A simple utility to perform sampling from multivariate distributions (supported by a PyTorch backend)
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Updated
Jun 1, 2019 - Python
A simple utility to perform sampling from multivariate distributions (supported by a PyTorch backend)
Visualization of different distribution sampling methods.
Python tools to sample randomly with dont pick closest n elements constraints. Also contains a batch generator for the same to sample with replacement and with repeats if necessary.
Implementation of active learning sampler
A small python module to play with the "friendship paradox" (graph sampling bias).
Tools for efficient global sensitivity analyses for models with correlated input parameters.
PyTorch implementation for " Differentiable Antithetic Sampling for Variance Reduction in Stochastic Variational Inference" (https://arxiv.org/abs/1810.02555).
Implementation of Prior, Rejection, Likelihood and Gibbs Sampling
Implementation of folded Folded Hamiltonian Monte Carlo for data imputation and augmentation on data collected from cancer patients who self-reported their symptoms experience during chemotherapy by a team in the School of the Nursing University of California.
Probabilistic modeling using PyStan with demonstrative case study experiments from Christopher Bishop's Model-based Machine Learning.
A state of the art Weighted and Projected Sampler
User-defined python package that returns the probability of a particular color being randomly drawn without replacement.
Implementing inference methods for Latent Dirichlet Allocation model. This repo is for study purposes.
🔍 Evaluating Sampling Techniques for Healthcare Insurance Fraud Detection in Imbalanced Dataset.
Methods for generating directed simple graphs with a prescribed degree sequence
This repo contain ressources of the course EEJSI
Solving substitution ciphers using Markov Chain Monte Carlo (MCMC)
Stochastic Multiple Target Sampling Gradient Descent (NeurIPS 2022)
Final project for IEE 520 Stat learning for data mining. Highly imbalanced data set. Sampling methods used.
Create and view APR images in napari
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