Search Results for author: Jenny Huang

Found 3 papers, 2 papers with code

Simplified Transfer Learning for Chest Radiography Models Using Less Data

1 code implementation Radiology 2022 Andrew B. Sellergren, Christina Chen, Zaid Nabulsi, Yuanzhen Li, Aaron Maschinot, Aaron Sarna, Jenny Huang, Charles Lau, Sreenivasa Raju Kalidindi, Mozziyar Etemadi, Florencia Garcia-Vicente, David Melnick, Yun Liu, Krish Eswaran, Daniel Tse, Neeral Beladia, Dilip Krishnan, Shravya Shetty

Supervised contrastive learning enabled performance comparable to state-of-the-art deep learning models in multiple clinical tasks by using as few as 45 images and is a promising method for predictive modeling with use of small data sets and for predicting outcomes in shifting patient populations.

Contrastive Learning Transfer Learning

Alignment Annotation for Clinic Visit Dialogue to Clinical Note Sentence Language Generation

no code implementations LREC 2020 Wen-wai Yim, Meliha Yetisgen, Jenny Huang, Micah Grossman

Despite advances in natural language processing, automating clinical note generation from a clinic visit conversation is a largely unexplored area of research.

Information Retrieval Retrieval +2

Garbage In, Garbage Out? Do Machine Learning Application Papers in Social Computing Report Where Human-Labeled Training Data Comes From?

1 code implementation17 Dec 2019 R. Stuart Geiger, Kevin Yu, Yanlai Yang, Mindy Dai, Jie Qiu, Rebekah Tang, Jenny Huang

Many machine learning projects for new application areas involve teams of humans who label data for a particular purpose, from hiring crowdworkers to the paper's authors labeling the data themselves.

BIG-bench Machine Learning

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