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Wisdom of the Contexts: Active Ensemble Learning for Contextual Anomaly Detection



Ece Calikus , Slawomir Nowaczyk , Mohamed-Rafik Bouguelia , Onur Dikmen

* Submitted to IEEE TKDE 

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No Free Lunch But A Cheaper Supper: A General Framework for Streaming Anomaly Detection



Ece Calikus , Slawomir Nowaczyk , Anita Sant'Anna , Onur Dikmen

* Submitted to Expert Systems with Applications 

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Differentially Private Markov Chain Monte Carlo



Mikko A. Heikkilä , Joonas Jälkö , Onur Dikmen , Antti Honkela

* 24 pages, 12 figures 

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Efficient differentially private learning improves drug sensitivity prediction



Antti Honkela , Mrinal Das , Arttu Nieminen , Onur Dikmen , Samuel Kaski

* Biology Direct (2018) 13:1 
* 14 pages + 13 pages supplementary information, 3 + 3 figures 

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Differentially Private Variational Inference for Non-conjugate Models



Joonas Jälkö , Onur Dikmen , Antti Honkela

* 10 pages, 5 figures 

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Learning Mixtures of Ising Models using Pseudolikelihood



Onur Dikmen


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Learning the Information Divergence



Onur Dikmen , Zhirong Yang , Erkki Oja

* 12 pages, 7 figures 

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