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 1141–1150 of 6748 papers

Title	Date	Tasks	Status
TimePool: Visually Answer "Which and When" Questions On Univariate Time Series	Aug 1, 2023	Time SeriesTime Series Analysis	—Unverified
Unraveling the Complexity of Splitting Sequential Data: Tackling Challenges in Video and Time Series Analysis	Jul 26, 2023	Anomaly DetectionObject Tracking	—Unverified
Forecasting, capturing and activation of carbon-dioxide (CO_2): Integration of Time Series Analysis, Machine Learning, and Material Design	Jul 25, 2023	Time SeriesTime Series Analysis	—Unverified
U-shaped Transformer: Retain High Frequency Context in Time Series Analysis	Jul 18, 2023	Time SeriesTime Series Analysis	—Unverified
Multivariate Time Series characterization and forecasting of VoIP traffic in real mobile networks	Jul 13, 2023	Time SeriesTime Series Analysis	—Unverified
A Deep Dive into Perturbations as Evaluation Technique for Time Series XAI	Jul 11, 2023	Explainable artificial intelligenceExplainable Artificial Intelligence (XAI)	CodeCode Available
An Examination of Wearable Sensors and Video Data Capture for Human Exercise Classification	Jul 10, 2023	Feature EngineeringTime Series	—Unverified
A Novel Site-Agnostic Multimodal Deep Learning Model to Identify Pro-Eating Disorder Content on Social Media	Jul 6, 2023	Deep Learningimage-classification	—Unverified
Exploring Spatial-Temporal Variations of Public Discourse on Social Media: A Case Study on the First Wave of the Coronavirus Pandemic in Italy	Jun 28, 2023	Time SeriesTime Series Analysis	—Unverified
Multivariate Time Series Early Classification Across Channel and Time Dimensions	Jun 26, 2023	ClassificationEarly Classification	CodeCode Available

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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