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 911–920 of 6748 papers

Title	Date	Tasks	Status
An LLM-Powered Agent for Physiological Data Analysis: A Case Study on PPG-based Heart Rate Estimation	Feb 18, 2025	Heart rate estimationTime Series	—Unverified
An L0-Norm Constrained Non-Negative Matrix Factorization Algorithm for the Simultaneous Disaggregation of Fixed and Shiftable Loads	Jul 31, 2019	Time SeriesTime Series Analysis	—Unverified
A framework for anomaly detection using language modeling, and its applications to finance	Aug 24, 2019	Anomaly DetectionLanguage Modeling	—Unverified
An Investigation of the Structural Characteristics of the Indian IT Sector and the Capital Goods Sector: An Application of the R Programming in Time Series Decomposition and Forecasting	May 14, 2017	Time SeriesTime Series Analysis	—Unverified
An investigation of higher order moments of empirical financial data and the implications to risk	Mar 24, 2021	Time SeriesTime Series Analysis	—Unverified
A Frame of Mind: Using Statistical Models for Detection of Framing and Agenda Setting Campaigns	Jul 1, 2015	Time Series AnalysisTopic Models	—Unverified
Building a Multivariate Time Series Benchmarking Datasets Inspired by Natural Language Processing (NLP)	Oct 14, 2024	BenchmarkingMulti-Task Learning	—Unverified
An Introductory Study on Time Series Modeling and Forecasting	Feb 26, 2013	Time SeriesTime Series Analysis	—Unverified
An Introduction to Animal Movement Modeling with Hidden Markov Models using Stan for Bayesian Inference	Jun 27, 2018	Bayesian InferenceTime Series	—Unverified
A Fourier Transform Approach for Automatic Detection of Oysters Spawning	Mar 12, 2023	Time SeriesTime 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