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 2501–2510 of 6748 papers

Title	Date	Tasks	Status
AtOMICS: A neural network-based Automated Optomechanical Intelligent Coupling System for testing and characterization of silicon photonics chiplets	Oct 30, 2022	Time SeriesTime Series Analysis	—Unverified
An Analysis of an Alternative Pythagorean Expected Win Percentage Model: Applications Using Major League Baseball Team Quality Simulations	Dec 29, 2021	Time Series Analysis	—Unverified
A Differential Attention Fusion Model Based on Transformer for Time Series Forecasting	Feb 23, 2022	Time SeriesTime Series Analysis	—Unverified
Data-driven Stabilization of Discrete-time Control-affine Nonlinear Systems: A Koopman Operator Approach	Mar 26, 2022	Time SeriesTime Series Analysis	—Unverified
Transforming Multidimensional Time Series into Interpretable Event Sequences for Advanced Data Mining	Sep 22, 2024	Medical DiagnosisTime Series	—Unverified
ATOL: Measure Vectorization for Automatic Topologically-Oriented Learning	Sep 30, 2019	BIG-bench Machine LearningTime Series Analysis	—Unverified
Data-driven soiling detection in PV modules	Jan 30, 2023	Time SeriesTime Series Analysis	—Unverified
Data-driven Residual Generation for Early Fault Detection with Limited Data	Sep 28, 2021	Fault DetectionTime Series Analysis	—Unverified
ATM Cash demand forecasting in an Indian Bank with chaos and deep learning	Aug 24, 2020	Demand ForecastingTime Series	—Unverified
Data-driven Real-time Short-term Prediction of Air Quality: Comparison of ES, ARIMA, and LSTM	Nov 16, 2022	Air Pollution PredictionPrediction	—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