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Learning Image Relations with Contrast Association Networks


May 16, 2017
Yao Lu, Zhirong Yang, Juho Kannala, Samuel Kaski


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Improving drug sensitivity predictions in precision medicine through active expert knowledge elicitation


May 09, 2017
Iiris Sundin, Tomi Peltola, Muntasir Mamun Majumder, Pedram Daee, Marta Soare, Homayun Afrabandpey, Caroline Heckman, Samuel Kaski, Pekka Marttinen

* 24 pages, 3 figures 

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Likelihood-free inference via classification


Mar 03, 2017
Michael U. Gutmann, Ritabrata Dutta, Samuel Kaski, Jukka Corander

* Accepted for publication in Statistics and Computing (Feb 13, 2017) 

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Interactive Prior Elicitation of Feature Similarities for Small Sample Size Prediction


Feb 28, 2017
Homayun Afrabandpey, Tomi Peltola, Samuel Kaski


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Interpreting Outliers: Localized Logistic Regression for Density Ratio Estimation


Feb 21, 2017
Makoto Yamada, Song Liu, Samuel Kaski


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Regression with n$\to$1 by Expert Knowledge Elicitation


Feb 07, 2017
Marta Soare, Muhammad Ammad-ud-din, Samuel Kaski

* In Proceedings of the 15th IEEE International Conference on Machine Learning and Applications (IEEE ICMLA'16) 

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Interactive Elicitation of Knowledge on Feature Relevance Improves Predictions in Small Data Sets


Jan 16, 2017
Luana Micallef, Iiris Sundin, Pekka Marttinen, Muhammad Ammad-ud-din, Tomi Peltola, Marta Soare, Giulio Jacucci, Samuel Kaski

* in Proceedings of the 22nd International Conference on Intelligent User Interfaces (IUI 2017) 

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Inferring Cognitive Models from Data using Approximate Bayesian Computation


Jan 13, 2017
Antti Kangasrääsiö, Kumaripaba Athukorala, Andrew Howes, Jukka Corander, Samuel Kaski, Antti Oulasvirta

* To appear in CHI'2017 

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Localized Lasso for High-Dimensional Regression


Oct 14, 2016
Makoto Yamada, Koh Takeuchi, Tomoharu Iwata, John Shawe-Taylor, Samuel Kaski


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Bayesian multi-tensor factorization


Oct 12, 2016
Suleiman A. Khan, Eemeli Leppäaho, Samuel Kaski

* Machine Learning, 105(2), 233-253, 2016 
* R Implementation / source code: http://research.cs.aalto.fi/pml/software/mtf/ 

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