Abstract:Spectral analysis of signals is a core component of modern information techniques. The rapid developments of radar detection and wireless communications have advanced its research from fast Fourier transform (FFT) in the 1960s to subspace methods emerging in the 1970s, and then to sparse and compressed sensing methods of this century. In this talk, we revisit the Carathéodory-Fejér Th...
AbstractModels across different application domains are exploding in size. This disproportionate increase in model sizes will quickly obstruct the sustainability of deep learning. From my personal view, functional clustering, a model derived to classify a population of variables into distinct modules, can serve as an alternative tool to compress and optimize large multimodal models in any size....