Ensemble Methods in Forecasting

This area investigates ensemble learning methods applied to forecasting tasks. It highlights the integration of multiple models to improve prediction accuracy and reliability.

Ensemble Methods
Forecasting
Prediction Accuracy
Model Integration
Reliability

9,286 papers

Parent topic: Intelligent Systems and Learning

AI-assisted content · The overview, paper groupings, and influence analysis on this page are AI-generated. They are intended as a starting point for exploring the field and may contain inaccuracies. Report an error

Papers Over Time

1930194019501960197019801990200020102020

Top Papers

Ensemble Forecasting Of Species Distributions

2007 · 2,652 citations

Forecasting Using Principal Components From A Large Number Of Predictors

2002 · 1,908 citations

Particle Swarm Optimization For Feature Selection In Classification: A Multi-Objective Approach

2013 · 954 citations

Space Mapping: The State Of The Art

2004 · 842 citations

A Monte Carlo Implementation Of The EM Algorithm And The Poor Man's Data Augmentation Algorithms

1990 · 788 citations

A Critical Review Of The Conventional SOC To SOM Conversion Factor

2010 · 750 citations

An Empirical Comparison Of Four Initialization Methods For The K-Means Algorithm

1999 · 553 citations

Conceptual And Empirical Comparison Of Dimensionality Reduction Algorithms (PCA, KPCA, LDA, MDS, SVD, LLE, ISOMAP, LE, ICA, t-SNE)

2021 · 478 citations

Predicting The Global Spread Of H5N1 Avian Influenza

2006 · 442 citations

Weather Forecasting With Ensemble Methods

2005 · 418 citations

Application Of The Karhunen-Loève Expansion To Feature Selection And Ordering

1970 · 408 citations

Dynamic Self-Organizing Maps With Controlled Growth For Knowledge Discovery

2000 · 387 citations

COVID-19 Future Forecasting Using Supervised Machine Learning Models

2020 · 372 citations

Extracting Spatial Effects From Machine Learning Model Using Local Interpretation Method: An Example Of SHAP And XGBoost

2022 · 345 citations

Learning Skillful Medium-Range Global Weather Forecasting

2023 · 339 citations

Correlation Feature Selection Based improved-Binary Particle Swarm Optimization For Gene Selection And Cancer Classification

2018 · 334 citations

Scatter Component Analysis: A Unified Framework For Domain Adaptation And Domain Generalization

2017 · 326 citations

SVM Parameter Optimization Using Grid Search And Genetic Algorithm To Improve Classification Performance

2016 · 313 citations

Multi-Objective Particle Swarm Optimization Approach For Cost-Based Feature Selection In Classification

2017 · 308 citations

Reliable ABC Model Choice Via Random Forests

2015 · 306 citations