3 papers
cs.HC2026
Towards semantic reconstruction of individual words from fnirs using clip loss
Santiago Posso-Murillo, Nathan Palladino, Ben Pyykkonen +4
Semantic reconstruction maps neural activity to a word-embedding space, recovering the meaning of a perceived word instead of selecting it from a fixed vocabulary. Functional near-…
eess.SP2022
The Functional Wiener Filter
Benjamin Colburn, Luis G. Sanchez Giraldo, Jose C. Principe
This paper presents a close form solution in Reproducing Kernel Hilbert Space (RKHS) for the famed Wiener filter, which we called the functional Wiener filter(FWF). Instead of usin…
cs.LG2012
Measures of Entropy from Data Using Infinitely Divisible Kernels
Luis G. Sanchez Giraldo, Murali Rao, Jose C. Principe
Information theory provides principled ways to analyze different inference and learning problems such as hypothesis testing, clustering, dimensionality reduction, classification, a…