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 121–130 of 6748 papers

Title	Date	Tasks	Status	Hype
DeepAR: Probabilistic Forecasting with Autoregressive Recurrent Networks	Apr 13, 2017	Multivariate Time Series ForecastingProbabilistic Time Series Forecasting	CodeCode Available	2
LSTM-based Encoder-Decoder for Multi-sensor Anomaly Detection	Jul 1, 2016	Anomaly DetectionDecoder	CodeCode Available	2
TimePoint: Accelerated Time Series Alignment via Self-Supervised Keypoint and Descriptor Learning	May 29, 2025	Dynamic Time WarpingKeypoint Detection	CodeCode Available	1
Can Multimodal LLMs Perform Time Series Anomaly Detection?	Feb 25, 2025	Anomaly DetectionIrregular Time Series	CodeCode Available	1
ReFocus: Reinforcing Mid-Frequency and Key-Frequency Modeling for Multivariate Time Series Forecasting	Feb 24, 2025	Multivariate Time Series ForecastingTime Series	CodeCode Available	1
Positional Encoding in Transformer-Based Time Series Models: A Survey	Feb 17, 2025	Anomaly DetectionBenchmarking	CodeCode Available	1
Time Series Embedding Methods for Classification Tasks: A Review	Jan 23, 2025	Model SelectionTime Series	CodeCode Available	1
Using matrix-product states for time-series machine learning	Dec 20, 2024	AstronomyImputation	CodeCode Available	1
TimeCHEAT: A Channel Harmony Strategy for Irregularly Sampled Multivariate Time Series Analysis	Dec 17, 2024	Multivariate Time Series ForecastingTime Series	CodeCode Available	1
Federated Foundation Models on Heterogeneous Time Series	Dec 12, 2024	Anomaly DetectionFederated Learning	CodeCode Available	1

Show:10 25 50

← PrevPage 13 of 675Next →

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