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 1911–1920 of 6748 papers

Title	Date	Tasks	Status
Demand Forecasting in Smart Grid Using Long Short-Term Memory	Jul 28, 2021	Demand ForecastingManagement	—Unverified
Demand Forecasting of Individual Probability Density Functions with Machine Learning	Sep 15, 2020	BIG-bench Machine LearningDecision Making	—Unverified
Demographic-Guided Attention in Recurrent Neural Networks for Modeling Neuropathophysiological Heterogeneity	Apr 15, 2021	Time SeriesTime Series Analysis	—Unverified
Demo: LE3D: A Privacy-preserving Lightweight Data Drift Detection Framework	Nov 3, 2022	Drift DetectionPrivacy Preserving	—Unverified
Comparison of PCA with ICA from data distribution perspective	Sep 29, 2017	Time SeriesTime Series Analysis	—Unverified
Denoised Labels for Financial Time-Series Data via Self-Supervised Learning	Dec 19, 2021	Denoisingimage-classification	—Unverified
A Review of Mathematical and Computational Methods in Cancer Dynamics	Jan 5, 2022	Time SeriesTime Series Analysis	—Unverified
Denoising Gravitational Waves with Enhanced Deep Recurrent Denoising Auto-Encoders	Mar 6, 2019	DenoisingTime Series	—Unverified
Comparison of Machine Learning Methods for Predicting Karst Spring Discharge in North China	Jul 25, 2020	BIG-bench Machine LearningTime Series Analysis	—Unverified
Comparison of LSTM autoencoder based deep learning enabled Bayesian inference using two time series reconstruction approaches	Mar 3, 2022	Bayesian InferenceTime Series	—Unverified

Show:10 25 50

← PrevPage 192 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