Boosting Machine Learning Algorithms [boosting algoritmy strojového učení]

topical
Terms

Adaboost
algoritmus Adaboost
algoritmus CatBoost
algoritmus LightGBM
algoritmus XGBoost
boosting algoritmy
CatBoost
gradient boosting algoritmy
iterovaná stavba modelu
LightGBM
postupná stavba modelu
XGBoost

 

Adaboost
Adaptive Boosting Algorithms
Boosting, Machine Learning
CatBoost
Categorical Boosting
Categorical Boosting Algorithms
Ensemble Machine Learning Boosting
Extreme Gradient Boost
Gradient Boosting Algorithms
Iterative Model Building
Light Gradient Boosting Machine
LightGBM
Machine Learning Boosting Algorithms
XGBoost

Definition

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.

DUI
D000098404 MeSH Browser
CUI
M000766606
History note
2025
Public note
2025

G Phenomena and Processes
G17.035 Algorithms 2 697
G17.035.250.500 Machine Learning 148
G17.035.250.500.438 Ensemble Learning
G17.035.297 Autoencoder

L Information Science
L01.224.050 Algorithms 2 697
L01.224.050.188 Adaptive Algorithms
L01.224.050.375 Artificial Intelligence 394
L01.224.050.375.530 Machine Learning 148
L01.224.050.375.530.438 Ensemble Learning
L01.224.050.375.530.438.500 Boosting Machine Learning Algorithms
L01.224.050.395 Autoencoder
L01.224.050.531 Cellular Automata
L01.224.050.590 Clustering Algorithms
L01.224.050.600 Compression Algorithms
L01.224.050.605 Detection Algorithms
L01.224.050.629 Dynamic Programming
L01.224.050.668 Genetic Algorithms
L01.224.050.678 Hidden Markov Models
L01.224.050.687 Latent Class Analysis 10
L01.224.050.746 Parallel Algorithms
L01.224.050.804 Prediction Algorithms