no code implementations • 15 Aug 2024 • Robert Simon Fong, Boyu Li, Peter Tiňo
For linear reservoirs, given the reservoir size, the reservoir construction has only one degree of freedom -- the reservoir cycle weight.
1 code implementation • Scientific Reports 2024 • Michael C. Burkhart, Liz Y. Lee, Delshad Vaghari, An Qi Toh, Eddie Chong, Christopher Chen, Peter Tiňo, Zoe Kourtzi
In contrast to supervised classification approaches that require labeled data, we propose an unsupervised multimodal trajectory modeling (MTM) approach based on a mixture of state space models that captures changes in longitudinal data (i. e., trajectories) and stratifies individuals without using clinical diagnosis for model training.
no code implementations • 21 Aug 2023 • Boyu Li, Robert Simon Fong, Peter Tiňo
Reservoir computation models form a subclass of recurrent neural networks with fixed non-trainable input and dynamic coupling weights.
no code implementations • 28 Dec 2020 • Yu Zhang, Peter Tiňo, Aleš Leonardis, Ke Tang
Along with the great success of deep neural networks, there is also growing concern about their black-box nature.
no code implementations • 21 Jan 2016 • Nikolaos Gianniotis, Sven D. Kügler, Peter Tiňo, Kai L. Polsterer
We present an approach for the visualisation of a set of time series that combines an echo state network with an autoencoder.