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 1851–1875 of 6748 papers

Title	Date	Tasks	Status	Score
Anomaly detection in the dynamics of web and social networks	Jan 22, 2019	Anomaly DetectionTime Series	CodeCode Available	5
Domain Adaptation Under Behavioral and Temporal Shifts for Natural Time Series Mobile Activity Recognition	Jul 10, 2022	Activity RecognitionContrastive Learning	CodeCode Available	5
Don't Get Me Wrong: How to Apply Deep Visual Interpretations to Time Series	Mar 14, 2022	Time SeriesTime Series Analysis	CodeCode Available	5
Temporally-Reweighted Chinese Restaurant Process Mixtures for Clustering, Imputing, and Forecasting Multivariate Time Series	Oct 18, 2017	ClusteringImputation	CodeCode Available	5
Dynamic cyber risk estimation with Competitive Quantile Autoregression	Jan 25, 2021	Time SeriesTime Series Analysis	CodeCode Available	5
Anomaly Detection in Multivariate Non-stationary Time Series for Automatic DBMS Diagnosis	Aug 8, 2017	Anomaly DetectionManagement	CodeCode Available	5
DLBI: Deep learning guided Bayesian inference for structure reconstruction of super-resolution fluorescence microscopy	May 20, 2018	Bayesian InferenceDeep Learning	CodeCode Available	5
Distribution Agnostic Symbolic Representations for Time Series Dimensionality Reduction and Online Anomaly Detection	May 20, 2021	Anomaly DetectionClustering	CodeCode Available	5
Distributional conformal prediction	Sep 17, 2019	Conformal Predictioncounterfactual	CodeCode Available	5
The Area of the Convex Hull of Sampled Curves: a Robust Functional Statistical Depth Measure	Oct 9, 2019	Anomaly DetectionFraud Detection	CodeCode Available	5
The DeepCAR Method: Forecasting Time-Series Data That Have Change Points	Feb 22, 2023	Time SeriesTime Series Analysis	CodeCode Available	5
Deep Learning and Linear Programming for Automated Ensemble Forecasting and Interpretation	Jan 2, 2022	Feature ImportanceModel Selection	CodeCode Available	5
A case study of spatiotemporal forecasting techniques for weather forecasting	Sep 29, 2022	Time SeriesTime Series Analysis	CodeCode Available	5
Deep reinforcement learning for time series: playing idealized trading games	Mar 11, 2018	Deep Reinforcement LearningQ-Learning	CodeCode Available	5
From the logistic-sigmoid to nlogistic-sigmoid: modelling the COVID-19 pandemic growth	Aug 6, 2020	COVID-19 ModellingTime Series	CodeCode Available	5
Distillation Enhanced Time Series Forecasting Network with Momentum Contrastive Learning	Jan 31, 2024	Contrastive LearningData Augmentation	CodeCode Available	5
Distributed and parallel time series feature extraction for industrial big data applications	Oct 25, 2016	Binary ClassificationClassification	CodeCode Available	5
Does Terrorism Trigger Online Hate Speech? On the Association of Events and Time Series	Apr 30, 2020	Causal InferencePoint Processes	CodeCode Available	5
Boosting: Why You Can Use the HP Filter	May 1, 2019	Time Series Analysis	CodeCode Available	5
The UCR Time Series Archive	Oct 17, 2018	Adversarial AttackTime Series	CodeCode Available	5
Anomaly detection in dynamic networks	Oct 13, 2022	Anomaly DetectionTime Series	CodeCode Available	5
Discovering Synchronized Subsets of Sequences: A Large Scale Solution	Jun 1, 2020	Time SeriesTime Series Analysis	CodeCode Available	5
Automatic alignment of surgical videos using kinematic data	Apr 3, 2019	Dynamic Time WarpingTime Series	CodeCode Available	5
DisCoVQA: Temporal Distortion-Content Transformers for Video Quality Assessment	Jun 20, 2022	Time Series AnalysisVideo Quality Assessment	CodeCode Available	5
Discrete signature and its application to finance	Dec 17, 2021	Time SeriesTime 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