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 2121–2130 of 6748 papers

Title	Date	Tasks	Status
A Prospective Approach for Human-to-Human Interaction Recognition from Wi-Fi Channel Data using Attention Bidirectional Gated Recurrent Neural Network with GUI Application Implementation	Feb 16, 2022	Activity RecognitionHuman Activity Recognition	—Unverified
Collapsed Amortized Variational Inference for Switching Nonlinear Dynamical Systems	Oct 21, 2019	Time SeriesTime Series Analysis	—Unverified
Collaborative Multiobjective Evolutionary Algorithms in search of better Pareto Fronts. An application to trading systems	Nov 4, 2022	Evolutionary AlgorithmsTime Series	—Unverified
A proposal of a methodological framework with experimental guidelines to investigate clustering stability on financial time series	Sep 17, 2015	ClusteringTime Series	—Unverified
A Machine Learning Approach for Smartphone-based Sensing of Roads and Driving Style	Aug 15, 2019	BIG-bench Machine LearningLearning-To-Rank	—Unverified
Adaptive Sampling for Probabilistic Forecasting under Distribution Shift	Feb 23, 2023	Bayesian OptimizationTime Series	—Unverified
Collaborative adversary nodes learning on the logs of IoT devices in an IoT network	Dec 22, 2021	Time SeriesTime Series Analysis	—Unverified
Cointegration with Occasionally Binding Constraints	Nov 17, 2022	Time SeriesTime Series Analysis	—Unverified
A proof that artificial neural networks overcome the curse of dimensionality in the numerical approximation of Black-Scholes partial differential equations	Sep 7, 2018	image-classificationImage Classification	—Unverified
Cointegration of SARS-CoV-2 Transmission with Weather Conditions and Mobility during the First Year of the COVID-19 Pandemic in the United States	Mar 29, 2022	Time SeriesTime Series Analysis	—Unverified

Show:10 25 50

← PrevPage 213 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