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List of works by Lyle H. Ungar

(Not) Hearing Happiness: Predicting Fluctuations in Happy Mood from Acoustic Cues Using Machine Learning

(Not) hearing happiness: Predicting fluctuations in happy mood from acoustic cues using machine learning

scientific article published on 11 February 2019

(Un)happiness and voting in U.S. presidential elections

scientific article published on 23 July 2020

A joint deep learning model enables simultaneous batch effect correction, denoising, and clustering in single-cell transcriptomics

scientific article published on 25 May 2021

A predictive model for identifying mini-regulatory modules in the mouse genome.

scientific article

A system for de-identifying medical message board text ⬇️

scientific article published on June 9, 2011

AI-based analysis of social media language predicts addiction treatment dropout at 90 days

Action Tweets Linked to Reduced County-Level HIV Prevalence in the United States: Online Messages and Structural Determinants

scientific article published on 9 December 2015

An Online Risk Index for the Cross-Sectional Prediction of New HIV Chlamydia, and Gonorrhea Diagnoses Across U.S. Counties and Across Years.

scientific article published on 9 February 2018

Application of the boundary element method to dense dispersions

article

Artificial intelligence will change the future of psychotherapy: A proposal for responsible, psychologist-led development

Author Correction: Opioid death projections with AI-based forecasts using social media language

Author Correction: Variability in Language used on Social Media Prior to Hospital Visits

scientific article published on 07 July 2020

Automatic personality assessment through social media language

scientific article published on 3 November 2014

Automatic term list generation for entity tagging

scientific article published on 25 October 2005

Beauty and Wellness in the Semantic Memory of the Beholder

scientific article published on 05 August 2021

Beyond Binary Labels: Political Ideology Prediction of Twitter Users

scientific article published in 2017

Beyond beliefs: Multidimensional aspects of religion and spirituality in language

Bots and Misinformation Spread on Social Media: Implications for COVID-19

Bots and misinformation spread on social media: A mixed scoping review with implications for COVID-19 (Preprint)

Building more accurate decision trees with the additive tree

scientific article published on 16 September 2019

COVID-19 pandemic: every day feels like a weekday to most

scientific article published on 18 May 2020

Can Twitter be used to predict county excessive alcohol consumption rates?

scientific article published on 4 April 2018

Characterizing Tweet Volume and Content About Common Health Conditions Across Pennsylvania: Retrospective Analysis

article

Characterizing Tweet Volume and Content About Common Health Conditions Across Pennsylvania: Retrospective Analysis (Preprint)

Characterizing empathy and compassion using computational linguistic analysis

scholarly article

Characterizing the emergence of two nanotechnology topics using a contemporaneous global micro-model of science

article

Chess Lessons: Harnessing Collective Human Intelligence and Imitation Learning to Support Clinical Decisions

Classification of individual articles from all of science by research level

article

Closed- and open-vocabulary approaches to text analysis: A review, quantitative comparison, and recommendations

scholarly article

CoRAL: predicting non-coding RNAs from small RNA-sequencing data

scientific article

Combining multiple probability predictions using a simple logit model

article

Comparison of Wellbeing Structures Based on Survey Responses and Social Media Language: A Network Analysis

Comparison of wellbeing structures based on survey responses and social media language: A network analysis

scholarly article

Construct validity of five sentiment analysis methods in the text of encounter notes of patients with critical illness

scholarly article

Construct validity of six sentiment analysis methods in the text of encounter notes of patients with critical illness

scientific article published on 14 December 2018

Content Analysis of Metaphors About Hypertension and Diabetes on Twitter: Exploratory Mixed-Methods Study

scientific article published on 21 December 2018

Content Analysis of Metaphors About Hypertension and Diabetes on Twitter: Exploratory Mixed-Methods Study (Preprint)

Context Sensitive Modeling of Cancer Drug Sensitivity

scientific article

Correcting Sociodemographic Selection Biases for Population Prediction from Social Media ⬇️

scientific article published on 31 May 2022

Cross-platform and cross-interaction study of user personality based on images on Twitter and Flickr

scientific article published on 11 July 2018

Cultural Differences in Tweeting about Drinking Across the US

scientific article published on 11 February 2020

DASHR: database of small human noncoding RNAs

scientific article

Dementia induces correlated reductions in white matter integrity and cortical thickness: a multivariate neuroimaging study with sparse canonical correlation analysis

scientific article

Detecting Symptoms of Depression on Reddit

scholarly article

Detecting depression and mental illness on social media: an integrative review

scholarly article

Digital recovery networks: Characterizing user participation, engagement, and outcomes of a novel recovery social network smartphone application

scientific article published on 15 November 2019

Distilling the Wisdom of Crowds: Prediction Markets vs. Prediction Polls

scientific article published in 2017

Efficient clustering of high-dimensional data sets with application to reference matching

scholarly article published 2000

Eigenwords: Spectral Word Embeddings ⬇️

scientific article (publication date: 2015)

Enhanced estimations of post-stroke aphasia severity using stacked multimodal predictions.

scientific article published on 7 August 2017

Estimating geographic subjective well-being from Twitter: A comparison of dictionary and data-driven language methods

scientific article published on 27 April 2020

Evaluating the predictability of medical conditions from social media posts

scientific article published on 17 June 2019

Evaluation of Changes in Depression, Anxiety, and Social Anxiety Using Smartphone Sensor Features: Longitudinal Cohort Study

Evaluation of Changes in Depression, Anxiety, and Social Anxiety Using Smartphone Sensor Features: Longitudinal Cohort Study (Preprint)

Examining the Phenomenon of Quarter-Life Crisis Through Artificial Intelligence and the Language of Twitter

scientific article published on 06 March 2020

Expanding, Augmenting, and Operationalizing Ethical and Regulatory Considerations for Using Social Media Platforms in Research and Health Care

scientific article published on 01 June 2019

Expert-augmented machine learning

scientific article published on 18 February 2020

Exploring Substance Use Tweets of Youth in the United States: Mixed Methods Study

scientific article published on 26 March 2020

Extracting templates from radiology reports using sequence alignment

scientific article published in January 2012

Facebook language predicts depression in medical records

article published in the Proceedings of the National Academy of Sciences of the United States of America

Faster Ridge Regression via the Subsampled Randomized Hadamard Transform ⬇️

scholarly article

Feasibility of Mobile Health and Social Media-Based Interventions for Young Adults With Early Psychosis and Clinical Risk for Psychosis: Survey Study

Feasibility of Mobile Health and Social Media–Based Interventions for Young Adults With Early Psychosis and Clinical Risk for Psychosis: Survey Study (Preprint)

From "Sooo excited!!!" to "So proud": using language to study development

scientific article published on 25 November 2013

Future-oriented tweets predict lower county-level HIV prevalence in the United States

scientific article

Gaining insights from social media language: Methodologies and challenges.

scientific article published on 8 August 2016

Getting "clean" from nonsuicidal self-injury: Experiences of addiction on the subreddit r/selfharm

Host sequence motifs shared by HIV predict response to antiretroviral therapy

scientific article

Identifying and cultivating superforecasters as a method of improving probabilistic predictions

scientific article

Identifying potential adverse effects using the web: A new approach to medical hypothesis generation ⬇️

scientific article published on July 26, 2011

In Reply to Gensheimer and Trister

scientific article published on 01 December 2018

Inclusion of Unstructured Clinical Text Improves Early Prediction of Death or Prolonged ICU Stay.

scientific article published on 6 April 2018

Information-seeking vs. sharing: Which explains regional health? An analysis of Google Search and Twitter trends

scientific article published in 2021

LESSONS LEARNED ABOUT PUBLIC HEALTH FROM ONLINE CROWD SURVEILLANCE.

scientific article

Language of ADHD in Adults on Social Media.

scientific article published in November 2017

Latent human traits in the language of social media: An open-vocabulary approach

scientific article published in PLoS ONE

Limitations of threshold-based brain oxygen monitoring for seizure detection

scientific article published in December 2011

Linguistic analysis of empathy in medical school admission essays

scientific article published on 18 September 2020

Linguistic predictors from Facebook postings of substance use disorder treatment retention versus discontinuation

Linking social media and medical record data: a study of adults presenting to an academic, urban emergency department.

scientific article

Living in the Past, Present, and Future: Measuring Temporal Orientation With Language

scientific article published on 28 December 2015

Machine Learning and Surgical Outcomes Prediction: A Systematic Review

Machine Learning for Phone-Based Relationship Estimation: The Need to Consider Population Heterogeneity

scientific article published on 01 December 2019

Machine learning highlights the deficiency of conventional dosimetric constraints for prevention of high-grade radiation esophagitis in non-small cell lung cancer treated with chemoradiation

scientific article published on 24 March 2020

MediBoost: a Patient Stratification Tool for Interpretable Decision Making in the Era of Precision Medicine

scientific article

MetaProm: a neural network based meta-predictor for alternative human promoter prediction

scientific article

Mining for Equitable Health: Assessing the Impact of Missing Data in Electronic Health Records

More Evidence that Twitter Language Predicts Heart Disease: A Response and Replication

Multi-View Learning of Word Embeddings via CCA ⬇️

scientific article published in January 2011

Natural Language Processing in Surgery: A Systematic Review and Meta-Analysis

scientific article published on 14 October 2020

Natural Supplements for H1N1 Influenza: Retrospective Observational Infodemiology Study of Information and Search Activity on the Internet ⬇️

scientific article (publication date: 10 May 2011)

New Subsampling Algorithms for Fast Least Squares Regression ⬇️

scholarly article by Paramveer Dhillon et al published 2013 in Advances in Neural Information Processing Systems 26

Online Ratings of the Patient Experience: Emergency Departments Versus Urgent Care Centers

scientific article published on 02 November 2018

Online discussion of drug side effects and discontinuation among breast cancer survivors

scientific article

Opioid Discussion in the Twittersphere

scientific article published on 10 November 2018

Opioid death projections with AI-based forecasts using social media language

PREDICTING INDIVIDUAL WELL-BEING THROUGH THE LANGUAGE OF SOCIAL MEDIA.

scientific article published on January 2016

Patient Experience and Satisfaction in Online Reviews of Obstetric Care: Observational Study

Patient Experience and Satisfaction in Online Reviews of Obstetric Care: Observational Study (Preprint)

Patient narratives in Yelp reviews offer insight into opioid experiences and the challenges of pain management

scientific article published on 16 February 2018

Patterns of sequence conservation in presynaptic neural genes

scientific article published on January 2006

Personality Profiles of Users Sharing Animal-related Content on Social Media

scholarly article by Courtney Hagan et al published 2 October 2017 in Anthrozoos

Personality, gender, and age in the language of social media: the open-vocabulary approach

scientific article

Political depression? A big-data, multimethod investigation of Americans' emotional response to the Trump presidency

scientific article published on 20 April 2020

Predicting Cardiovascular Risk Using Social Media Data: Performance Evaluation of Machine-Learning Models

scholarly article

Predicting Cardiovascular Risk Using Social Media Data: Performance Evaluation of Machine-Learning Models (Preprint)

preprint

Prediction of HIV-1 virus-host protein interactions using virus and host sequence motifs

scientific article

Psychological language on Twitter predicts county-level heart disease mortality

scientific article

Psychological strategies for winning a geopolitical forecasting tournament

scientific article

Public Priorities and Concerns Regarding COVID-19 in an Online Discussion Forum: Longitudinal Topic Modeling

scientific article published on 12 May 2020

Quantifying causality in data science with quasi-experiments

scientific article published on 01 January 2021

Rates of Convergence of Performance Gradient Estimates Using Function Approximation and Bias in Reinforcement Learning ⬇️

scholarly article by Gregory Z. Grudic & Lyle H. Ungar published 2002 in Advances in Neural Information Processing Systems 14

Regional personality assessment through social media language

scholarly article

Regularized Learning with Networks of Features ⬇️

scholarly article

Reply to Nock and Nielsen: On the work of Nock and Nielsen and its relationship to the additive tree

scientific article published on 07 April 2020

SVD-NET: an algorithm that automatically selects network structure

scientific article published in January 1994

Salvage HDR Brachytherapy: Multiple Hypothesis Testing Versus Machine Learning Analysis

scientific article published on 13 March 2018

Sequence alignment reveals possible MAPK docking motifs on HIV proteins

scientific article

Social Media Reveals Urban-Rural Differences in Stress across China ⬇️

scientific article published on 31 May 2022

Social Media Reveals Urban-Rural Differences in Stress across China

Studying expressions of loneliness in individuals using twitter: an observational study

scientific article published on 04 November 2019

Studying social media language changes associated with pregnancy status, trimester, and parity from medical records

scientific article published on 01 January 2020

Subject-specific functional parcellation via prior based eigenanatomy

scientific article

The 2013 US Government Shutdown (#Shutdown) and health: an emerging role for social media.

scientific article published on 16 October 2014

The CRASSS plug-in for integrating annotation data with hierarchical clustering results

scientific article

The Language of Religious Affiliation

scholarly article

The Mechanics of Human Achievement

scientific article published in July 2015

The Value of Social Media Language for the Assessment of Wellbeing: A Systematic Review and Meta-Analysis

The emotional and mental health impact of the murder of George Floyd on the US population

scholarly article

The language of character strengths: Predicting morally valued traits on social media

scientific article published on 29 May 2019

The online social self: an open vocabulary approach to personality

scientific article published on 8 December 2013

The power of neuroimaging biomarkers for screening frontotemporal dementia

scientific article

The psychology of intelligence analysis: drivers of prediction accuracy in world politics

scientific article published on 12 January 2015

The relationship between text message sentiment and self-reported depression

scholarly article

To Retweet or Not to Retweet: Understanding What Features of Cardiovascular Tweets Influence Their Retransmission

scientific article published on 07 November 2018

Tracking Mental Health and Symptom Mentions on Twitter During COVID-19

scientific article published on 07 July 2020

Twitter as a Potential Data Source for Cardiovascular Disease Research.

scientific article

Twitter as a Tool for Health Research: A Systematic Review.

scientific article

Twitter sentiment predicts Affordable Care Act marketplace enrollment

scientific article

Two Reasons to Make Aggregated Probability Forecasts More Extreme

article by Jonathan Baron et al published June 2014 in Decision Analysis

Two Step CCA: A new spectral method for estimating vector models of words

scientific article (publication date: 2012)

Using Social Media to Track Geographic Variability in Language About Diabetes: Analysis of Diabetes-Related Tweets Across the United States

scientific article published on 26 January 2020

Using Twitter to Measure Public Discussion of Diseases: A Case Study.

scientific article published on January 2015

Using machine learning and high-throughput RNA sequencing to classify the precursors of small non-coding RNAs

scientific article published on 18 October 2013

Using machine learning to predict radiation pneumonitis in patients with stage I non-small cell lung cancer treated with stereotactic body radiation therapy

scientific article published on 27 July 2016

Using prior knowledge to improve genetic network reconstruction from microarray data.

scientific article

Using radial basis functions to approximate a function and its error bounds

scientific article published on 01 January 1992

Variability in Language used on Social Media prior to Hospital Visits

scientific article published on 12 March 2020

Variations in Facebook Posting Patterns Across Validated Patient Health Conditions: A Prospective Cohort Study.

scientific article published on 06 January 2017

Well-Being Depends on Social Comparison: Hierarchical Models of Twitter Language Suggest That Richer Neighbors Make You Less Happy

scholarly article

Women are Warmer but No Less Assertive than Men: Gender and Language on Facebook

scientific article

Word embeddings trained on published case reports are lightweight, effective for clinical tasks, and free of protected health information

Yelp Reviews Of Hospital Care Can Supplement And Inform Traditional Surveys Of The Patient Experience Of Care

scientific article published on April 2016

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