The source code and data of the paper "Instance-wise Graph-based Framework for Multivariate Time Series Forecasting".

Related tags

Deep LearningIGMTF
Overview

IGMTF

The source code and data of the paper "Instance-wise Graph-based Framework for Multivariate Time Series Forecasting".

Requirements

The framework is implemented using python3 with dependencies specified in requirements.txt

Running the code

git clone https://github.com/Wentao-Xu/IGMTF.git
cd IGMTF
tar -zxvf data.tar.gz
mkdir model
  • Traffic
# Horizon 3
python learn.py --save ./model/model-traffic-3.pt --data ./data/traffic.txt --num_nodes 862 --epoch 100 --horizon 3 --hidden_size 256 --hidden_batch_size 64 --k_day 30 --n_neighbor 20

# Horizon 6
python learn.py --save ./model/model-traffic-6.pt --data ./data/traffic.txt --num_nodes 862 --epoch 100 --horizon 6 --hidden_size 256 --hidden_batch_size 64 --k_day 5 --n_neighbor 30

# Horizon 12
python learn.py --save ./model/model-traffic-12.pt --data ./data/traffic.txt --num_nodes 862 --epoch 100 --horizon 12 --hidden_size 256 --hidden_batch_size 64 --k_day 10 --n_neighbor 30

# Horizon 24
python learn.py --save ./model/model-traffic-24.pt --data ./data/traffic.txt --num_nodes 862 --epoch 100 --horizon 24 --hidden_size 256 --hidden_batch_size 64 --k_day 3 --n_neighbor 10
  • Electricity
# Horizon 3
python learn.py --save ./model/model-electricity-3.pt --data ./data/electricity.txt --num_nodes 321 --epoch 100 --horizon 3 --hidden_size 512 --k_day 5 --n_neighbor 20

# Horizon 6
python learn.py --save ./model/model-electricity-6.pt --data ./data/electricity.txt --num_nodes 321 --epoch 100 --horizon 6 --hidden_size 512 --k_day 3 --n_neighbor 3

# Horizon 12
python learn.py --save ./model/model-electricity-12.pt --data ./data/electricity.txt --num_nodes 321 --epoch 100 --horizon 12 --hidden_size 512 --k_day 10 --n_neighbor 5

# Horizon 24
python learn.py --save ./model/model-electricity-24.pt --data ./data/electricity.txt --num_nodes 321 --epoch 100 --horizon 24 --hidden_size 512 --k_day 5 --n_neighbor 20
  • Exchange-Rate
# Horizon 3
python learn.py --save ./model/model-exchange-3.pt --data ./data/exchange_rate.txt --num_nodes 8 --epoch 100 --horizon 3 --hidden_size 512 --batch_size 16 --k_day 20 --n_neighbor 20

# Horizon 6
python learn.py --save ./model/model-exchange-6.pt --data ./data/exchange_rate.txt --num_nodes 8 --epoch 100 --horizon 6 --hidden_size 512 --batch_size 16 --k_day 5 --n_neighbor 10

# Horizon 12
python learn.py --save ./model/model-exchange-12.pt --data ./data/exchange_rate.txt --num_nodes 8 --epoch 100 --horizon 12 --hidden_size 512 --batch_size 16 --k_day 10 --n_neighbor 10

# Horizon 24
python learn.py --save ./model/model-exchange-24.pt --data ./data/exchange_rate.txt --num_nodes 8 --epoch 100 --horizon 24 --hidden_size 512 --batch_size 16 --k_day 5 --n_neighbor 20
Owner
Wentao Xu
PhD Student in a Joint Program between MSRA and SYSU.
Wentao Xu
Fast and Context-Aware Framework for Space-Time Video Super-Resolution (VCIP 2021)

Fast and Context-Aware Framework for Space-Time Video Super-Resolution Preparation Dependencies PyTorch 1.2.0 CUDA 10.0 DCNv2 cd model/DCNv2 bash make

Xueheng Zhang 1 Mar 29, 2022
A simple Python library for stochastic graphical ecological models

What is Viridicle? Viridicle is a library for simulating stochastic graphical ecological models. It implements the continuous time models described in

Theorem Engine 0 Dec 04, 2021
PyTorch Language Model for 1-Billion Word (LM1B / GBW) Dataset

PyTorch Large-Scale Language Model A Large-Scale PyTorch Language Model trained on the 1-Billion Word (LM1B) / (GBW) dataset Latest Results 39.98 Perp

Ryan Spring 114 Nov 04, 2022
This code is a near-infrared spectrum modeling method based on PCA and pls

Nirs-Pls-Corn This code is a near-infrared spectrum modeling method based on PCA and pls 近红外光谱分析技术属于交叉领域,需要化学、计算机科学、生物科学等多领域的合作。为此,在(北邮邮电大学杨辉华老师团队)指导下

Fu Pengyou 6 Dec 17, 2022
Python Implementation of algorithms in Graph Mining, e.g., Recommendation, Collaborative Filtering, Community Detection, Spectral Clustering, Modularity Maximization, co-authorship networks.

Graph Mining Author: Jiayi Chen Time: April 2021 Implemented Algorithms: Network: Scrabing Data, Network Construbtion and Network Measurement (e.g., P

Jiayi Chen 3 Mar 03, 2022
This folder contains the implementation of the multi-relational attribute propagation algorithm.

MrAP This folder contains the implementation of the multi-relational attribute propagation algorithm. It requires the package pytorch-scatter. Please

6 Dec 06, 2022
A list of all named GANs!

The GAN Zoo Every week, new GAN papers are coming out and it's hard to keep track of them all, not to mention the incredibly creative ways in which re

Avinash Hindupur 12.9k Jan 08, 2023
Discovering Dynamic Salient Regions with Spatio-Temporal Graph Neural Networks

Discovering Dynamic Salient Regions with Spatio-Temporal Graph Neural Networks This is the official code for DyReg model inroduced in Discovering Dyna

Bitdefender Machine Learning 11 Nov 08, 2022
Semantic Segmentation with SegFormer on Drone Dataset.

SegFormer_Segmentation Semantic Segmentation with SegFormer on Drone Dataset. You can check out the blog on Medium You can also try out the model with

Praneet 8 Oct 20, 2022
PyTorch implementation of SIFT descriptor

This is an differentiable pytorch implementation of SIFT patch descriptor. It is very slow for describing one patch, but quite fast for batch. It can

Dmytro Mishkin 150 Dec 24, 2022
Omnidirectional Scene Text Detection with Sequential-free Box Discretization (IJCAI 2019). Including competition model, online demo, etc.

Box_Discretization_Network This repository is built on the pytorch [maskrcnn_benchmark]. The method is the foundation of our ReCTs-competition method

Yuliang Liu 266 Nov 24, 2022
Implementation of the paper "Shapley Explanation Networks"

Shapley Explanation Networks Implementation of the paper "Shapley Explanation Networks" at ICLR 2021. Note that this repo heavily uses the experimenta

68 Dec 27, 2022
Gesture-controlled Video Game. Just swing your finger and play the game without touching your PC

Gesture Controlled Video Game Detailed Blog : https://www.analyticsvidhya.com/blog/2021/06/gesture-controlled-video-game/ Introduction This project is

Devbrat Anuragi 35 Jan 06, 2023
Deep Learning Based EDM Subgenre Classification using Mel-Spectrogram and Tempogram Features"

EDM-subgenre-classifier This repository contains the code for "Deep Learning Based EDM Subgenre Classification using Mel-Spectrogram and Tempogram Fea

11 Dec 20, 2022
offical implement of our Lifelong Person Re-Identification via Adaptive Knowledge Accumulation in CVPR2021

LifelongReID Offical implementation of our Lifelong Person Re-Identification via Adaptive Knowledge Accumulation in CVPR2021 by Nan Pu, Wei Chen, Yu L

PeterPu 76 Dec 08, 2022
Open-CyKG: An Open Cyber Threat Intelligence Knowledge Graph

Open-CyKG: An Open Cyber Threat Intelligence Knowledge Graph Model Description Open-CyKG is a framework that is constructed using an attenti

Injy Sarhan 34 Jan 05, 2023
A pytorch implementation of faster RCNN detection framework (Use detectron2, it's a masterpiece)

Notice(2019.11.2) This repo was built back two years ago when there were no pytorch detection implementation that can achieve reasonable performance.

Ruotian(RT) Luo 1.8k Jan 01, 2023
Official repository of the paper Privacy-friendly Synthetic Data for the Development of Face Morphing Attack Detectors

SMDD-Synthetic-Face-Morphing-Attack-Detection-Development-dataset Official repository of the paper Privacy-friendly Synthetic Data for the Development

10 Dec 12, 2022
Codebase for Diffusion Models Beat GANS on Image Synthesis.

Codebase for Diffusion Models Beat GANS on Image Synthesis.

Katherine Crowson 128 Dec 02, 2022
PyTorch implementation of MuseMorphose, a Transformer-based model for music style transfer.

MuseMorphose This repository contains the official implementation of the following paper: Shih-Lun Wu, Yi-Hsuan Yang MuseMorphose: Full-Song and Fine-

Yating Music, Taiwan AI Labs 142 Jan 08, 2023