GitHub topics: probabilistic-forecasting
Nixtla/neuralforecast
Scalable and user friendly neural :brain: forecasting algorithms.
Language: Python - Size: 135 MB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 3,597 - Forks: 429
PYFTS/pyFTS
An open source library for Fuzzy Time Series in Python
Language: Python - Size: 63.2 MB - Last synced at: 3 days ago - Pushed at: 11 months ago - Stars: 273 - Forks: 56
Blood-Glucose-Control/nocturnal-hypo-gly-prob-forecast
Predicting the probability of nocturnal hypoglycemic events with probabilistic forecasting.
Language: Jupyter Notebook - Size: 196 MB - Last synced at: 4 days ago - Pushed at: 4 days ago - Stars: 10 - Forks: 0
skforecast/skforecast
Time series forecasting with machine learning models
Language: Jupyter Notebook - Size: 552 MB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 1,340 - Forks: 162
salvaRC/erdm
Elucidated Rolling Diffusion Models for Probabilistic Weather Forecasting
Size: 0 Bytes - Last synced at: 9 days ago - Pushed at: 9 days ago - Stars: 0 - Forks: 0
FilippoMB/Time-series-classification-and-clustering-with-Reservoir-Computing
Implement Reservoir Computing models for time series classification, clustering, forecasting, and much more!
Language: Python - Size: 15.2 MB - Last synced at: 11 days ago - Pushed at: 4 months ago - Stars: 384 - Forks: 85
StatMixedML/LightGBMLSS
An extension of LightGBM to probabilistic modelling
Language: Python - Size: 32 MB - Last synced at: 6 days ago - Pushed at: about 1 year ago - Stars: 316 - Forks: 32
Rose-STL-Lab/dyffusion
[NeurIPS 2023] A Dynamics-informed Diffusion Model for Spatiotemporal Forecasting
Language: Python - Size: 521 KB - Last synced at: about 2 months ago - Pushed at: 9 months ago - Stars: 202 - Forks: 22
The-Milad-A/energy-load-forecasting
Bayesian and statistical modeling of regional energy load using public ISO data. Explores seasonal patterns, cross-sectional hierarchies, and probabilistic forecasting across hourly and daily resolution.
Size: 2.93 KB - Last synced at: 19 days ago - Pushed at: 2 months ago - Stars: 0 - Forks: 0
FilippoMB/Ensemble-Conformalized-Quantile-Regression
Valid and adaptive prediction intervals for probabilistic time series forecasting.
Language: Jupyter Notebook - Size: 1.96 MB - Last synced at: about 2 months ago - Pushed at: 4 months ago - Stars: 93 - Forks: 10
luca-pernigo/kernel_quantile_regression
Kernel quantile regression
Language: Jupyter Notebook - Size: 343 MB - Last synced at: 2 days ago - Pushed at: 11 months ago - Stars: 4 - Forks: 1
aybchan/uber-time-series
Bayesian time series prediction
Language: Jupyter Notebook - Size: 18.3 MB - Last synced at: 3 months ago - Pushed at: over 4 years ago - Stars: 64 - Forks: 13
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 at: 4 months ago - Pushed at: 4 months ago - Stars: 20 - Forks: 3
igormanojlovic/culearn
culearn: Cumulant Learning in Python
Language: Python - Size: 40 KB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 1 - Forks: 0
giobbu/predico-collab-forecast-research
Offshore wind power forecasting and wind ramp detection through a data analytics marketplace
Language: Jupyter Notebook - Size: 34.2 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 1 - Forks: 0
Kai-Ref/DeepAR_InfluenzaForecast
DeepAR implementation for seasonal influenza cases in German districts
Language: Jupyter Notebook - Size: 207 MB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 1 - Forks: 0
hatalis/Quantile_Detector
Qauntile autoregressive neural network for time series anamoly detection.
Language: Python - Size: 467 KB - Last synced at: 4 months ago - Pushed at: almost 7 years ago - Stars: 2 - Forks: 2
vpozdnyakov/deeptcn
Implementation of the DeepTCN probabilistic forecasting model based on Pytorch Lightning
Language: Python - Size: 5.95 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 0 - Forks: 0
eloMG/Probabilistic-load-forecasting-with-Reservoir-Computing
Probabilistic load forecasting with Reservoir Computing
Language: Jupyter Notebook - Size: 111 MB - Last synced at: 6 months ago - Pushed at: over 1 year ago - Stars: 8 - Forks: 3
danigiro/ctprob
Cross-temporal probabilistic forecast reconciliation repository
Language: TeX - Size: 13.7 MB - Last synced at: 3 months ago - Pushed at: over 1 year ago - Stars: 3 - Forks: 0
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: 9.4 MB - Last synced at: 4 months ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 1
petroniocandido/PhdThesis
Scalable Models of Probabilistic Forecasting with Fuzzy Time Series, PhD Thesis
Language: Jupyter Notebook - Size: 14.6 MB - Last synced at: over 1 year ago - Pushed at: almost 3 years ago - Stars: 9 - Forks: 5
PYFTS/PWFTS Fork of petroniocandido/PWFTS
Probabilistic Forecasting With Fuzzy Time Series
Size: 5.93 MB - Last synced at: over 1 year ago - Pushed at: about 7 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 at: almost 2 years ago - Pushed at: almost 3 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 at: over 1 year ago - Pushed at: over 4 years ago - Stars: 4 - Forks: 0
pratham16cse/AggForecaster
Code for "Coherent Probabilistic Aggregate Queries on Long-horizon Forecasts", IJCAI 2022
Language: Python - Size: 89.4 MB - Last synced at: over 1 year ago - Pushed at: about 3 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 at: about 2 years ago - Pushed at: almost 4 years ago - Stars: 3 - Forks: 2
OmarBouhamed/T-DPnet
T-DPnet-Transformer-based-deep-Probabilistic-network-for-load-forecasting
Language: Jupyter Notebook - Size: 227 KB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 5 - Forks: 1
