96 citations · 328 across the 30 of their papers we have counts for
5 papers · 1 filter
Model-independent inference on compact-binary observations
Ilya Mandel, Will M. Farr, Andrea Colonna +3
The recent advanced LIGO detections of gravitational waves from merging binary black holes enhance the prospect of exploring binary evolution via gravitational-wave observations of…
A Classification Framework for Partially Observed Dynamical Systems
Yuan Shen, Peter Tino, Krasimira Tsaneva-Atanasova
We present a general framework for classifying partially observed dynamical systems based on the idea of learning in the model space. In contrast to the existing approaches using m…
Probabilistic classifiers with low rank indefinite kernels
Frank-Michael Schleif, Andrej Gisbrecht, Peter Tino
Indefinite similarity measures can be frequently found in bio-informatics by means of alignment scores, but are also common in other fields like shape measures in image retrieval.…
Model-Coupled Autoencoder for Time Series Visualisation
Nikolaos Gianniotis, Sven D. Kügler, Peter Tiňo +1
We present an approach for the visualisation of a set of time series that combines an echo state network with an autoencoder. For each time series in the dataset we train an echo s…
Non-Parametric Causality Detection: An Application to Social Media and Financial Data
Fani Tsapeli, Mirco Musolesi, Peter Tino
According to behavioral finance, stock market returns are influenced by emotional, social and psychological factors. Several recent works support this theory by providing evidence…