Juho Rousu
Tietotekniikan laitos

Juho Rousu

Professori

Yhteystiedot

Postiosoite
Aalto SCI Computer Science Konemiehentie 2
Mobile phone
+358504151702
Full researcher profile
https://research.aalto.fi/...

Kuvaus

I am interested in developing principled machine learning methods, models and tools for computational and data science. My methods toolbox is primarily built on regularised learning, kernels and sparsity, as well as efficient convex/non-convex optimisation methods. My favourite topics include learning with multiple and structured targets, multiple views and ensembles. Applications of interest include metabolomics, biomedicine, pharmacology and synthetic biology.

Osaamisalueet

Algorithms Metabolomics Graph and network data Structured prediction Kernel methods Machine learning

Palkinnot

Sijoittuminen kilpailussa tai osallistuminen kutsukilpailuun
Tietotekniikan laitos
May 2016

Winner in Critical Assesment of Metabolite Identification (CASMI) contest 2016 Our team "Team Brouard" won the Category 2: Best Automatic Structural Identification - In Silico Fragmentation Only in Critical Assesment of Metabolite Identification (CASMI) contest 2016

Sijoittuminen kilpailussa tai osallistuminen kutsukilpailuun
Tietotekniikan laitos
May 2016

Second place in Critical Assesment of Metabolite Identification (CASMI) contest 2016 Our team "Team Duehrkop" came second in the Category 2: Best Automatic Structural Identification - In Silico Fragmentation Only in Critical Assesment of Metabolite Identification (CASMI) contest 2016

Sijoittuminen kilpailussa tai osallistuminen kutsukilpailuun
Tietotekniikan laitos
Jan 2017

Semi-Finalist in Helsinki Challenge competition Metabold team with UEF

Palkinto tai huomionosoitus tuotoksesta
Tietotekniikan laitos
Jan 2010

Best paper award, International Conference on Bioinformatics Models, Methods and Algorithms, Valencia, Spain Best paper: Intern. Conf<br/>Bioinformatics Models, Methods, Algorithms, Valencia, 2010.

Palkinto tai huomionosoitus tuotoksesta
Professorship Rousu J.
May 2018

PhD thesis award Award for the Best Finnish bioinformatics Ph.D. thesis done in 2016-2017

Tutkimusryhmät

Professorship Rousu J., Professori
Helsinki Institute for Information Technology HIIT, Professori

Julkaisut

Professorship Rousu J., Helsinki Institute for Information Technology HIIT, Tietotekniikan laitos
Publishing year: 2019 METABOLITES
Helsinki Institute for Information Technology HIIT, Professorship Rousu J., Tietotekniikan laitos
Publishing year: 2019 Nature Methods
Molekylaarinen systeemi-immunologia ja fysiologia, Symmys, Professorship Lähdesmäki H., Tietotekniikan laitos, Finnish Center for Artificial Intelligence, Probabilistic Machine Learning, Helsinki Institute for Information Technology HIIT, Professorship Kaski S., Laskennallinen päättely COIN, Professorship Rousu J.
Publishing year: 2019 Bioinformatics
Helsinki Institute for Information Technology HIIT, Professorship Rousu J., Tietotekniikan laitos, Laskennallinen päättely COIN
Publishing year: 2019 36th International Conference on Machine Learning, ICML 2019
Professorship Rousu J., Helsinki Institute for Information Technology HIIT, Tietotekniikan laitos
Publishing year: 2018 Bioinformatics
Helsinki Institute for Information Technology HIIT, Tietotekniikan laitos, Professorship Rousu J.
Publishing year: 2018 Methods in Molecular Biology
Helsinki Institute for Information Technology HIIT, Tietotekniikan laitos, Professorship Rousu J.
Publishing year: 2018 Bioinformatics
Tietotekniikan laitos, Professorship Rousu J., Helsinki Institute for Information Technology HIIT, Professorship Lähdesmäki H., Molekylaarinen systeemi-immunologia ja fysiologia, Symmys
Publishing year: 2018 Bioinformatics
Professorship Rousu J., Helsinki Institute for Information Technology HIIT, Tietotekniikan laitos, School services, SCI
Publishing year: 2018 2018 IEEE International Conference on Data Mining, ICDM 2018
HIIT/Tietotekniikan tutkimus, Tietotekniikan laitos, Laskennallinen päättely COIN, Professorship Kaski S., Helsinki Institute for Information Technology HIIT, Probabilistic Machine Learning, Professorship Rousu J.
Publishing year: 2017 Machine Learning