InfoWorld11d
3 forecasts about time-series forecasting
Pre-trained foundation models are making time-series forecasting more accessible and available, unlocking its benefits for ...
EurekAlert!3d
ISM: Intra-class similarity mixing for time series augmentation
This paper aims to improve the feature diversity of training samples while expanding the data scale by mixing the locally ...
Science Daily6h
Synchronization in neural nets: Mathematical insight into neuron readout drives significant improvements in prediction accuracy
Researchers applied the mathematical theory of synchronization to clarify how recurrent neural networks (RNNs) generate predictions, revealing a certain map, based on the generalized synchronization, ...
Ärzteblatt4mon
Interrupted time series for assessing the causality of intervention effects
7. Turner SL, Karahalios A, Forbes AB, et al.: Design characteristics and statistical methods used in interrupted time series studies evaluating public health interventions: a review. J Clin Epide ...
Armed robbery in Revesby3d
ISM: Intra-Class Similarity Enhances Time Series
Time series augmentation possessing the dual strategy is essential in successfully applying deep models in time series classification. Mainly, it ...