Feb 16, 2021 pyproject.toml Fix sdist to include c++ files and check build with sdist. (#177) Jul 20, 2024 Fast and flexible Gaussian Process regression in Python. Releases13 v0.4.4Latest Apr 12, 2025 + 12 releases
Forecasting Regional September SIE with Complex Networks and Gaussian Process Regression - William-gregory/SeaIceExtentForecasting
machine learning 里的Gaussian process regression就是一般意义的Gaussian process在machine learning下面的应...
How priors of initial hyperparameters affect Gaussian process regression models 不过，好处的是速度快，...
To compute the regression, GPy a well-established package for python was used46. It was assumed the radiation field was time invariant (as both the laboratory source and reactor were operated at steady state conditions), only varying over euclidean space. As the detector position in this work ...
However, Gaussian Processes are generally easier to handle since the estimation of a neural network is usually complicated by the fact that the optimization problem might have several local optima while the posterior of the Gaussian Process for regression and classification is convex (Rasmussen and ...
The interface to Gaussian processes, called gpmem, takes an arbitrary real-valued computational process as input and returns a statistical emulator that automatically improve as the original process is invoked and its input-output behavior is recorded. The flexibility of gpmem is illustrated via ...
(2015). Scalable Gaussian process regression using deep neural networks. In Twenty-fourth international joint conference on artificial intelligence. Iwata, T., & Ghahramani, Z. (2017). Improving output uncertainty estimation and generalization in deep learning via neural network Gaussian processes. ar...
Wanted a Gaussian Process Regressor in C++. I have some experience in writing GPs from scratch in python, so if possible, I would love to contribute. What is the motivation for this feature? Probabilistic methods and uncertainty metrics are important parts of an ML library, so I wanted MLPack...
2. Matlab官方代码包:Gaussian Process Regression 或许你或发现,强大的MATLAB在最新的版本中在Statistics and Machine Learning Toolbox中加入了不少的新内容,其中就包括这个我们说到的Gaussian process regression(其实在2016a中就已经加入,2016b中丰富了一些功能,比如hyperparameter的一些自优化)。当然作为商业软件的官方...