Gemma Garriga
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Gemma Garriga, PhD |
About me
I obtained a PhD on Computer Science in 2006 at the Technical University UPC Barcelona, Spain.
From 2006 to 2010 I was a research scientist at the Helsinki Institute for Information Technology, Finland.
Since 2010 I am research staff member (CR1, tenured) of INRIA, France.
I am on a leave from INRIA since 2013, working in industry.
My LinkedIn profile.
Research
Scalable algorithms of machine learning, graph-based learning methods, privacy and data, AI and its applications. My Google Scholar page.
Selected publications
To see all publications go here
G.C.Garriga, R.Khardon and L.De Raedt. Mining closed patterns in relational, graph and network data. Annals of Mathematics and Artificial Intelligence 2012.
A. Freno, G.C.Garriga and M.Keller. Learning to recommend links using graph structure and node content. Neural Information Processing Systems NIPS Workshop on Choice Models and Preference Learning 2011.
G.C.Garriga, E.Junttila and H.Mannila. Banded structure in binary matrices. Knowledge and Information Systems Journal 2011.
M.Ojala and G.C.Garriga. Permutation Tests for Studying Classifier Performance. Journal of Machine Learning Research 2010.
S.Hanhijärvi, K.Puolamäki and G.C.Garriga. Multiple hypothesis testing in pattern discovery. arXiv:0906.5263v1 stat.ML. 2009.
G.C.Garriga, P.Kralj and N.Lavrac. Closed Sets for Labeled Data. Journal of Machine Learning Research 2008.
T.Gärtner and G.C.Garriga. The cost of learning directed cuts. 18th European Conference on Machine Learning 2007.