PHENOMENA AND PROCESSES Mathematical Concepts [G17] Mathematical Concepts Algorithms [G17.035] Algorithms Artificial Intelligence [G17.035.250] Artificial Intelligence Machine Learning [G17.035.250.500] Machine Learning Ensemble Learning [G17.035.250.500.438] Ensemble Learning Boosting Machine Learning Algorithms [G17.035.250.500.438.500] Boosting Machine Learning Algorithms PHENOMENA AND PROCESSES Mathematical Concepts [G17] Mathematical Concepts Algorithms [G17.035] Algorithms Adaptive Algorithms [G17.035.125] Adaptive Algorithms Artificial Intelligence [G17.035.250] Artificial Intelligence Autoencoder [G17.035.297] Autoencoder Backtracking Algorithms [G17.035.344] Backtracking Algorithms Boosting Machine Learning Algorithms [G17.035.438] Boosting Machine Learning Algorithms Classification Algorithms [G17.035.485] Classification Algorithms Clustering Algorithms [G17.035.509] Clustering Algorithms Compression Algorithms [G17.035.521] Compression Algorithms Detection Algorithms [G17.035.527] Detection Algorithms Dimensionality Reduction [G17.035.532] Dimensionality Reduction Dynamic Programming [G17.035.556] Dynamic Programming Generative Adversarial Networks [G17.035.579] Generative Adversarial Networks Genetic Algorithms [G17.035.602] Genetic Algorithms Hidden Markov Models [G17.035.614] Hidden Markov Models Latent Class Analysis [G17.035.625] Latent Class Analysis Machine Learning Algorithms [G17.035.672] Machine Learning Algorithms Multiple-Instance Learning Algorithms [G17.035.684] Multiple-Instance Learning Algorithms Parallel Algorithms [G17.035.696] Parallel Algorithms Particle Swarm Optimization [G17.035.719] Particle Swarm Optimization Prediction Algorithms [G17.035.766] Prediction Algorithms INFORMATION SCIENCE Information Science [L01] Information Science Computing Methodologies [L01.224] Computing Methodologies Algorithms [L01.224.050] Algorithms Artificial Intelligence [L01.224.050.375] Artificial Intelligence Machine Learning [L01.224.050.375.530] Machine Learning Ensemble Learning [L01.224.050.375.530.438] Ensemble Learning Boosting Machine Learning Algorithms [L01.224.050.375.530.438.500] Boosting Machine Learning Algorithms INFORMATION SCIENCE Information Science [L01] Information Science Computing Methodologies [L01.224] Computing Methodologies Algorithms [L01.224.050] Algorithms Adaptive Algorithms [L01.224.050.188] Adaptive Algorithms Artificial Intelligence [L01.224.050.375] Artificial Intelligence Autoencoder [L01.224.050.395] Autoencoder Backtracking Algorithms [L01.224.050.414] Backtracking Algorithms Boosting Machine Learning Algorithms [L01.224.050.453] Boosting Machine Learning Algorithms Cellular Automata [L01.224.050.531] Cellular Automata Classification Algorithms [L01.224.050.570] Classification Algorithms Clustering Algorithms [L01.224.050.590] Clustering Algorithms Compression Algorithms [L01.224.050.600] Compression Algorithms Detection Algorithms [L01.224.050.605] Detection Algorithms Dimensionality Reduction [L01.224.050.609] Dimensionality Reduction Dynamic Programming [L01.224.050.629] Dynamic Programming Generative Adversarial Networks [L01.224.050.648] Generative Adversarial Networks Genetic Algorithms [L01.224.050.668] Genetic Algorithms Hidden Markov Models [L01.224.050.678] Hidden Markov Models Latent Class Analysis [L01.224.050.687] Latent Class Analysis Machine Learning Algorithms [L01.224.050.726] Machine Learning Algorithms Multiple-Instance Learning Algorithms [L01.224.050.736] Multiple-Instance Learning Algorithms Parallel Algorithms [L01.224.050.746] Parallel Algorithms Particle Swarm Optimization [L01.224.050.765] Particle Swarm Optimization Prediction Algorithms [L01.224.050.804] Prediction Algorithms

Boosting Machine Learning Algorithms - Preferred

Concept UI	M000766606
Scope note	A form of ensemble learning methods which combines weak learners to create strong ones, which reduces training errors and bias in the training models. There are different types of boosting such as gradient boosting, XGBoost, and Adaboost.
Preferred term	Boosting Machine Learning Algorithms
Entry term(s)	Boosting, Machine Learning Ensemble Machine Learning Boosting Machine Learning Boosting Machine Learning Boosting Algorithms Machine Learning Boostings

Adaptive Boosting Algorithms - Narrower

Concept UI	M000766607
Preferred term	Adaptive Boosting Algorithms
Entry term(s)	Adaboost Adaboosts Adaptive Boosting Algorithm Algorithm, Adaptive Boosting Boosting Algorithm, Adaptive

Iterative Model Building - Related but not broader or narrower

Concept UI	M000766608
Preferred term	Iterative Model Building

Gradient Boosting Algorithms - Narrower

Concept UI	M000766609
Preferred term	Gradient Boosting Algorithms
Entry term(s)	Algorithm, Gradient Boosting Boosting Algorithm, Gradient Gradient Boosting Algorithm

Extreme Gradient Boost - Narrower

Concept UI	M000766610
Preferred term	Extreme Gradient Boost
Entry term(s)	Extreme Gradient Boosts Gradient Boost, Extreme XGBoost XGBoosts

Light Gradient Boosting Machine - Narrower

Concept UI	M000766611
Preferred term	Light Gradient Boosting Machine
Entry term(s)	LightGBM

Categorical Boosting - Narrower

Concept UI	M000766612
Preferred term	Categorical Boosting
Entry term(s)	Algorithm, Categorical Boosting Boosting Algorithm, Categorical Boosting, Categorical CatBoost Categorical Boosting Algorithm Categorical Boosting Algorithms Categorical Boostings