. Keypoint data extracted from recorded …
[PDF][PDF] Exploring the Generation of Synthetic Educational Tabular Data using LLMs
Synthetic data as a means of data generation and augmentation has garnered widespread
attention from various fields including educational data science. However, discussions about …
attention from various fields including educational data science. However, discussions about …
[HTML][HTML] Tabular out-of-distribution data synthesis for enhancing robustness
B Puranik, B Can, Y Fan - 2024 - amazon.science
Many critical machine learning applications in cybersecurity, healthcare and finance,
encounter challenges like data privacy, distribution shifts and class imbalance. Often …
encounter challenges like data privacy, distribution shifts and class imbalance. Often …