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 6451–6475 of 6748 papers

TitleStatusHype
Ranking election issues through the lens of social media—0
Storylines for structuring massive streams of news—0
Impact of non-stationarity on estimating and modeling empirical copulas of daily stock returnsCode0
Joint community and anomaly tracking in dynamic networks—0
GEFCOM 2014 - Probabilistic Electricity Price Forecasting—0
Nonparametric Bayesian Double Articulation Analyzer for Direct Language Acquisition from Continuous Speech Signals—0
A Novel Method for Stock Forecasting based on Fuzzy Time Series Combined with the Longest Common/Repeated Sub-sequence—0
Optimal model-free prediction from multivariate time series—0
Time Series Classification using the Hidden-Unit Logistic Model—0
Robust Structured Low-Rank Approximation on the Grassmannian—0
An Ensemble method for Content Selection for Data-to-text Systems—0
Empirical Studies on Symbolic Aggregation Approximation Under Statistical Perspectives for Knowledge Discovery in Time Series—0
backShift: Learning causal cyclic graphs from unknown shift interventionsCode0
Data-Driven Learning of the Number of States in Multi-State Autoregressive Models—0
Optimal change point detection in Gaussian processes—0
Toward a generic representation of random variables for machine learning—0
Efficient combination of pairswise feature networks—0
A Critical Review of Recurrent Neural Networks for Sequence LearningCode0
Sufficient Forecasting Using Factor Models—0
Approximate Joint Diagonalization and Geometric Mean of Symmetric Positive Definite Matrices—0
Times series averaging from a probabilistic interpretation of time-elastic kernel—0
Affine and Regional Dynamic Time Warpng—0
Regulating Greed Over Time in Multi-Armed BanditsCode0
Long-range memory and multifractality in gold markets—0
Multifractal characterization of gold market: a multifractal detrended fluctuation analysis—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