The great methods bake-off
Comparing performance of machine learning algorithms
Bibliographic Data
| ID | 10913098 |
|---|---|
| Authors | Alex Kigerl (0000-0002-0556-7423, University of Nebraska at Omaha), Zachary Hamilton (0000-0003-2587-0865, University of Nebraska at Omaha, corresponding author), Melissa A Kowalski (0000-0002-8289-2932), Melissa Kowalski, Xiaohan Mei (0000-0002-7424-8178, California State University Los Angeles) |
| Year | 2022 |
| Volume | 82 |
| Pages | 101946 |
| Publication date | 2022-09-01 |
| Open Access | Yes |
| Type | ARTICLE |
| Venue | Journal of Criminal Justice (JOURNAL) |
| Journal identifiers | ISSN: 0047-2352 • E-ISSN: 1873-6203 |
| Publisher | Elsevier BV (PUBLISHER) |
| DOI | 10.1016/j.jcrimjus.2022.101946 |
| OpenAlex | W4281619588 |
| Language | EN |
| Citations received | 1 |
| References cited | 47 |
Algorithm · Artificial neural network · Data mining · Logistic regression · Machine learning · Random forest · Sample (material · Sample size determination · Statistics · Support vector machine · Transparency (behavior · Adversarial Robustness in Machine Learning · Artificial Intelligence · Computer Science · Crime Patterns and Interventions · Explainable Artificial Intelligence (XAI · Mathematics
The Psychology of Criminal Conduct
Applied Predictive Modeling
Regression Modeling Strategies
The Elements of Statistical Learning
The Recent Past and Near Future of Risk and/or Need Assessment
To Explain or to Predict?
Comparing effect sizes in follow-up studies
Thirty years of research on the Level of Service Scales
Women’s Risk Factors and Their Contributions to Existing Risk/Needs Assessment
Regularization Paths for Generalized Linear Models via Coordinate Descent
Random Forests
Prediction is Local
Tailoring to a Mandate
Prisoner Reentry in the Era of Mass Incarceration
Artificial Intelligence, Predictive Policing, and Risk Assessment for Law Enforcement
Effects of Automating Recidivism Risk Assessment on Reliability, Predictive Validity, and Return on Investment (ROI)
The Emergence of Machine Learning Techniques in Criminology
Statistical Procedures for Forecasting Criminal Behavior
From risk assessment to risk management
Fairness in Criminal Justice Risk Assessments
Evaluation of Random Forest in Crime Prediction
| Citations per year | 1 |
|---|---|
| Citation span | 2026 - 2026 (1) |
| Highly cited | No |