Erik Linstead

Affiliations

Fowler School of Engineering, Chapman University, Orange, CA, United States.

ORCID: https://orcid.org/0000-0003-0174-7002

Publications (13)

Unsupervised Machine Learning for Identifying Challenging Behavior Profiles to Explore Cluster-Based Treatment Efficacy in Children With Autism Spectrum Disorder: Retrospective Data Analysis Study.

JMIR medical informatics

Avec: Julie Gardner-Hoag , Marlena Novack , Chelsea Parlett-Pelleriti , Elizabeth Stevens , Dennis Dixon , Erik Linstead

A generalized machine learning model for long-term coral reef monitoring in the Red Sea.

Heliyon

Avec: Justin J Gapper , Surendra Maharjan , Wenzhao Li , Erik Linstead , Surya P Tiwari , Mohamed A Qurban , Hesham El-Askary

Racial and ethnic disparities in opioid use for adolescents at US emergency departments.

BMC pediatrics

Avec: Michael T Phan , Daniel M Tomaszewski , Cody Arbuckle , Sun Yang , Candice Donaldson , Michelle Fortier , Brooke Jenkins , Erik Linstead , Zeev Kain

Exploring the relationship of digital information sources and medication adherence.

Computers in biology and medicine

Avec: Cody Arbuckle , Daniel Tomaszewski , Lawrence Brown , Jon Schommer , Donald Morisky , Chelsea Parlett-Pelleriti , Erik Linstead

Learning in the machine: To share or not to share?

Neural networks : the official journal of the International Neural Network Society

Avec: Jordan Ott , Erik Linstead , Nicholas LaHaye , Pierre Baldi

Exploring Age-Related Metamemory Differences using Modified Brier Scores and Hierarchical Clustering.

Open psychology

Avec: Chelsea Parlett-Pelleriti , Grace C Lin , Masha R Jones , Erik Linstead , Susanne M Jaeggi

Evaluating the 0-10 Point Pain Scale on Adolescent Opioid Use in US Emergency Departments.

Journal of clinical medicine

Avec: Michael T Phan , Daniel M Tomaszewski , Cody Arbuckle , Sun Yang , Brooke Jenkins , Michelle A Fortier , Theodore Heyming , Erik Linstead , Candice Donaldson , Zeev Kain

Identification and analysis of behavioral phenotypes in autism spectrum disorder via unsupervised machine learning.

International journal of medical informatics

Avec: Elizabeth Stevens , Dennis R Dixon , Marlena N Novack , Doreen Granpeesheh , Tristram Smith , Erik Linstead

ML-MEDIC: A Preliminary Study of an Interactive Visual Analysis Tool Facilitating Clinical Applications of Machine Learning for Precision Medicine.

Applied sciences (Basel, Switzerland)

Avec: Laura Stevens , David Kao , Jennifer Hall , Carsten Görg , Kaitlyn Abdo , Erik Linstead

Association Between Coffee Intake and Incident Heart Failure Risk: A Machine Learning Analysis of the FHS, the ARIC Study, and the CHS.

Circulation. Heart failure

Avec: Laura M Stevens , Erik Linstead , Jennifer L Hall , David P Kao

Developing Employment Environments Where Individuals with ASD Thrive: Using Machine Learning to Explore Employer Policies and Practices.

Brain sciences

Avec: Amy Jane Griffiths , Amy Hurley Hanson , Cristina M Giannantonio , Sneha Kohli Mathur , Kayleigh Hyde , Erik Linstead

Examining the utility of nonlinear machine learning approaches versus linear regression for predicting body image outcomes: The U.S. Body Project I.

Body image

Avec: Dehua Liang , David A Frederick , Elia E Lledo , Natalia Rosenfield , Vincent Berardi , Erik Linstead , Uri Maoz

Adolescent use and co-use of tobacco and cannabis in California: The roles of local policy and density of tobacco, vape, and cannabis retailers around schools.

Preventive medicine reports

Avec: Georgiana Bostean , Anton M Palma , Alisa A Padon , Erik Linstead , Joni Ricks-Oddie , Jason A Douglas , Jennifer B Unger

Réseau de co-auteurs

Chelsea Parlett-Pelleriti 3 collaborations

Cody Arbuckle 3 collaborations

Elizabeth Stevens 2 collaborations

Michael T Phan 2 collaborations

Daniel M Tomaszewski 2 collaborations

Sun Yang 2 collaborations

Candice Donaldson 2 collaborations

Brooke Jenkins 2 collaborations

Zeev Kain 2 collaborations

Julie Gardner-Hoag 1 collaboration

Marlena Novack 1 collaboration

Dennis Dixon 1 collaboration

Justin J Gapper 1 collaboration

Surendra Maharjan 1 collaboration

Wenzhao Li 1 collaboration

Surya P Tiwari 1 collaboration

Mohamed A Qurban 1 collaboration

Hesham El-Askary 1 collaboration

Michelle Fortier 1 collaboration

Daniel Tomaszewski 1 collaboration

Lawrence Brown 1 collaboration

Jon Schommer 1 collaboration

Donald Morisky 1 collaboration

Jordan Ott 1 collaboration

Nicholas LaHaye 1 collaboration

Pierre Baldi 1 collaboration

Grace C Lin 1 collaboration

Masha R Jones 1 collaboration

Susanne M Jaeggi 1 collaboration

Michelle A Fortier 1 collaboration

Theodore Heyming 1 collaboration

Dennis R Dixon 1 collaboration

Marlena N Novack 1 collaboration

Doreen Granpeesheh 1 collaboration

Tristram Smith 1 collaboration

Laura Stevens 1 collaboration

David Kao 1 collaboration

Jennifer Hall 1 collaboration

Carsten Görg 1 collaboration

Kaitlyn Abdo 1 collaboration

Laura M Stevens 1 collaboration

Jennifer L Hall 1 collaboration

David P Kao 1 collaboration

Amy Jane Griffiths 1 collaboration

Amy Hurley Hanson 1 collaboration

Cristina M Giannantonio 1 collaboration

Sneha Kohli Mathur 1 collaboration

Kayleigh Hyde 1 collaboration

Dehua Liang 1 collaboration

David A Frederick 1 collaboration

Elia E Lledo 1 collaboration

Natalia Rosenfield 1 collaboration

Vincent Berardi 1 collaboration

Uri Maoz 1 collaboration

Georgiana Bostean 1 collaboration

Anton M Palma 1 collaboration

Alisa A Padon 1 collaboration

Joni Ricks-Oddie 1 collaboration

Jason A Douglas 1 collaboration

Jennifer B Unger 1 collaboration