专题:Time Series Analysis and Forecasting

This cluster of papers focuses on the clustering, classification, and analysis of time series data. It covers various algorithms and techniques such as dynamic time warping, feature extraction, deep learning, symbolic representation, multivariate classification, similarity measures, dimensionality reduction, and pattern discovery.
最新文献
Semi-supervised cross-domain fault diagnosis via contrastive pre-training and annotation-efficient alignment strategy

article Full Text OpenAlex

Time-Series Stock Price Forecasting Based on Neural Networks: A Comprehensive Survey

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Improving Anomaly Detection in Industrial Time Series: The Role of Segmentation and Heterogeneous Ensemble

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Angel or devil: Discriminating hard samples and anomaly contaminations for unsupervised time series anomaly detection

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Transformers for time-series forecasting: A comprehensive survey through 2024

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A survey of transformer networks for time series forecasting

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Could the Correlation of A Stationary Series With A Non-Stationary Series Obtain Meaningful Outcomes?

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A hybrid DEA–fuzzy clustering approach for accurate reference set identification

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A Survey on Diffusion Models for Time Series and Spatio-Temporal Data

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AF-TAD: Transformer-Based Anomaly Detection for Aircraft Fuel Systems

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近5年高被引文献
Are Transformers Effective for Time Series Forecasting?

article Full Text OpenAlex 2269 FWCI105.5776

A Survey of Ensemble Learning: Concepts, Algorithms, Applications, and Prospects

article Full Text OpenAlex 1045 FWCI133.1205

Transformers in Time Series: A Survey

article Full Text OpenAlex 915 FWCI179.6888

TranAD

article Full Text OpenAlex 737 FWCI93.4324

PyMC: a modern, and comprehensive probabilistic programming framework in Python

article Full Text OpenAlex 718 FWCI90.6612

TS2Vec: Towards Universal Representation of Time Series

article Full Text OpenAlex 604 FWCI70.8579

FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting

preprint Full Text OpenAlex 534 FWCI0

A Time Series is Worth 64 Words: Long-term Forecasting with Transformers

preprint Full Text OpenAlex 533 FWCI0

CFLOW-AD: Real-Time Unsupervised Anomaly Detection with Localization via Conditional Normalizing Flows

article Full Text OpenAlex 510 FWCI50.5236

A comprehensive survey on design and application of autoencoder in deep learning

article Full Text OpenAlex 490 FWCI59.6539