An Introduction to Ensemble Methods for Data Analysis
Bibliographic Data
| ID | 2330489 |
|---|---|
| Authors | Richard A Berk (0000-0002-2983-1276, University of California, Los Angeles, corresponding author) |
| Year | 2006 |
| Volume | 34 |
| Issue | 3 |
| Pages | 263-295 |
| Publication date | 2006-02-01 |
| Peer Reviewed | Yes |
| Open Access | Yes |
| Type | ARTICLE |
| Venue | Sociological Methods & Research (JOURNAL) |
| Journal identifiers | ISSN: 0049-1241 • E-ISSN: 1552-8294 |
| Publisher | SAGE Publications Inc (PUBLISHER) |
| DOI | 10.1177/0049124105283119 |
| OpenAlex | W1537637778 |
| Language | EN |
| Citations received | 14 |
| References cited | 18 |
This article provides an introduction to ensemble statistical procedures as a special case of algorithmic methods. The discussion begins with classification and regression trees (CART) as a didactic device to introduce many of the key issues. Following the material on CART is a consideration of cross-validation, bagging, random forests, and boosting. Major points are illustrated with analyses of real data
Computer security · Data mining · Data science · Function (biology) · Key (lock) · Machine learning · Prison · Anomaly Detection Techniques and Applications · Artificial Intelligence · Computer Science · Face and Expression Recognition · Machine Learning and Data Classification · Psychology
If I Had a Hammer, I Would Not Use it to Control Drunk Driving
Research Designs for Program Evaluation
Improving propensity score weighting using machine learning
Big Data in Industrial-Organizational Psychology and Human Resource Management
Harnessing heterogeneity in behavioural research using computational social science
Decision Trees and Random Forests
The most salient global predictors of adolescents’ subjective Well-Being
Use Probation to Prevent Murder
Perceptions of Competence and the European Economic Crisis
Trees and forest. Recursive partitioning as an alternative to parametric regression models in social sciences
Race and the Decision to Seek the Death Penalty in Federal Cases
School climate and student-based contextual learning factors as predictors of school absenteeism severity at multiple levels via CHAID analysis
What Tears Couples Apart
Big Data is not only about data
| Unique citing works | 14 |
|---|---|
| Citations per year | 0,7 |
| Citation span | 2006 - 2023 (18) |
| Citation velocity | historical |
| Highly cited | No |
| Citation types | Neutral: 13 |