Tomi Peltola

Publication Activity (10 Years)

Years Active: 2014-2020
Publications (10 Years): 21

Top Topics

Probabilistic Formulation

Expectation Propagation

Knowledge Elicitation

Top Venues

Publications

Homayun Afrabandpey, Tomi Peltola, Juho Piironen, Aki Vehtari, Samuel Kaski
A decision-theoretic approach for model interpretability in Bayesian framework. Mach. Learn. 109 (9-10) (2020)
Homayun Afrabandpey, Tomi Peltola, Samuel Kaski
Human-in-the-loop Active Covariance Learning for Improving Prediction in Small Data Sets. CoRR (2019)
Tomi Peltola, Jussi Jokinen, Samuel Kaski
Probabilistic Formulation of the Take The Best Heuristic. CoRR (2019)
Mustafa Mert Çelikok, Tomi Peltola, Pedram Daee, Samuel Kaski
Interactive AI with a Theory of Mind. CoRR (2019)
Tomi Peltola, Mustafa Mert Çelikok, Pedram Daee, Samuel Kaski
Machine Teaching of Active Sequential Learners. NeurIPS (2019)
Homayun Afrabandpey, Tomi Peltola, Juho Piironen, Aki Vehtari, Samuel Kaski
Making Bayesian Predictive Models Interpretable: A Decision Theoretic Approach. CoRR (2019)
Homayun Afrabandpey, Tomi Peltola, Samuel Kaski
Human-in-the-loop Active Covariance Learning for Improving Prediction in Small Data Sets. IJCAI (2019)
Pedram Daee, Tomi Peltola, Aki Vehtari, Samuel Kaski
User Modelling for Avoiding Overfitting in Interactive Knowledge Elicitation for Prediction. IUI (2018)
Tomi Peltola
Local Interpretable Model-agnostic Explanations of Bayesian Predictive Models via Kullback-Leibler Projections. CoRR (2018)
Tomi Peltola, Jussi Jokinen, Samuel Kaski
Probabilistic Formulation of the Take The Best Heuristic. CogSci (2018)
Tomi Peltola, Mustafa Mert Çelikok, Pedram Daee, Samuel Kaski
Modelling User's Theory of AI's Mind in Interactive Intelligent Systems. CoRR (2018)
Iiris Sundin, Tomi Peltola, Luana Micallef, Homayun Afrabandpey, Marta Soare, Muntasir Mamun Majumder, Pedram Daee, Chen He, Baris Serim, Aki S. Havulinna, Caroline Heckman, Giulio Jacucci, Pekka Marttinen, Samuel Kaski
Improving genomics-based predictions for precision medicine through active elicitation of expert knowledge. Bioinform. 34 (13) (2018)
Pedram Daee, Tomi Peltola, Marta Soare, Samuel Kaski
Probabilistic Expert Knowledge Elicitation of Feature Relevances in Sparse Linear Regression. IAL@PKDD/ECML (2017)
Iiris Sundin, Tomi Peltola, Muntasir Mamun Majumder, Pedram Daee, Marta Soare, Homayun Afrabandpey, Caroline Heckman, Samuel Kaski, Pekka Marttinen
Improving drug sensitivity predictions in precision medicine through active expert knowledge elicitation. CoRR (2017)
Pedram Daee, Tomi Peltola, Marta Soare, Samuel Kaski
Knowledge elicitation via sequential probabilistic inference for high-dimensional prediction. Mach. Learn. 106 (9-10) (2017)
Luana Micallef, Iiris Sundin, Pekka Marttinen, Muhammad Ammad-ud-din, Tomi Peltola, Marta Soare, Giulio Jacucci, Samuel Kaski
Interactive Elicitation of Knowledge on Feature Relevance Improves Predictions in Small Data Sets. IUI (2017)
Homayun Afrabandpey, Tomi Peltola, Samuel Kaski
Interactive Prior Elicitation of Feature Similarities for Small Sample Size Prediction. UMAP (2017)
Pedram Daee, Tomi Peltola, Aki Vehtari, Samuel Kaski
User Modelling for Avoiding Overfitting in Interactive Knowledge Elicitation for Prediction. CoRR (2017)
Pedram Daee, Tomi Peltola, Marta Soare, Samuel Kaski
Knowledge Elicitation via Sequential Probabilistic Inference for High-Dimensional Prediction. CoRR (2016)
Homayun Afrabandpey, Tomi Peltola, Samuel Kaski
Interactive Prior Elicitation of Features Similarities for Small Sample Size Prediction. CoRR (2016)
Luana Micallef, Iiris Sundin, Pekka Marttinen, Muhammad Ammad-ud-din, Tomi Peltola, Marta Soare, Giulio Jacucci, Samuel Kaski
Interactive Elicitation of Knowledge on Feature Relevance Improves Predictions in Small Data Sets. CoRR (2016)
Tomi Peltola, Aki S. Havulinna, Veikko Salomaa, Aki Vehtari
Hierarchical Bayesian Survival Analysis and Projective Covariate Selection in Cardiovascular Event Risk Prediction. BMA@UAI (2014)
Tomi Peltola, Pasi Jylänki, Aki Vehtari
Expectation Propagation for Likelihoods Depending on an Inner Product of Two Multivariate Random Variables. AISTATS (2014)