Ross Jacobucci

Ross Jacobucci

Pioneering ML for mental health | 2,831+ citations | Author of 'Machine Learning for Social & Behavioral Research' | Digital phenotyping expert

Posts by Collection

portfolio

publications

Regularized Structural Equation Modeling

Published in Structural Equation Modeling, 2016

Foundational paper introducing RegSEM methodology, extending regularization techniques to structural equation models.

Recommended citation: Jacobucci, R., Grimm, K. J., & McArdle, J. J. (2016). "Regularized Structural Equation Modeling." Structural Equation Modeling, 23(4), 555-566.

Machine Learning and Psychological Research: The Unexplored Effect of Measurement

Published in Perspectives on Psychological Science, 2020

Demonstrates that measurement error prevents machine learning algorithms from accurately modeling nonlinear relationships in psychological research.

Recommended citation: Jacobucci, R., & Grimm, K. J. (2020). "Machine Learning and Psychological Research: The Unexplored Effect of Measurement." Perspectives on Psychological Science, 15(3), 809-816.

Regularized structural equation modeling with stability selection

Published in Psychological Methods, 2022

This paper presents methods for regularized structural equation modeling using stability selection.

Recommended citation: Li, X., & Jacobucci, R. (2022). "Regularized structural equation modeling with stability selection." Psychological Methods, 27, 497-518.

Machine learning for social and behavioral research

Published in Guilford Press, 2023

A comprehensive guide to machine learning techniques for social and behavioral research applications.

Recommended citation: Jacobucci, R., Grimm, K. J., & Zhang, Z. (2023). "Machine learning for social and behavioral research." New York, NY: Guilford.

Supervised Latent Dirichlet Allocation with Covariates

Published in Psychological Methods, 2023

This paper presents methods for supervised Latent Dirichlet Allocation incorporating covariates.

Recommended citation: Wilcox, K. T., et al. (2023). "Supervised Latent Dirichlet Allocation with Covariates." Psychological Methods.

Machine-learning approaches to structural equation modeling

Published in Handbook of Structural Equation Modeling, 2023

A handbook chapter covering machine learning approaches to structural equation modeling.

Recommended citation: Brandmaier, A. M., & Jacobucci, R. (2023). "Machine-learning approaches to structural equation modeling." Handbook of Structural Equation Modeling.

Examining Passively Collected Smartphone-Based Data in the Days Prior to Psychiatric Hospitalization for a Suicidal Crisis

Published in JMIR Formative Research, 2024

Groundbreaking study introducing “screenomics” - digital phenotyping through smartphone screenshots to predict psychiatric hospitalization for suicidal crises.

Recommended citation: Jacobucci R., Ammerman B., & Ram N. (2024). "Examining Passively Collected Smartphone-Based Data in the Days Prior to Psychiatric Hospitalization for a Suicidal Crisis: Comparative Case Analysis." JMIR Formative Research, 8:e55999.

talks

teaching

Teaching experience 1

Undergraduate course, University 1, Department, 2014

This is a description of a teaching experience. You can use markdown like any other post.

Teaching experience 2

Workshop, University 1, Department, 2015

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