Tommi Vatanen

发表

Missing Value Imputation Using Subspace Methods with Applications on Survey Data

Tommi Vatanen, T. Vatanen, 2012 .

Paths of Wellbeing on Self-Organizing Maps

Timo Honkela, Tommi Vatanen, Krista Lagus, 2012, WSOM.

Fixed-Background EM Algorithm for Semi-Supervised Anomaly Detection

Tapani Raiko, Tommi Vatanen, Eric Malmi, 2011 .

Semi-supervised detection of collective anomalies with an application in high energy particle physics

Tapani Raiko, Tommi Vatanen, Timo Aaltonen, 2012, The 2012 International Joint Conference on Neural Networks (IJCNN).

Language Identification of Short Text Segments with N-gram Models

Tommi Vatanen, Sami Virpioja, Jaakko J. Väyrynen, 2010, LREC.

Structure-Based Function Prediction using Graph Convolutional Networks

Tommi Vatanen, Kyunghyun Cho, Julia Koehler Leman, 2019, bioRxiv.

Neural Information Processing (ICONIP 2013)

Tapani Raiko, Harri Valpola, Yann LeCun, 2013 .

Semi-supervised anomaly detection – towards model-independent searches of new physics

Tapani Raiko, Tommi Vatanen, Timo Aaltonen, 2011, 1112.3329.

Analyzing authors and articles using keyword extraction, self-organizing map and graph algorithms

Timo Honkela, Tommi Vatanen, Ilari T. Nieminen, 2008 .

Self-organization and missing values in SOM and GTM

Matej Oresic, Tapani Raiko, Timo Honkela, 2015, Neurocomputing.

Controlling Self-Organization and Handling Missing Values in SOM and GTM

Tapani Raiko, Timo Honkela, Tommi Vatanen, 2012, WSOM.

The 2012 International Joint Conference on Neural Networks (IJCNN), Brisbane, Australia, June 10- 15, 2012

Tapani Raiko, Tommi Vatanen, Eric Malmi, 2012 .

Pushing Stochastic Gradient towards Second-Order Methods -- Backpropagation Learning with Transformations in Nonlinearities

Tapani Raiko, Harri Valpola, Yann LeCun, 2013, ICLR.

An additive Gaussian process regression model for interpretable non-parametric analysis of longitudinal data

Aki Vehtari, Tommi Vatanen, Riitta Lahesmaa, 2019, Nature Communications.

LonGP: an additive Gaussian process regression model for longitudinal study designs

Aki Vehtari, Tommi Vatanen, Riitta Lahesmaa, 2018, bioRxiv.

The dynamics of the human infant gut microbiome in development and in progression toward type 1 diabetes.

Tommi Vatanen, Harri Lähdesmäki, Jorma Ilonen, 2015, Cell host & microbe.

Natural history of the infant gut microbiome and impact of antibiotic treatment on bacterial strain diversity and stability

Eric S. Lander, Tommi Vatanen, Curtis Huttenhower, 2015, Science Translational Medicine.

High-throughput automated microfluidic sample preparation for accurate microbial genomics

Tommi Vatanen, Paul C Blainey, Slava Epstein, 2017, Nature Communications.

Variation in Microbiome LPS Immunogenicity Contributes to Autoimmunity in Humans

Tommi Vatanen, Raivo Kolde, Harri Lähdesmäki, 2016, Cell.

Population-based metagenomics analysis reveals markers for gut microbiome composition and diversity

Morris A. Swertz, Jingyuan Fu, Yurii S. Aulchenko, 2016, Science.

Learning to translate

Mikko Kurimo, Timo Honkela, Tommi Vatanen, 2008 .