Janne Leppä-aho

According to our database, Janne Leppä-aho authored at least 7 papers between 2016 and 2020.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2020

Methods for Learning Directed and Undirected Graphical Models.

Janne Leppä-aho

PhD thesis, 2020

2018

Learning Non-parametric Markov Networks with Mutual Information.

Janne Leppä-aho, Santeri Räisänen, Xiao Yang, Teemu Roos

Proceedings of the International Conference on Probabilistic Graphical Models, 2018

Minimax Optimal Bayes Mixtures for Memoryless Sources over Large Alphabets.

Elias Jääsaari, Janne Leppä-aho, Tomi Silander, Teemu Roos

Proceedings of the Algorithmic Learning Theory, 2018

Quotient Normalized Maximum Likelihood Criterion for Learning Bayesian Network Structures.

Tomi Silander, Janne Leppä-aho, Elias Jääsaari, Teemu Roos

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2018

2017

Learning Gaussian graphical models with fractional marginal pseudo-likelihood.

Janne Leppä-aho, Johan Pensar, Teemu Roos, Jukka Corander

Int. J. Approx. Reason., 2017

2016

On the inconsistency of ℓ₁-penalised sparse precision matrix estimation.

Otte Heinävaara, Janne Leppä-aho, Jukka Corander, Antti Honkela

CoRR, 2016

On the inconsistency of ℓ 1-penalised sparse precision matrix estimation.

Otte Heinävaara, Janne Leppä-aho, Jukka Corander, Antti Honkela

BMC Bioinform., 2016