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 3311–3320 of 6748 papers

Title	Date	Tasks	Status
Complexity and Persistence of Price Time Series of the European Electricity Spot Market	Dec 2, 2021	Time SeriesTime Series Analysis	—Unverified
Forecasting Time Series with VARMA Recursions on Graphs	Jul 10, 2019	Time SeriesTime Series Analysis	—Unverified
Initial conditions in the neural field model	May 23, 2016	modelTime Series	—Unverified
Initialising Kernel Adaptive Filters via Probabilistic Inference	Jul 11, 2017	Time SeriesTime Series Analysis	—Unverified
Forecasting time series with encoder-decoder neural networks	Sep 18, 2020	DecoderTime Series	—Unverified
Initialization of multilayer forecasting artifical neural networks	Oct 23, 2014	PredictionTime Series	—Unverified
Forecasting the Turkish Lira Exchange Rates through Univariate Techniques: Can the Simple Models Outperform the Sophisticated Ones?	Feb 12, 2023	Time SeriesTime Series Analysis	—Unverified
Injecting Explainability and Lightweight Design into Weakly Supervised Video Anomaly Detection Systems	Dec 28, 2024	Anomaly DetectionBinary Classification	—Unverified
Compensatory model for quantile estimation and application to VaR	Dec 14, 2021	Time SeriesTime Series Analysis	—Unverified
A review of two decades of correlations, hierarchies, networks and clustering in financial markets	Mar 1, 2017	BIG-bench Machine LearningClustering	—Unverified

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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