| 2017 | IJCNN | Image pseudo tag generation with Deep Boltzmann machine anc topic-concept similarity map. | Satoru Ishikawa, Jorma Laaksonen, Juha Karhunen |
| 2016 | ACCV | Semi-supervised Domain Adaptation for Weakly Labeled Semantic Video Object Segmentation. | Huiling Wang, Tapani Raiko, Lasse Lensu, Tinghuai Wang, Juha Karhunen |
| 2016 | ICMLA | Android Malware Detection: Building Useful Representations. | Luiza Sayfullina, Emil Eirola, Dmitry Komashinsky, Paolo Palumbo, Juha Karhunen |
| 2016 | IJCNN | Gaussian Process kernels for popular state-space time series models. | Alexander Grigorievskiy, Juha Karhunen |
| 2015 | IJCNN | Stochastic Discriminant Analysis. | Mika Juuti, Francesco Corona, Juha Karhunen |
| 2015 | TrustCom | Efficient Detection of Zero-day Android Malware Using Normalized Bernoulli Naive Bayes. | Luiza Sayfullina, Emil Eirola, Dmitry Komashinsky, Paolo Palumbo, Yoan Mich, Amaury Lendasse, Juha Karhunen |
| 2014 | IJCNN | Variable selection for regression problems using Gaussian mixture models to estimate mutual information. | Emil Eirola, Amaury Lendasse, Juha Karhunen |
| 2013 | ICANN | A Two-Stage Pretraining Algorithm for Deep Boltzmann Machines. | KyungHyun Cho, Tapani Raiko, Alexander Ilin, Juha Karhunen |
| 2012 | ICANN | Gated Boltzmann Machine in Texture Modeling. | Tele Hao, Tapani Raiko, Alexander Ilin, Juha Karhunen |
| 2012 | IJCNN | A generalized canonical correlation analysis based method for blind source separation from related data sets. | Juha Karhunen, Tele Hao, Jarkko Ylipaavalniemi |
| 2011 | IJCNN | Finding dependent and independent components from two related data sets. | Juha Karhunen, Tele Hao |
| 2009 | IJCNN | A gradient-based algorithm competitive with variational Bayesian EM for mixture of Gaussians. | Mikael Kuusela, Tapani Raiko, Antti Honkela, Juha Karhunen |
| 2009 | IDA | Bayesian Robust PCA for Incomplete Data. | Jaakko Luttinen, Alexander Ilin, Juha Karhunen |
| 2007 | ICONIP | Natural Conjugate Gradient in Variational Inference. | Antti Honkela, Matti Tornio, Tapani Raiko, Juha Karhunen |
| 2007 | ICONIP | Principal Component Analysis for Sparse High-Dimensional Data. | Tapani Raiko, Alexander Ilin, Juha Karhunen |
| 2006 | IJCNN | Generalizing Independent Component Analysis for Two Related Data Sets. | Juha Karhunen, Tomas Ukkonen |
| 2005 | UAI | Bayes Blocks: An Implementation of the Variational Bayesian Building Blocks Framework. | Markus Harva, Tapani Raiko, Antti Honkela, Harri Valpola, Juha Karhunen |
| 2002 | ISCAS | Suppression of bit-pulsed jammer signals in DS-CDMA array system using independent component analysis. | Karthikesh Raju, Tapani Ristaniemi, Juha Karhunen, A. Oja |
| 2000 | PIMRC | CDMA delay estimation using fast ICA algorithm. | Razvan Cristescu, Tapani Ristaniemi, Jyrki Joutsensalo, Juha Karhunen |
| 1999 | IJCNN | A comparison of neural ICA algorithms using real-world data. | Xavier Giannakopoulos, Juha Karhunen, Erkki Oja |
| 1999 | IJCNN | Locally linear independent component analysis. | Juha Karhunen, Simona Malaroiu |
| 1997 | ICANN | From Neural Principal Components to Neural Independent Components. | Erkki Oja, Juha Karhunen, Aapo Hyvrinen |
| 1997 | ICANN | A Maximum Likelihood Approach to Nonlinear Blind Source Separation. | Petteri Pajunen, Juha Karhunen |
| 1997 | ICASSP | Applications of neural blind separation to signal and image processing. | Juha Karhunen, Aapo Hyvrinen, Ricardo Vigrio, Jarmo Hurri, Erkki Oja |
| 1997 | ICASSP | Blind source separation using least-squares type adaptive algorithms. | Juha Karhunen, Petteri Pajunen |
| 1996 | ESANN | Neural approaches to independent component analysis and source separation. | Juha Karhunen |
| 1991 | ICASSP | Tracking of sinusoidal frequencies by neural network learning algorithms. | Juha Karhunen, Jyrki Joutsensalo |
| 1991 | ICASSP | Robust MUSIC based on direct signal subspace estimation. | Juha Karhunen, Jyrki Joutsensalo |
| 1984 | ICASSP | Adaptive algorithms for estimating eigenvectors of correlation type matrices. | Juha Karhunen |