Pensar, Johan; Nyman, Henrik; Corander, Jukka Structure learning of contextual Markov networks using marginal pseudo-likelihood. (English) Zbl 1422.62190 Scand. J. Stat. 44, No. 2, 455-479 (2017). MSC: 62H12 62M05 PDFBibTeX XMLCite \textit{J. Pensar} et al., Scand. J. Stat. 44, No. 2, 455--479 (2017; Zbl 1422.62190) Full Text: DOI arXiv
Janhunen, Tomi; Gebser, Martin; Rintanen, Jussi; Nyman, Henrik; Pensar, Johan; Corander, Jukka Learning discrete decomposable graphical models via constraint optimization. (English) Zbl 1505.62200 Stat. Comput. 27, No. 1, 115-130 (2017). MSC: 62-08 62H22 62H17 68N17 68T20 PDFBibTeX XMLCite \textit{T. Janhunen} et al., Stat. Comput. 27, No. 1, 115--130 (2017; Zbl 1505.62200) Full Text: DOI Link
Nyman, Henrik; Pensar, Johan; Corander, Jukka Context-specific and local independence in Markovian dependence structures. (English) Zbl 1429.62181 Abramsky, Samson (ed.) et al., Dependence logic. Theory and applications. Selected papers based on the presentations at the Dagstuhl seminar on ‘Dependence logic: theory and applications’, Wadern, Germany, February 2013. Basel: Birkhäuser/Springer. 219-234 (2016). MSC: 62H10 62H05 68T05 PDFBibTeX XMLCite \textit{H. Nyman} et al., in: Dependence logic. Theory and applications. Selected papers based on the presentations at the Dagstuhl seminar on `Dependence logic: theory and applications', Wadern, Germany, February 2013. Basel: Birkhäuser/Springer. 219--234 (2016; Zbl 1429.62181) Full Text: DOI
Nyman, Henrik; Pensar, Johan; Koski, Timo; Corander, Jukka Context-specific independence in graphical log-linear models. (English) Zbl 1348.65036 Comput. Stat. 31, No. 4, 1493-1512 (2016). MSC: 62-08 62H17 62A09 PDFBibTeX XMLCite \textit{H. Nyman} et al., Comput. Stat. 31, No. 4, 1493--1512 (2016; Zbl 1348.65036) Full Text: DOI arXiv
Pensar, Johan; Nyman, Henrik; Lintusaari, Jarno; Corander, Jukka The role of local partial independence in learning of Bayesian networks. (English) Zbl 1344.68192 Int. J. Approx. Reasoning 69, 91-105 (2016). MSC: 68T05 PDFBibTeX XMLCite \textit{J. Pensar} et al., Int. J. Approx. Reasoning 69, 91--105 (2016; Zbl 1344.68192) Full Text: DOI
Nyman, Henrik; Pensar, Johan; Koski, Timo; Corander, Jukka Stratified graphical models – context-specific independence in graphical models. (English) Zbl 1327.62030 Bayesian Anal. 9, No. 4, 883-908 (2014). MSC: 62A09 62F15 60J22 PDFBibTeX XMLCite \textit{H. Nyman} et al., Bayesian Anal. 9, No. 4, 883--908 (2014; Zbl 1327.62030) Full Text: DOI arXiv Euclid