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Dual-channel transformer: Integrating independence and dependence for time series forecasting

Zhigen Huang, Fan Zhang, Yepeng Liu

2025Expert Systems with Applications5 citationsDOI

Topics & Concepts

Computer scienceRobustness (evolution)Artificial intelligenceTime seriesEncoderMachine learningMean squared errorIndependence (probability theory)Data miningGeneralizationSeries (stratigraphy)Temporal databaseGranularityRepresentation (politics)Multivariate statisticsPattern recognition (psychology)InferenceSpatial analysisConvolution (computer science)UnificationTask (project management)Complementarity (molecular biology)ReuseData modelingTransformerMetric (unit)Deep learningSensor fusionTemporal difference learningMean squared prediction errorRegressionBaseline (sea)Time Series Analysis and ForecastingTraffic Prediction and Management TechniquesStock Market Forecasting Methods
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