Language Identification of Short Text Segments with N-gram Models. - Tommi Vatanen; Jaakko J. Väyrynen; Sami Virpioja (LREC, 2010)

Semi-supervised detection of collective anomalies with an application in high energy particle physics. - Tommi Vatanen; Mikael Kuusela; Eric Malmi; Tapani Raiko; Timo Aaltonen; Yoshikazu Nagai (IJCNN, 2012)

Paths of Wellbeing on Self-Organizing Maps. - Krista Lagus; Tommi Vatanen; Oili Kettunen; Antti Heikkilä; Matti Heikkilä; Mika Pantzar; Timo Honkela (WSOM, 2012)

Controlling Self-Organization and Handling Missing Values in SOM and GTM. - Tommi Vatanen; Ilari T. Nieminen; Timo Honkela; Tapani Raiko; Krista Lagus (WSOM, 2012)

Pushing Stochastic Gradient towards Second-Order Methods – Backpropagation Learning with Transformations in Nonlinearities - Tommi Vatanen; Tapani Raiko; Harri Valpola; Yann LeCun (ICLR (Workshop Poster), 2013)

Self-organization and missing values in SOM and GTM. - Tommi Vatanen; Maria Osmala; Tapani Raiko; Krista Lagus; Marko Sysi-Aho; Matej Oresic; Timo Honkela; Harri Lähdesmäki (Neurocomputing, 2015)