Litcius/Paper detail

MBGAN: An improved generative adversarial network with multi-head self-attention and bidirectional RNN for time series imputation

Qingjian Ni, Xuehan Cao

2022Engineering Applications of Artificial Intelligence63 citationsDOI

Topics & Concepts

Computer scienceRecurrent neural networkMissing dataTime seriesImputation (statistics)Artificial intelligenceDiscriminatorGenerative modelMultivariate statisticsInterpolation (computer graphics)Machine learningData miningRaw dataPattern recognition (psychology)Artificial neural networkGenerative grammarProgramming languageMotion (physics)DetectorTelecommunicationsTime Series Analysis and ForecastingAnomaly Detection Techniques and ApplicationsMachine Learning in Healthcare