John Y Goulermas

Time Series Kernels based on Nonlinear Vector AutoRegressive Delay Embeddings

Kernel design is a pivotal but challenging aspect of time series analysis, especially in the context of small datasets. In recent years, Reservoir Computing (RC) has emerged as a powerful tool to compare time series based on the underlying dynamics of the generating process rather than the observed…