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 1171–1180 of 6748 papers

Title	Date	Tasks	Status	Score
A Deep Learning Approach to Probabilistic Forecasting of Weather	Mar 23, 2022	BIG-bench Machine LearningDeep Learning	CodeCode Available	5
General Domain Adaptation Through Proportional Progressive Pseudo Labeling	Dec 23, 2020	Anomaly DetectionDomain Adaptation	CodeCode Available	5
Global Models for Time Series Forecasting: A Simulation Study	Dec 23, 2020	Time SeriesTime Series Analysis	CodeCode Available	5
Hidden Parameter Recurrent State Space Models For Changing Dynamics Scenarios	Jun 29, 2022	State Space ModelsTime Series	CodeCode Available	5
Inferring Density-Dependent Population Dynamics Mechanisms through Rate Disambiguation for Logistic Birth-Death Processes	May 10, 2022	Time SeriesTime Series Analysis	CodeCode Available	5
Learning Informative Representation for Fairness-aware Multivariate Time-series Forecasting: A Group-based Perspective	Jan 27, 2023	FairnessMultivariate Time Series Forecasting	CodeCode Available	5
Multiscale Generative Models: Improving Performance of a Generative Model Using Feedback from Other Dependent Generative Models	Jan 24, 2022	Time SeriesTime Series Analysis	CodeCode Available	5
Fully Convolutional Network Bootstrapped by Word Encoding and Embedding for Activity Recognition in Smart Homes	Dec 1, 2020	Activity RecognitionGeneral Classification	CodeCode Available	5
Fully Neural Network based Model for General Temporal Point Processes	May 23, 2019	Point ProcessesTime Series	CodeCode Available	5
A Statistical Investigation of Long Memory in Language and Music	Apr 8, 2019	Language ModellingTime Series Analysis	CodeCode Available	5

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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