Christian Klötergens
PulseAugur coverage of Christian Klötergens — every cluster mentioning Christian Klötergens across labs, papers, and developer communities, ranked by signal.
2 天有情绪数据
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New Copula Model Advances Irregular Time Series Forecasting
Researchers have developed CopFITi, a novel copula model designed for probabilistic forecasting of irregular multivariate time series. This model integrates normalizing flows for individual time series with a Gaussian M…
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New frameworks and benchmarks advance time series forecasting and risk assessment
Researchers have developed a new framework called Parametric Prior Mapping (PPM) to improve probabilistic time series forecasting, particularly for non-stationary data. PPM integrates parametric structural priors into a…
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CircuITS model advances irregular time series forecasting with probabilistic circuits
Researchers have introduced CircuITS, a new architecture for forecasting irregular multivariate time series that utilizes probabilistic circuits. This approach aims to improve the accuracy of uncertainty quantification …