- Kostic Aleksandar D., Gevers Dirk, Siljander Heli, Vatanen Tommi, Hyötyläinen Tuulia, Hämäläinen Anu-Maaria, Peet Aleksandr, Tillmann Vallo, Poho Päivi, Mattila Ismo, Lähdesmäki Harri, Franzosa Eric A., Vaarala Outi, de Goffay Marcus, Harmsen Hermie, Ilonen Jorma, Virtanen Suvi M., Clish Clary B., Oresic Matej, Huttenhower Curtis, Knip Mikael, Xavier Ramnik J.. The Dynamics of the Human Infant Gut Microbiome in Development and in Progression toward Type 1 Diabetes. Cell Host & Microbe, 17(2):260-273, 2015. [More info] [BibTeX]
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chm2015,
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- Vatanen Tommi, Osmala Maria, Raiko Tapani, Lagus Krista, Sysi-Aho Marko, Oresic Matej, Honkela Timo, Lähdesmäki Harri. Self-organization and missing values in SOM and GTM. Neurocomputing, 147(1):60-70, 2015. [More info] [BibTeX]
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neurocomputing2015,
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- Lagus Krista, Vatanen Tommi, Kettunen Oili, Heikkilä Antti, Heikkilä Matti, Pantzar Mika, Honkela Timo. Paths of Wellbeing on Self-Organizing Maps. In Advances in Self-Organizing Maps, pages 345-352, 2013. [BibTeX]
@inproceedings{
lagus2012,
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- Vatanen Tommi, Nieminen Ilari T., Honkela Timo, Raiko Tapani, Lagus Krista. Controlling Self-Organization and Handling Missing Values in SOM and GTM. In Advances in Self-Organizing Maps, pages 55-64, 2013. [BibTeX]
@inproceedings{
wsom2012,
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- Vatanen Tommi, Raiko Tapani, Valpola Harri, LeCun Yann. Pushing Stochastic Gradient towards Second-Order Methods - Backpropagation Learning with Transformations in Nonlinearities. In Neural Information Processing , volume 8226 of Lecture Notes in Computer Science, pages 442-449, 2013. [BibTeX]
@inproceedings{
Vatanen13ICONIP,
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- Vatanen Tommi, Raiko Tapani, Valpola Harri, LeCun Yann. Pushing Stochastic Gradient towards Second-Order Methods - Backpropagation Learning with Transformations in Nonlinearities. 2013. [BibTeX]
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Vatanen13ICLR,
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- Vatanen Tommi, Heikkilä Matti, Honkela Timo, Kettunen Oili, Lagus Krista, Pantzar Mika. Kuntotiedot kartalle - erilaiset hyvä- ja huonokuntoisten ryhmät näkyviin. Liikunta & Tiede, 49(2-3):48-53, 2012. [BibTeX]
@article{
liikuntajatiede,
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title = {Kuntotiedot kartalle - erilaiset hyv\"{a}- ja huonokuntoisten ryhm\"{a}t n\"{a}kyviin},
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- Vatanen Tommi, Kuusela Mikael, Malmi Eric, Raiko Tapani, Aaltonen Timo, Nagai Yoshikazu. Semi-Supervised Detection of Collective Anomalies with an Application in High Energy Particle Physics. In IJCNN 2012, International Joint Conference on Neural Networks, pages 1-8, 2012. [BibTeX]
@inproceedings{
vatanen2012b,
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- Vatanen Tommi. Missing Value Imputation Using Subspace Methods with Applications on Survey Data. 2012. [BibTeX]
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vatanen2012a,
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- Kuusela Mikael, Malmi Eric, Orava Risto, Vatanen Tommi. Soft Classification of Diffractive Interactions at the LHC. AIP Conference Proceedings, 1350(1):111-114, 2011. [Pdf] [BibTeX]
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Kuusela2010c,
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author = "Kuusela, Mikael and Malmi, Eric and Orava, Risto and Vatanen, Tommi",
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- Vatanen Tommi, Kuusela Mikael, Malmi Eric, Raiko Tapani, Aaltonen Timo, Nagai Yoshikazu. Fixed-Background EM Algorithm for Semi-Supervised Anomaly Detection. Report Aalto University School of Science, 2011. Pdf] [BibTeX]
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Vatanen2011a,
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- Kuusela Mikael, Malmi Eric, Orava Risto, Vatanen Tommi. Soft Classification of Diffractive Interactions at the LHC. In Proceedings of Diffraction 2010, 2010. American Institute of Physics [Pdf] [BibTeX]
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Kuusela10,
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- Kuusela Mikeal, Malmi Eric, Vatanen Tommi, Orava Risto, Aaltonen Timo, Nagai Yoshikazu. Detection of New Physics Using Density Estimation Based Anomaly Search. 2010. [More info] [BibTeX]
@misc{
cdfnote,
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- Vatanen Tommi, Kuusela Mikael, Malmi Eric, Orava Risto. Anomaly Search with Density Estimation and EM algorithm. 2010. [BibTeX]
@misc{
Vatanen2010a,
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- Vatanen Tommi, Väyrynen Jaakko J., Virpioja Sami. Language identification of short text segments with n-gram models. In Proceedings of the Seventh conference on International Language Resources and Evaluation , pages 3423-3430, 2010. European Language Resources Association (ELRA) [Pdf] [BibTeX]
@inproceedings{
Vatanen10LREC,
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opteditor = "Nicoletta Calzolari (Conference Chair) and Khalid Choukri and Bente Maegaard and Joseph Mariani and Jan Odijk and Stelios Piperidis"
}
