Institute for Advanced Analytics

Works Published in 2022

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2022 article

An illustration of model agnostic explainability methods applied to environmental data

Wikle, C. K., Datta, A., Hari, B. V., Boone, E. L., Sahoo, I., Kavila, I., … Chang, W. (2022, October 25). ENVIRONMETRICS.

author keywords: explainable AI; feature shuffling; LIME; machine learning; Shapley values
TL;DR: Three general methods for explainability that are model agnostic and thus applicable across a breadth of models without internal explainability are focused on: “feature shuffling”, “interpretable local surrogates’, and “occlusion analysis”. (via Semantic Scholar)
UN Sustainable Development Goal Categories
2. Zero Hunger (Web of Science)
Source: Web Of Science
Added: November 7, 2022

2022 article

Domain-specific text dictionaries for text analytics

Villanes, A., & Healey, C. G. (2022, July 11). INTERNATIONAL JOURNAL OF DATA SCIENCE AND ANALYTICS.

By: A. Villanes n & C. Healey n

author keywords: Dengue fever; Text analytics; Sentiment
TL;DR: A semiautomatic method for extending a general sentiment dictionary for a specific target domain in a way that minimizes manual effort and is integrated into an epidemiology surveillance system that includes sentiment visualization. (via Semantic Scholar)
Source: Web Of Science
Added: July 26, 2022

2022 article

Visual Analytics for the Coronavirus COVID-19 Pandemic

Healey, C. G., Simmons, S. J., Manivannan, C., & Ro, Y. (2022, January 18). BIG DATA.

By: C. Healey n, S. Simmons n, C. Manivannan n & Y. Ro n

author keywords: coronavirus; COVID-19; data analytics; visualization
MeSH headings : COVID-19 / epidemiology; China / epidemiology; Forecasting; Humans; Pandemics / prevention & control; SARS-CoV-2
TL;DR: The high-level goal is to provide visualizations of predictive analytics that offer policymakers and the general public insight into the current pandemic state and how it may progress into the future. (via Semantic Scholar)
UN Sustainable Development Goal Categories
3. Good Health and Well-being (OpenAlex)
Source: Web Of Science
Added: February 7, 2022

2022 journal article

Ballerinas as analysts: Former ballet dancers' transfer of 21st century skills to careers as data analysts

INDUSTRY AND HIGHER EDUCATION, 36(2), 138–150.

author keywords: 21st century skills; ballet; data analysts; learning transfer; professional science Master's; qualitative research
UN Sustainable Development Goal Categories
4. Quality Education (Web of Science)
Source: Web Of Science
Added: May 17, 2021

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