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 2671–2680 of 6748 papers

Title	Date	Tasks	Status
A Study of Aggregation of Long Time-series Input for LSTM Neural Networks	Sep 29, 2021	Time SeriesTime Series Analysis	—Unverified
Analysis and development of an automatic eCall for motorcycles: a one-class cepstrum approach	Jul 19, 2019	Time SeriesTime Series Analysis	—Unverified
Towards Explainable Land Cover Mapping: a Counterfactual-based Strategy	Jan 4, 2023	counterfactualCounterfactual Explanation	—Unverified
CoughTrigger: Earbuds IMU Based Cough Detection Activator Using An Energy-efficient Sensitivity-prioritized Time Series Classifier	Nov 7, 2021	SensitivitySpecificity	—Unverified
Cough Detection Using Hidden Markov Models	Apr 28, 2019	Time SeriesTime Series Analysis	—Unverified
Astroconformer: Inferring Surface Gravity of Stars from Stellar Light Curves with Transformer	Jul 6, 2022	Time SeriesTime Series Analysis	—Unverified
Analysing the resilience of the European commodity production system with PyResPro, the Python Production Resilience package	Jun 16, 2020	Time SeriesTime Series Analysis	—Unverified
Cost-Sensitive Convolution based Neural Networks for Imbalanced Time-Series Classification	Jan 13, 2018	Deep LearningGeneral Classification	—Unverified
A Strategy Optimized Pix2pix Approach for SAR-to-Optical Image Translation Task	Jun 27, 2022	Crop ClassificationImage-to-Image Translation	—Unverified
Analysing the Direction of Emotional Influence in Nonverbal Dyadic Communication: A Facial-Expression Study	Dec 16, 2020	Causal InferenceTime Series Analysis	—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