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 111–120 of 6748 papers

Title	Date	Tasks	Status	Hype
Abstracted Shapes as Tokens -- A Generalizable and Interpretable Model for Time-series Classification	Nov 1, 2024	QuantizationRepresentation Learning	CodeCode Available	1
Gradient-free training of recurrent neural networks	Oct 30, 2024	Time SeriesTime Series Analysis	CodeCode Available	0
Higher-order Cross-structural Embedding Model for Time Series Analysis	Oct 30, 2024	Contrastive LearningTime Series	—Unverified	0
A Systematic Literature Review of Spatio-Temporal Graph Neural Network Models for Time Series Forecasting and Classification	Oct 29, 2024	Graph Neural NetworkSystematic Literature Review	—Unverified	0
Reconstructing dynamics from sparse observations with no training on target system	Oct 28, 2024	Hybrid Machine LearningTime Series Analysis	CodeCode Available	1
Hierarchical Multimodal LLMs with Semantic Space Alignment for Enhanced Time Series Classification	Oct 24, 2024	Text GenerationTime Series	—Unverified	0
QIXAI: A Quantum-Inspired Framework for Enhancing Classical and Quantum Model Transparency and Understanding	Oct 21, 2024	Feature ImportanceTime Series Analysis	—Unverified	0
TimeMixer++: A General Time Series Pattern Machine for Universal Predictive Analysis	Oct 21, 2024	Anomaly DetectionImputation	CodeCode Available	5
HiPPO-KAN: Efficient KAN Model for Time Series Analysis	Oct 19, 2024	Time SeriesTime Series Analysis	—Unverified	0
On the Regularization of Learnable Embeddings for Time Series Processing	Oct 18, 2024	Time SeriesTime Series Analysis	—Unverified	0

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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