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forecasting-model

[AAAI-23 Oral] Official implementation of the paper "Are Transformers Effective for Time Series Forecasting?"

Python
2282
2 年前

Web app to predict closing stock prices in real time using Facebook's Prophet time series algorithm with a multi-variate, single-step time series forecasting strategy.

Jupyter Notebook
317
2 年前

PyTorch code for CoST: Contrastive Learning of Disentangled Seasonal-Trend Representations for Time Series Forecasting (ICLR 2022)

Python
225
2 年前

About Code release for "FECAM: Frequency Enhanced Channel Attention Mechanism for Time Series Forecasting" ⌚

Jupyter Notebook
144
2 年前

Detection and Prediction of Users Attitude Based on Real-Time and Batch Sentiment Analysis of Facebook Comments

Jupyter Notebook
81
6 年前

COVID-19 infectious forecasting using SEIR model and R0 estimation

Jupyter Notebook
67
4 年前

This MVP data web app uses the Streamlit framework and Facebook's Prophet forecasting package to generate a dynamic forecast from your own data.

Python
67
2 年前

An adaptive model for prediction of one day ahead foreign currency exchange rates using machine learning algorithms

Python
44
7 年前

🏘️ The Town Energy Balance (TEB) model software and platform

Fortran
29
3 年前

Time series forecast using deep learning transformers (simple, XL, compressive). Implementation in Pytorch and Pytorch Lightning.

Python
29
5 年前

Code for paper "Sparse Variational Gaussian Process based Day-ahead Probabilistic Wind Power Forecasting", IEEE Transactions on Sustainable Energy

Jupyter Notebook
22
2 年前

Forecast of the level of pollution in the next hour in Beijing based on historical information

Python
15
5 年前

Novel algorithms to predict Remaining Useful Life (RUL) on NASA’s benchmark dataset, CMAPSS turbofan engine degradation simulation.

Python
10
2 年前

Cash Flow Forecasting Challenge held in 2020 on the popular TopCoder hackathon platform. I created my ML forecasting model using Python SciPy libraries. The step-by-step guide from data exploration to analysis has been shown in the notebook.

Jupyter Notebook
9
4 年前

This repository will work around solving the problem of food demand forecasting using machine learning.

Jupyter Notebook
8
5 年前