14 citations · 30 across the 8 of their papers we have counts for
8 papers
Hybrid Algorithm Selection and Hyperparameter Tuning on Distributed Machine Learning Resources: A Hierarchical Agent-based Approach
Ahmad Esmaeili, Julia T. Rayz, Eric T. Matson
Algorithm selection and hyperparameter tuning are critical steps in both academic and applied machine learning. On the other hand, these steps are becoming ever increasingly delica…
Figure Descriptive Text Extraction using Ontological Representation
Gilchan Park, Julia Rayz, Line Pouchard
Experimental research publications provide figure form resources including graphs, charts, and any type of images to effectively support and convey methods and results. To describe…
Towards The Automatic Coding of Medical Transcripts to Improve Patient-Centered Communication
Gilchan Park, Julia Taylor Rayz, Cleveland G. Shields
This paper aims to provide an approach for automatic coding of physician-patient communication transcripts to improve patient-centered communication (PCC). PCC is a central part of…
Graph-of-Tweets: A Graph Merging Approach to Sub-event Identification
Xiaonan Jing, Julia Taylor Rayz
Graph structures are powerful tools for modeling the relationships between textual elements. Graph-of-Words (GoW) has been adopted in many Natural Language tasks to encode the asso…
Misspelling Correction with Pre-trained Contextual Language Model
Yifei Hu, Xiaonan Jing, Youlim Ko +1
Spelling irregularities, known now as spelling mistakes, have been found for several centuries. As humans, we are able to understand most of the misspelled words based on their loc…
Model Choices Influence Attributive Word Associations: A Semi-supervised Analysis of Static Word Embeddings
Geetanjali Bihani, Julia Taylor Rayz
Static word embeddings encode word associations, extensively utilized in downstream NLP tasks. Although prior studies have discussed the nature of such word associations in terms o…
Exploring BERT's Sensitivity to Lexical Cues using Tests from Semantic Priming
Kanishka Misra, Allyson Ettinger, Julia Taylor Rayz
Models trained to estimate word probabilities in context have become ubiquitous in natural language processing. How do these models use lexical cues in context to inform their word…
An Event Detection Approach Based On Twitter Hashtags
Shih-Feng Yang, Julia Taylor Rayz
Twitter is one of the most popular microblogging services in the world. The great amount of information within Twitter makes it an important information channel for people to learn…