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
FedCSIS 2025 knowledgepit.ai Competition: Predicting Chess Puzzle Difficulty Part 2 & A Step Toward Uncertainty Contests

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A Survey on Graph Neural Networks for Time Series: Forecasting, Classification, Imputation, and Anomaly Detection

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Feature selection with annealing for forecasting financial time series

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Rethinking real-time risk prediction from multi-step time series forecasting on highway car-following scenarios

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Improved similarity analysis of industrial alarm flood sequences by considering alarm correlations

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Brant-X: A Unified Physiological Signal Alignment Framework

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Classification and identification of extreme wind events by CNNs based on Shapelets and improved GASF-GADF

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Prototype-oriented hypergraph representation learning for anomaly detection in tabular data

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Enhancing Network Traffic Anomaly Detection: Leveraging Temporal Correlation Index in a Hybrid Framework

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Unsupervised anomaly detection of multivariate time series based on multi-standard fusion

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近5年高被引文献
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting

article Full Text OpenAlex 4749 FWCI486.78081379

Are Transformers Effective for Time Series Forecasting?

article Full Text OpenAlex 1877 FWCI122.30266939

Time-series forecasting with deep learning: a survey

article Full Text OpenAlex 1366 FWCI137.78840618

Autoformer: Decomposition Transformers with Auto-Correlation for\n Long-Term Series Forecasting

preprint Full Text OpenAlex 1304 FWCI115.8460352

Graph Neural Network-Based Anomaly Detection in Multivariate Time Series

article Full Text OpenAlex 970 FWCI84.48497793

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

article Full Text OpenAlex 876 FWCI171.51976658

Transformers in Time Series: A Survey

article Full Text OpenAlex 799 FWCI208.3055559

k-Nearest Neighbour Classifiers - A Tutorial

review Full Text OpenAlex 749 FWCI77.88917348

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

article Full Text OpenAlex 642 FWCI112.13942768

TranAD

article Full Text OpenAlex 612 FWCI119.82887802