tgp

tgp

tgp is an advanced tool for Bayesian nonstationary, semiparametric nonlinear regression using treed Gaussian processes with jump capabilities. It encompasses various models, including Bayesian linear models and stationary GPs, while offering visualizations like 1-D and 2-D plotting. Additionally, it supports adaptive sampling functions and derivative-free optimization for complex functions.

Top tgp Alternatives

1

svmpath

svmpath efficiently computes the complete regularization path for two-class SVM classifiers, maintaining computational efficiency comparable to a single SVM fit.

2

oblique.tree

The oblique.tree package is a machine learning software designed for advanced decision tree modeling.

3

CORElearn

CORElearn offers a robust suite of C++ machine learning algorithms integrated with R, facilitating various classification and regression techniques.

4

FPS

The FPS package offers a robust suite of clustering methods and validation techniques, including fixed point clustering and DBSCAN.

5

RGP

The 'rgp' package is a specialized machine learning software designed for genetic programming.

6

Machine Learning in R

The package offers a robust interface for various classification and regression techniques, featuring machine-readable parameter descriptions.

7

FRBS

It enables users to construct models defined by human experts through a framework that adheres...

8

tree

It utilizes decision tree algorithms to create intuitive models that enable users to analyze and...

9

bst: Gradient Boosting

It serves as a versatile tool for machine learning practitioners, enhancing predictive modeling capabilities...

10

kernlab

It features robust algorithms like Support Vector Machines, Spectral Clustering, Kernel PCA, Gaussian Processes, and...

11

RPMM

It excels in model-based clustering by generating a hierarchical class structure, offering insights similar to...

12

Random Forest

It operates by generating random inputs, enhancing model accuracy and robustness...

13

rgenoud

This tool is particularly useful for complex problems requiring a balance between exploration and refinement...

14

CoxBoost

While it was previously available on the CRAN repository, it has been archived due to...

15

partykit

It facilitates seamless integration with various sources, such as 'rpart' and 'RWeka', allowing functionality for...