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 1791–1800 of 6748 papers

Title	Date	Tasks	Status	Score
Anomaly Detection with Generative Adversarial Networks for Multivariate Time Series	Sep 13, 2018	Anomaly DetectionTime Series	CodeCode Available	5
DTW-Merge: A Novel Data Augmentation Technique for Time Series Classification	Mar 1, 2021	Data AugmentationDynamic Time Warping	CodeCode Available	5
Bundle Networks: Fiber Bundles, Local Trivializations, and a Generative Approach to Exploring Many-to-one Maps	Oct 13, 2021	Time SeriesTime Series Analysis	CodeCode Available	5
Activity2Vec: Learning ADL Embeddings from Sensor Data with a Sequence-to-Sequence Model	Jul 12, 2019	Activity RecognitionFeature Engineering	CodeCode Available	5
DSSRNN: Decomposition-Enhanced State-Space Recurrent Neural Network for Time-Series Analysis	Dec 1, 2024	Computational EfficiencyPhysics-informed machine learning	CodeCode Available	5
DyLoc: Dynamic Localization for Massive MIMO Using Predictive Recurrent Neural Networks	Jan 19, 2021	Time SeriesTime Series Analysis	CodeCode Available	5
Automatic Cardiac Disease Assessment on cine-MRI via Time-Series Segmentation and Domain Specific Features	Jul 3, 2017	DiagnosticGeneral Classification	CodeCode Available	5
Deep Learning for Predicting Asset Returns	Apr 25, 2018	Deep LearningTime Series	CodeCode Available	5
Predicting Sparse Clients' Actions with CPOPT-Net in the Banking Environment	May 23, 2019	Tensor DecompositionTime Series	CodeCode Available	5
Building Effective Large-Scale Traffic State Prediction System: Traffic4cast Challenge Solution	Nov 11, 2019	PredictionTime Series	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