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 2801–2810 of 6748 papers

Title	Date	Tasks	Status
Fractional trends and cycles in macroeconomic time series	May 23, 2020	Common Sense ReasoningTime Series	—Unverified
FRANS: Automatic Feature Extraction for Time Series Forecasting	Sep 15, 2022	Dimensionality ReductionMeta-Learning	—Unverified
A novel hybrid model based on multi-objective Harris hawks optimization algorithm for daily PM2.5 and PM10 forecasting	May 30, 2019	Air Pollution PredictionPrediction	—Unverified
FreDo: Frequency Domain-based Long-Term Time Series Forecasting	May 24, 2022	Time SeriesTime Series Analysis	—Unverified
Free congruence: an exploration of expanded similarity measures for time series data	Jan 17, 2021	Dynamic Time WarpingTime Series	—Unverified
Frequency-based Multi Task learning With Attention Mechanism for Fault Detection In Power Systems	Sep 15, 2020	Fault DetectionMulti-Task Learning	—Unverified
Frequency Domain Compact 3D Convolutional Neural Networks	Jun 1, 2020	image-classificationImage Classification	—Unverified
Frequency-Domain Stochastic Modeling of Stationary Bivariate or Complex-Valued Signals	Jun 25, 2013	Time SeriesTime Series Analysis	—Unverified
Accelerating Neural ODEs Using Model Order Reduction	May 28, 2021	modelTime Series	—Unverified
Gene Regulatory Network Inference with Latent Force Models	Oct 6, 2020	Gaussian ProcessesTime Series	—Unverified

Show:10 25 50

← PrevPage 281 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