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
GitHub Repository
Open source implementation of AceNAS: Learning to Rank Ace Neural Architectures with Weak Supervision of Weight Sharing

AceNAS This repo is the experiment code of AceNAS, and is not considered as an official release. We are working on integrating AceNAS as a built-in st

Yuge Zhang 6 Sep 07, 2022
Unofficial implementation of the ImageNet, CIFAR 10 and SVHN Augmentation Policies learned by AutoAugment using pillow

AutoAugment - Learning Augmentation Policies from Data Unofficial implementation of the ImageNet, CIFAR10 and SVHN Augmentation Policies learned by Au

Philip Popien 1.3k Jan 02, 2023
Phylogeny Partners

Phylogeny-Partners Two states models Instalation You may need to install the cython, networkx, numpy, scipy package: pip install cython, networkx, num

1 Sep 19, 2022
a curated list of docker-compose files prepared for testing data engineering tools, databases and open source libraries.

data-services A repository for storing various Data Engineering docker-compose files in one place. How to use it ? Set the required settings in .env f

BigData.IR 525 Dec 03, 2022
Hierarchical Memory Matching Network for Video Object Segmentation (ICCV 2021)

Hierarchical Memory Matching Network for Video Object Segmentation Hongje Seong, Seoung Wug Oh, Joon-Young Lee, Seongwon Lee, Suhyeon Lee, Euntai Kim

Hongje Seong 72 Dec 14, 2022
Official implementation of "Robust channel-wise illumination estimation"

This repository provides the official implementation of "Robust channel-wise illumination estimation." accepted in BMVC (2021).

Firas Laakom 4 Nov 08, 2022
Contrastive Learning of Structured World Models

Contrastive Learning of Structured World Models This repository contains the official PyTorch implementation of: Contrastive Learning of Structured Wo

Thomas Kipf 371 Jan 06, 2023
LeetCode Solutions https://t.me/tenvlad

leetcode LeetCode Solutions groupped by common patterns YouTube: https://www.youtube.com/c/vladten Telegram: https://t.me/nilinterface Problems source

Vlad Ten 158 Dec 29, 2022
AdamW optimizer and cosine learning rate annealing with restarts

AdamW optimizer and cosine learning rate annealing with restarts This repository contains an implementation of AdamW optimization algorithm and cosine

Maksym Pyrozhok 133 Dec 20, 2022
An Unsupervised Detection Framework for Chinese Jargons in the Darknet

An Unsupervised Detection Framework for Chinese Jargons in the Darknet This repo is the Python 3 implementation of 《An Unsupervised Detection Framewor

7 Nov 08, 2022
The project page of paper: Architecture disentanglement for deep neural networks [ICCV 2021, oral]

This is the project page for the paper: Architecture Disentanglement for Deep Neural Networks, Jie Hu, Liujuan Cao, Tong Tong, Ye Qixiang, ShengChuan

Jie Hu 15 Aug 30, 2022
[NeurIPS 2021] Galerkin Transformer: a linear attention without softmax

[NeurIPS 2021] Galerkin Transformer: linear attention without softmax Summary A non-numerical analyst oriented explanation on Toward Data Science abou

Shuhao Cao 159 Dec 20, 2022
A cross-lingual COVID-19 fake news dataset

CrossFake An English-Chinese COVID-19 fake&real news dataset from the ICDMW 2021 paper below: Cross-lingual COVID-19 Fake News Detection. Jiangshu Du,

Yingtong Dou 11 Dec 01, 2022
Research code for Arxiv paper "Camera Motion Agnostic 3D Human Pose Estimation"

GMR(Camera Motion Agnostic 3D Human Pose Estimation) This repo provides the source code of our arXiv paper: Seong Hyun Kim, Sunwon Jeong, Sungbum Park

Seong Hyun Kim 1 Feb 07, 2022
Pytorch implementation of the paper DocEnTr: An End-to-End Document Image Enhancement Transformer.

DocEnTR Description Pytorch implementation of the paper DocEnTr: An End-to-End Document Image Enhancement Transformer. This model is implemented on to

Mohamed Ali Souibgui 74 Jan 07, 2023
Wordplay, an artificial Intelligence based crossword puzzle solver.

Wordplay, AI based crossword puzzle solver A crossword is a word puzzle that usually takes the form of a square or a rectangular grid of white- and bl

Vaibhaw 4 Nov 16, 2022
Contour-guided image completion with perceptual grouping (BMVC 2021 publication)

Contour-guided Image Completion with Perceptual Grouping Authors Morteza Rezanejad*, Sidharth Gupta*, Chandra Gummaluru, Ryan Marten, John Wilder, Mic

Sid Gupta 6 Dec 27, 2022
HTSeq is a Python library to facilitate processing and analysis of data from high-throughput sequencing (HTS) experiments.

HTSeq DEVS: https://github.com/htseq/htseq DOCS: https://htseq.readthedocs.io A Python library to facilitate programmatic analysis of data from high-t

HTSeq 57 Dec 20, 2022
Deep universal probabilistic programming with Python and PyTorch

Getting Started | Documentation | Community | Contributing Pyro is a flexible, scalable deep probabilistic programming library built on PyTorch. Notab

7.7k Dec 30, 2022
Official implementation of "Not only Look, but also Listen: Learning Multimodal Violence Detection under Weak Supervision" ECCV2020

XDVioDet Official implementation of "Not only Look, but also Listen: Learning Multimodal Violence Detection under Weak Supervision" ECCV2020. The proj

peng 64 Dec 12, 2022