Ecosyste.ms: Repos

An open API service providing repository metadata for many open source software ecosystems.

GitHub topics: probabilistic-forecasting

Nixtla/neuralforecast

Scalable and user friendly neural :brain: forecasting algorithms.

Language: Python - Size: 86.3 MB - Last synced: 8 days ago - Pushed: 9 days ago - Stars: 2,543 - Forks: 293

PYFTS/pyFTS

An open source library for Fuzzy Time Series in Python

Language: Python - Size: 63.2 MB - Last synced: 10 days ago - Pushed: 2 months ago - Stars: 257 - Forks: 52

StatMixedML/LightGBMLSS

An extension of LightGBM to probabilistic modelling

Language: Python - Size: 32 MB - Last synced: 17 days ago - Pushed: 3 months ago - Stars: 228 - Forks: 21

JoaquinAmatRodrigo/skforecast

Time series forecasting with scikit-learn models

Language: Python - Size: 216 MB - Last synced: about 2 months ago - Pushed: about 2 months ago - Stars: 872 - Forks: 104

ray-chew/probabilistic_forecasting_examples

Reproduced the examples and results from the textbook "Probabilistic Forecasting and Bayesian Data Assimilation" in Python

Language: Jupyter Notebook - Size: 9.39 MB - Last synced: 2 months ago - Pushed: 2 months ago - Stars: 0 - Forks: 0

danigiro/ctprob

Cross-temporal probabilistic forecast reconciliation repository

Language: TeX - Size: 13.7 MB - Last synced: 3 months ago - Pushed: 7 months ago - Stars: 2 - Forks: 0

MicheleUIT/Probabilistic-load-forecasting-with-Reservoir-Computing

Probabilistic load forecasting with Reservoir Computing

Language: Jupyter Notebook - Size: 111 MB - Last synced: 9 days ago - Pushed: 5 months ago - Stars: 6 - Forks: 3

Rose-STL-Lab/dyffusion

[NeurIPS 2023] A Dynamics-informed Diffusion Model for Spatiotemporal Forecasting

Language: Python - Size: 492 KB - Last synced: 4 months ago - Pushed: 4 months ago - Stars: 81 - Forks: 8

FilippoMB/Ensemble-Conformalized-Quantile-Regression

Valid and adaptive prediction intervals for probabilistic time series forecasting

Language: Jupyter Notebook - Size: 1.96 MB - Last synced: 4 months ago - Pushed: over 1 year ago - Stars: 66 - Forks: 7

honglinwen/Conditional-normalizing-flow-for-wind-power-forecasting

Code for paper "Continuous and Distribution-free Probabilistic Wind Power Forecasting: A Conditional Normalizing Flow Approach" https://arxiv.org/abs/2206.02433

Language: Jupyter Notebook - Size: 786 KB - Last synced: 6 months ago - Pushed: almost 2 years ago - Stars: 8 - Forks: 2

petroniocandido/PhdThesis

Scalable Models of Probabilistic Forecasting with Fuzzy Time Series, PhD Thesis

Language: Jupyter Notebook - Size: 14.6 MB - Last synced: 4 months ago - Pushed: over 1 year ago - Stars: 9 - Forks: 5

igormanojlovic/culearn

culearn: Cumulant Learning in Python

Language: Python - Size: 29.3 KB - Last synced: 4 months ago - Pushed: 7 months ago - Stars: 1 - Forks: 0

PYFTS/PWFTS Fork of petroniocandido/PWFTS

Probabilistic Forecasting With Fuzzy Time Series

Size: 5.93 MB - Last synced: 4 months ago - Pushed: about 6 years ago - Stars: 1 - Forks: 0

ngwelch/bayesFlow

Codes in this repository generate probabilistic forecasts of international migration flows between the 200 most populous countries.

Language: R - Size: 63.5 MB - Last synced: 10 months ago - Pushed: almost 2 years ago - Stars: 2 - Forks: 0

cemoze/probabilistic-wind-power-forecasting

Probabilistic Wind Power Forecasting with R

Language: R - Size: 1.65 MB - Last synced: 4 months ago - Pushed: over 3 years ago - Stars: 4 - Forks: 0

Kai-Ref/DeepAR_InfluenzaForecast

DeepAR implementation for seasonal influenza cases in German districts

Language: Jupyter Notebook - Size: 207 MB - Last synced: 16 days ago - Pushed: 4 months ago - Stars: 1 - Forks: 0

pratham16cse/AggForecaster

Code for "Coherent Probabilistic Aggregate Queries on Long-horizon Forecasts", IJCAI 2022

Language: Python - Size: 89.4 MB - Last synced: 7 months ago - Pushed: about 2 years ago - Stars: 18 - Forks: 4

hiyamgh/Forecasting-Demand-Primary-Health-Care

Predicting Demand in Primary Health Care Centers in Lebanon: Insight from Syrian Refugees Crisis

Language: Jupyter Notebook - Size: 60.1 MB - Last synced: about 1 year ago - Pushed: almost 3 years ago - Stars: 3 - Forks: 2

aybchan/uber-time-series

Bayesian time series prediction

Language: Jupyter Notebook - Size: 18.3 MB - Last synced: about 1 year ago - Pushed: over 3 years ago - Stars: 41 - Forks: 14

OmarBouhamed/T-DPnet

T-DPnet-Transformer-based-deep-Probabilistic-network-for-load-forecasting

Language: Jupyter Notebook - Size: 227 KB - Last synced: over 1 year ago - Pushed: over 1 year ago - Stars: 5 - Forks: 1

Related Keywords
probabilistic-forecasting 20 time-series 7 forecasting 6 machine-learning 6 deep-learning 5 time-series-forecasting 4 python 4 fuzzy-time-series 3 data-science 3 pytorch 3 prediction-intervals 2 lightgbm 2 r 2 interval-forecasting 2 wind-power-forecasting 2 deepar 2 uncertainty-quantification 2 mixture-density-model 1 international-migration 1 bilateral-migration-flows 1 neurips 1 neurips-2023 1 bayesian-hierarchical-model 1 fuzzy 1 representation-learning 1 regression 1 feature-selection 1 pytorch-lightning 1 feature-extraction 1 clustering 1 approximation 1 spatiotemporal-forecasting 1 conformal-prediction 1 conditional-normalizing-flows 1 time-series-prediction 1 ensemble-machine-learning 1 recurrent-neural-networks 1 frequentist-statistics 1 random-forest 1 quantile-regression 1 frequentistic-confidence-intervals 1 transformers 1 t-dpnet 1 load-forecasting 1 utility-based-regression 1 uncertainty 1 tensorflow 1 syrian-refugees 1 shapley 1 public-health 1 imbalanced-data 1 transformer-models 1 transformer-architecture 1 long-range-forecasting 1 surveillance 1 ray-tune 1 jupyter-notebook 1 influenza 1 hhh4 1 gluonts 1 epidemiology 1 epidemiological-predictions 1 epidemic-modelling 1 wind-power 1 wind-energy 1 wind 1 probability 1 forecast 1 gamlss 1 distributional-regression 1 time-series-analysis 1 series-models 1 series 1 interval 1 fuzzy-systems 1 fuzzy-sets-syst 1 fuzzy-sets 1 fuzzy-rules 1 fts 1 forecasting-models 1 econometrics 1 transformer 1 tft 1 robust-regression 1 nhits 1 neural-network 1 nbeatsx 1 nbeats 1 hint 1 hierarchical-forecasting 1 esrnn 1 deep-neural-networks 1 baselines-zoo 1 baselines 1 ensemble-forecasts 1 diffusion-models 1 diffusion 1 uncertainty-neural-networks 1 reservoir-computing 1 probabilistic-programming 1