SOTAVerified

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 AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1051–1060 of 6748 papers

TitleStatusHype
Understanding Different Design Choices in Training Large Time Series Models—0
Energy-Efficient Seizure Detection Suitable for low-power Applications—0
Probabilistic Deep Learning and Transfer Learning for Robust Cryptocurrency Price PredictionCode0
Game of LLMs: Discovering Structural Constructs in Activities using Large Language Models—0
Data Augmentation for Multivariate Time Series Classification: An Experimental Study—0
Evidentially Calibrated Source-Free Time-Series Domain Adaptation with Temporal Imputation—0
Efficient Time Series Processing for Transformers and State-Space Models through Token Merging—0
UnitNorm: Rethinking Normalization for Transformers in Time Series—0
Time-FFM: Towards LM-Empowered Federated Foundation Model for Time Series Forecasting—0
An Active Learning Framework with a Class Balancing Strategy for Time Series Classification—0
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All datasetsPhysioNet Challenge 2012Speech CommandsVentilator Pressure Prediction

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1naive classifierF187.47—Unverified
2GRU-D - APC (n = 1)F127.3—Unverified
3GRU-APC (n = 1)F125.7—Unverified
4GRU-DF122.5—Unverified
5GRUF122.3—Unverified
6GRU-SimpleF122.2—Unverified
7GRU-MeanF122.1—Unverified
#ModelMetricClaimedVerifiedStatus
1SepTr% Test Accuracy98.51—Unverified
2ViT% Test Accuracy98.11—Unverified
3FlexTCN-4% Test Accuracy97.73—Unverified
4MatchboxNet% Test Accuracy97.4—Unverified
5CKCNN (100k)% Test Accuracy95.27—Unverified
6FlexTCN-6% Test Accuracy (Raw Data)91.73—Unverified
#ModelMetricClaimedVerifiedStatus
1ResBiLSTMMAE0.13—Unverified