Search Results for author: Michael Stephanou

Found 3 papers, 2 papers with code

Permutation invariant Gaussian matrix models for financial correlation matrices

no code implementations7 Jun 2023 George Barnes, Sanjaye Ramgoolam, Michael Stephanou

For this case, we construct the general permutation invariant Gaussian matrix model, which has 4 parameters characterised using the representation theory of symmetric groups.

Anomaly Detection

Sequential estimation of Spearman rank correlation using Hermite series estimators

2 code implementations11 Dec 2020 Michael Stephanou, Melvin Varughese

To treat the non-stationary setting, we introduce a novel, exponentially weighted estimator for the Spearman rank correlation, which allows the local nonparametric correlation of a bivariate data stream to be tracked.

Clustering Data Summarization +2

Sequential Quantiles via Hermite Series Density Estimation

1 code implementation17 Jul 2015 Michael Stephanou, Melvin Varughese, Iain Macdonald

These algorithms go beyond existing sequential quantile estimation algorithms in that they allow arbitrary quantiles (as opposed to pre-specified quantiles) to be estimated at any point in time.

Data Summarization Sequential Distribution Function Estimation +1

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