Search Results for author: Laila Melkas

Found 2 papers, 1 papers with code

Interactive Causal Structure Discovery in Earth System Sciences

1 code implementation1 Jul 2021 Laila Melkas, Rafael Savvides, Suyog Chandramouli, Jarmo Mäkelä, Tuomo Nieminen, Ivan Mammarella, Kai Puolamäki

We present a workflow that is required to take this knowledge into account and to apply CSD algorithms in Earth system sciences.

Gaussian Processes with Differential Privacy

no code implementations1 Jun 2021 Antti Honkela, Laila Melkas

We achieve this by using sparse GP methodology and publishing a private variational approximation on known inducing points.

Gaussian Processes

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