Time Series Analysis

Time Series Analysis is a statistical technique used to analyze and model time-based data. It is used in various fields such as finance, economics, and engineering to analyze patterns and trends in data over time. The goal of time series analysis is to identify the underlying patterns, trends, and seasonality in the data, and to use this information to make informed predictions about future values.

( Image credit: Autoregressive CNNs for Asynchronous Time Series )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 371–380 of 6748 papers

Title	Date	Tasks	Status	Hype
Multi-Label Clinical Time-Series Generation via Conditional GAN	Apr 10, 2022	Representation LearningTime Series	CodeCode Available	1
Domain Adaptation for Time-Series Classification to Mitigate Covariate Shift	Apr 7, 2022	Domain AdaptationTime Series	CodeCode Available	1
Few-Shot Forecasting of Time-Series with Heterogeneous Channels	Apr 7, 2022	ClassificationTime Series	CodeCode Available	1
A Sentinel-2 multi-year, multi-country benchmark dataset for crop classification and segmentation with deep learning	Apr 2, 2022	Crop ClassificationSemantic Segmentation	CodeCode Available	1
LEAD1.0: A Large-scale Annotated Dataset for Energy Anomaly Detection in Commercial Buildings	Mar 30, 2022	Anomaly DetectionTime Series	CodeCode Available	1
Towards Spatio-Temporal Aware Traffic Time Series Forecasting--Full Version	Mar 29, 2022	Time SeriesTime Series Analysis	CodeCode Available	1
HYDRA: Competing convolutional kernels for fast and accurate time series classification	Mar 25, 2022	Time SeriesTime Series Analysis	CodeCode Available	1
Learning Whole Heart Mesh Generation From Patient Images For Computational Simulations	Mar 20, 2022	Time SeriesTime Series Analysis	CodeCode Available	1
Forecasting Sparse Movement Speed of Urban Road Networks with Nonstationary Temporal Matrix Factorization	Mar 20, 2022	Missing ValuesMultivariate Time Series Forecasting	CodeCode Available	1
WOODS: Benchmarks for Out-of-Distribution Generalization in Time Series	Mar 18, 2022	Out-of-Distribution GeneralizationTime Series	CodeCode Available	1

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All datasets PhysioNet Challenge 2012 Speech Commands Ventilator Pressure Prediction

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	naive classifier	F1	87.47	—	Unverified
2	GRU-D - APC (n = 1)	F1	27.3	—	Unverified
3	GRU-APC (n = 1)	F1	25.7	—	Unverified
4	GRU-D	F1	22.5	—	Unverified
5	GRU	F1	22.3	—	Unverified
6	GRU-Simple	F1	22.2	—	Unverified
7	GRU-Mean	F1	22.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SepTr	% Test Accuracy	98.51	—	Unverified
2	ViT	% Test Accuracy	98.11	—	Unverified
3	FlexTCN-4	% Test Accuracy	97.73	—	Unverified
4	MatchboxNet	% Test Accuracy	97.4	—	Unverified
5	CKCNN (100k)	% Test Accuracy	95.27	—	Unverified
6	FlexTCN-6	% Test Accuracy (Raw Data)	91.73	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ResBiLSTM	MAE	0.13	—	Unverified