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 1876–1900 of 6748 papers

Title	Date	Tasks	Status	Score
Driver Identification Based on Vehicle Telematics Data using LSTM-Recurrent Neural Network	Nov 19, 2019	Autonomous VehiclesDriver Identification	CodeCode Available	5
Boosting: Why You Can Use the HP Filter	May 1, 2019	Time Series Analysis	CodeCode Available	5
Anomaly detection in dynamic networks	Oct 13, 2022	Anomaly DetectionTime Series	CodeCode Available	5
Automatic alignment of surgical videos using kinematic data	Apr 3, 2019	Dynamic Time WarpingTime Series	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
Does Terrorism Trigger Online Hate Speech? On the Association of Events and Time Series	Apr 30, 2020	Causal InferencePoint Processes	CodeCode Available	5
Deep Temporal Clustering : Fully Unsupervised Learning of Time-Domain Features	Feb 4, 2018	ClusteringDimensionality Reduction	CodeCode Available	5
Distributed and parallel time series feature extraction for industrial big data applications	Oct 25, 2016	Binary ClassificationClassification	CodeCode Available	5
Distillation Enhanced Time Series Forecasting Network with Momentum Contrastive Learning	Jan 31, 2024	Contrastive LearningData Augmentation	CodeCode Available	5
DeepTFP: Mobile Time Series Data Analytics based Traffic Flow Prediction	Oct 1, 2017	PredictionTime Series	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
Dropout Feature Ranking for Deep Learning Models	Dec 22, 2017	Deep LearningTime Series	CodeCode Available	5
Dynamic transformation of prior knowledge into Bayesian models for data streams	Mar 13, 2020	Time SeriesTime Series Analysis	CodeCode Available	5
A Capsule Network for Traffic Speed Prediction in Complex Road Networks	Jul 23, 2018	Time SeriesTime Series Analysis	CodeCode Available	5
An Exact and Robust Conformal Inference Method for Counterfactual and Synthetic Controls	Dec 25, 2017	Causal InferenceConformal Prediction	CodeCode Available	5
Time Series Data Cleaning: From Anomaly Detection to Anomaly Repairing	Jun 10, 2017	Anomaly Detectionparameter estimation	CodeCode Available	5
Block-Structure Based Time-Series Models For Graph Sequences	Apr 24, 2018	Community DetectionTime Series	CodeCode Available	5
Block Hankel Tensor ARIMA for Multiple Short Time Series Forecasting	Feb 25, 2020	Time SeriesTime Series Analysis	CodeCode Available	5
Anomaly Detection for Industrial Control Systems Using Sequence-to-Sequence Neural Networks	Nov 12, 2019	Anomaly DetectionTime 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
Discovering physical concepts with neural networks	Jul 26, 2018	Representation Learningscientific discovery	CodeCode Available	5
BLEND: Behavior-guided Neural Population Dynamics Modeling via Privileged Knowledge Distillation	Oct 2, 2024	Knowledge DistillationTime Series Analysis	CodeCode Available	5
Discovering Subdimensional Motifs of Different Lengths in Large-Scale Multivariate Time Series	Nov 20, 2019	Time SeriesTime Series Analysis	CodeCode Available	5

Show:10 25 50

← PrevPage 76 of 270Next →

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