Reservoir Computing with Magnetic Thin Films

no code implementations • 29 Jan 2021 • Matthew Dale, David Griffin, Richard F. L. Evans, Sarah Jenkins, Simon O'Keefe, Angelika Sebald, Susan Stepney, Fernando Torre, Martin Trefzer

Inspired by the nonlinear dynamics of neural networks, new unconventional computing hardware has emerged with the potential to exploit natural phenomena and gain efficiency, in a similar manner to biological systems.

Time Series Time Series Analysis

Neural Synthesis of Binaural Audio

no code implementations • ICLR 2021 • Alexander Richard, Dejan Markovic, Israel D. Gebru, Steven Krenn, Gladstone Alexander Butler, Fernando Torre, Yaser Sheikh

We present a neural rendering approach for binaural sound synthesis that can produce realistic and spatially accurate binaural sound in realtime.

Neural Rendering Position

Canonical Time Warping for Alignment of Human Behavior

no code implementations • NeurIPS 2009 • Feng Zhou, Fernando Torre

Alignment of time series is an important problem to solve in many scientific disciplines.

Dynamic Time Warping Time Series +1

Robust Kernel Principal Component Analysis

no code implementations • NeurIPS 2008 • Minh H. Nguyen, Fernando Torre

The feature space is typically induced implicitly by a kernel function, and linear PCA in the feature space is performed via the kernel trick.