Juha Karhunen

Research outputs

  1. 2019
  2. Published

    Overview of physics studies on ASDEX Upgrade

    Meyer, H., Angioni, C., Albert, C. G., Arden, N., Arredondo Parra, R., Asunta, O., De Baar, M., Balden, M., Bandaru, V., Behler, K. & 390 others, Bergmann, A., Bernardo, J., Bernert, M., Biancalani, A., Bilato, R., Birkenmeier, G., Blanken, T. C., Bobkov, V., Bock, A., Bolzonella, T., Bortolon, A., Böswirth, B., Bottereau, C., Bottino, A., Van Den Brand, H., Brezinsek, S., Brida, D., Brochard, F., Bruhn, C., Buchanan, J., Buhler, A., Burckhart, A., Camenen, Y., Carlton, D., Carr, M., Carralero, D., Castaldo, C., Cavedon, M., Cazzaniga, C., Ceccuzzi, S., Challis, C., Chankin, A., Chapman, S., Cianfarani, C., Clairet, F., Coda, S., Coelho, R., Coenen, J. W., Colas, L., Conway, G. D., Costea, S., Coster, D. P., Cote, T. B., Creely, A., Croci, G., Cseh, G., Czarnecka, A., Cziegler, I., D'Arcangelo, O., David, P., Day, C., Delogu, R., De Marné, P., Denk, S. S., Denner, P., Dibon, M., Di Siena, A., Douai, D., Drenik, A., Drube, R., Dunne, M., Duval, B. P., Dux, R., Eich, T., Elgeti, S., Engelhardt, K., Erdös, B., Erofeev, I., Esposito, B., Fable, E., Faitsch, M., Fantz, U., Faugel, H., Faust, I., Felici, F., Ferreira, J., Fietz, S., Figuereido, A., Fischer, R., Ford, O., Frassinetti, L., Freethy, S., Fröschle, M., Fuchert, G., Fuchs, J. C., Fünfgelder, H., Galazka, K., Galdon-Quiroga, J., Gallo, A., Gao, Y., Garavaglia, S., Garcia-Carrasco, A., Garcia-Munoz, M., Geiger, B., Giannone, L., Gil, L., Giovannozzi, E., Gleason-González, C., Glöggler, S., Gobbin, M., Görler, T., Gomez Ortiz, I., Gonzalez Martin, J., Goodman, T., Gorini, G., Gradic, D., Grater, A., Granucci, G., Greuner, H., Griener, M., Groth, M., Gude, A., Günter, S., Guimarais, L., Haas, G., Hakola, A. H., Ham, C., Happel, T., Den Harder, N., Harrer, G. F., Harrison, J., Hauer, V., Hayward-Schneider, T., Hegna, C. C., Heinemann, B., Heinzel, S., Hellsten, T., Henderson, S., Hennequin, P., Herrmann, A., Heyn, M. F., Heyn, E., Hitzler, F., Hobirk, J., Höfler, K., Hölzl, M., Höschen, T., Holm, J. H., Hopf, C., Hornsby, W. A., Horvath, L., Houben, A., Huber, A., Igochine, V., Ilkei, T., Ivanova-Stanik, I., Jacob, W., Jacobsen, A. S., Janky, F., Jansen Van Vuuren, A., Jardin, A., Jaulmes, F., Jenko, F., Jensen, T., Joffrin, E., Kasemann, C. P., Kallenbach, A., Kálvin, S., Kantor, M., Kappatou, A., Kardaun, O., Karhunen, J., Kasilov, S., Kazakov, Y., Kernbichler, W., Kirk, A., Kjer Hansen, S., Klevarova, V., Kocsis, G., Köhn, A., Koubiti, M., Krieger, K., Krivska, A., Kramer-Flecken, A., Kudlacek, O., Kurki-Suonio, T., Kurzan, B., Labit, B., Lackner, K., Laggner, F., Lang, P. T., Lauber, P., Lebschy, A., Leuthold, N., Li, M., Linder, O., Lipschultz, B., Liu, F., Liu, Y., Lohs, A., Lu, Z., Luda Di Cortemiglia, T., Luhmann, N. C., Lunsford, R., Lunt, T., Lyssoivan, A., Maceina, T., Madsen, J., Maggiora, R., Maier, H., Maj, O., Mailloux, J., Maingi, R., Maljaars, E., Manas, P., Mancini, A., Manhard, A., Manso, M. E., Mantica, P., Mantsinen, M., Manz, P., Maraschek, M., Martens, C., Martin, P., Marrelli, L., Martitsch, A., Mayer, M., Mazon, D., McCarthy, P. J., McDermott, R., Meister, H., Medvedeva, A., Merkel, R., Merle, A., Mertens, V., Meshcheriakov, D., Meyer, O., Miettunen, J., Milanesio, D., Mink, F., Mlynek, A., Monaco, F., Moon, C., Nabais, F., Nemes-Czopf, A., Neu, G., Neu, R., Nielsen, A. H., Nielsen, S. K., Nikolaeva, V., Nocente, M., Noterdaeme, J. M., Novikau, I., Nowak, S., Oberkofler, M., Oberparleiter, M., Ochoukov, R., Odstrcil, T., Olsen, J., Orain, F., Palermo, F., Pan, O., Papp, G., Paradela Perez, I., Pau, A., Pautasso, G., Penzel, F., Petersson, P., Pinzón Acosta, J., Piovesan, P., Piron, C., Pitts, R., Plank, U., Plaum, B., Ploeckl, B., Plyusnin, V., Pokol, G., Poli, E., Porte, L., Potzel, S., Prisiazhniuk, D., Pütterich, T., Ramisch, M., Rasmussen, J., Rattá, G. A., Ratynskaia, S., Raupp, G., Ravera, G. L., Réfy, D., Reich, M., Reimold, F., Reiser, D., Ribeiro, T., Riesch, J., Riedl, R., Rittich, D., Rivero-Rodriguez, J. F., Rocchi, G., Rodriguez-Ramos, M., Rohde, V., Ross, A., Rott, M., Rubel, M., Ryan, D., Ryter, F., Saarelma, S., Salewski, M., Salmi, A., Sanchis-Sanchez, L., Santos, J., Sauter, O., Scarabosio, A., Schall, G., Schmid, K., Schmitz, O., Schneider, P. A., Schrittwieser, R., Schubert, M., Schwarz-Selinger, T., Schweinzer, J., Scott, B., Sehmer, T., Seliunin, E., Sertoli, M., Shabbir, A., Shalpegin, A., Shao, L., Sharapov, S., Sias, G., Siccinio, M., Sieglin, B., Sigalov, A., Silva, A., Silva, C., Silvagni, D., Simon, P., Simpson, J., Smigelskis, E., Snicker, A., Sommariva, C., Sozzi, C., Spolaore, M., Stegmeir, A., Stejner, M., Stober, J., Stroth, U., Strumberger, E., Suarez, G., Sun, H. J., Suttrop, W., Sytova, E., Szepesi, T., Tál, B., Tala, T., Tardini, G., Tardocchi, M., Teschke, M., Terranova, D., Tierens, W., Thorén, E., Told, D., Tolias, P., Tudisco, O., Treutterer, W., Trier, E., Tripský, M., Valisa, M., Valovic, M., Vanovac, B., Van Vugt, D., Varoutis, S., Verdoolaege, G., Vianello, N., Vicente, J., Vierle, T., Viezzer, E., Von Toussaint, U., Wagner, D., Wang, N., Wang, X., Weiland, M., White, A. E., Wiesen, S., Willensdorfer, M., Wiringer, B., Wischmeier, M., Wolf, R., Wolfrum, E., Xiang, L., Yang, Q., Yang, Z., Yu, Q., Zagórski, R., Zammuto, I., Zhang, W., Van Zeeland, M., Zehetbauer, T., Zilker, M., Zoletnik, S. & Zohm, H., 22 Jul 2019, In : Nuclear Fusion. 59, 11, 21 p., 112014.

    Research output: Contribution to journalReview ArticleScientificpeer-review

  3. Published

    METHOD FOR DETECTING AGING RELATED FAILURES OF PROCESS SENSORS VIA NOISE SIGNAL MEASUREMENT

    Toosi, T., Sirola, M., Laukkanen, J., Heeswijk, M. V. & Karhunen, J., 2019, In : GSTF INTERNATIONAL JOURNAL ON COMPUTING. 18, 2, p. 135-146 12 p.

    Research output: Contribution to journalArticleScientificpeer-review

  4. 2018
  5. Published

    Stochastic Discriminant Analysis for Linear Supervised Dimension Reduction

    Juuti, M., Corona, F. & Karhunen, J., 2018, In : Neurocomputing. 291, p. 136-150 15 p.

    Research output: Contribution to journalArticleScientificpeer-review

  6. 2017
  7. Published

    A pragmatic android malware detection procedure

    Palumbo, P., Sayfullina, L., Komashinskiy, D., Eirola, E. & Karhunen, J., 1 Sep 2017, In : Computers and Security. 70, p. 689-701 13 p.

    Research output: Contribution to journalArticleScientificpeer-review

  8. Published

    Detecting aging of process sensors with noise signal measurement

    Toosi, T., Sirola, M., Laukkanen, J., Heeswijk, M. V. & Karhunen, J., 1 Sep 2017, 2017 9th IEEE International Conference on Intelligent Data Acquisition and Advanced Computing Systems: Technology and Applications (IDAACS) . IEEE, Vol. 1. p. 35-40 6 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

  9. Published

    Plasma-wall interaction studies within the EUROfusion consortium: Progress on plasma-facing components development and qualification

    Brezinsek, S., Coenen, J. W., Schwarz-Selinger, T., Schmid, K., Kirschner, A., Hakola, A., Tabares, F. L., Van Der Meiden, H. J., Mayoral, M. L., Reinhart, M. & 173 others, Tsitrone, E., Ahlgren, T., Aints, M., Airila, M., Almaviva, S., Alves, E., Angot, T., Anita, V., Arredondo Parra, R., Aumayr, F., Balden, M., Bauer, J., Ben Yaala, M., Berger, B. M., Bisson, R., Björkas, C., Bogdanovic Radovic, I., Borodin, D., Bucalossi, J., Butikova, J., Butoi, B., Čadež, I., Caniello, R., Caneve, L., Cartry, G., Catarino, N., Čekada, M., Ciraolo, G., Ciupinski, L., Colao, F., Corre, Y., Costin, C., Craciunescu, T., Cremona, A., De Angeli, M., De Castro, A., Dejarnac, R., Dellasega, D., Dinca, P., Dittmar, T., Dobrea, C., Hansen, P., Drenik, A., Eich, T., Elgeti, S., Falie, D., Fedorczak, N., Ferro, Y., Fornal, T., Fortuna-Zalesna, E., Gao, L., Gasior, P., Gherendi, M., Ghezzi, F., Gosar, Greuner, H., Grigore, E., Grisolia, C., Groth, M., Gruca, M., Grzonka, J., Gunn, J. P., Hassouni, K., Heinola, K., Höschen, T., Huber, S., Jacob, W., Jepu, I., Jiang, X., Jogi, I., Kaiser, A., Karhunen, J., Kelemen, M., Köppen, M., Koslowski, H. R., Kreter, A., Kubkowska, M., Laan, M., Laguardia, L., Lahtinen, A., Lasa, A., Lazic, V., Lemahieu, N., Likonen, J., Linke, J., Litnovsky, A., Linsmeier, C., Loewenhoff, T., Lungu, C., Lungu, M., Maddaluno, G., Maier, H., Makkonen, T., Manhard, A., Marandet, Y., Markelj, S., Marot, L., Martin, C., Martin-Rojo, A. B., Martynova, Y., Mateus, R., Matveev, D., Mayer, M., Meisl, G., Mellet, N., Michau, A., Miettunen, J., Möller, S., Morgan, T. W., Mougenot, J., Mozetič, M., Nemanič, V., Neu, R., Nordlund, K., Oberkofler, M., Oyarzabal, E., Panjan, M., Pardanaud, C., Paris, P., Passoni, M., Pegourie, B., Pelicon, P., Petersson, P., Piip, K., Pintsuk, G., Pompilian, G. O., Popa, G., Porosnicu, C., Primc, G., Probst, M., Räisänen, J., Rasinski, M., Ratynskaia, S., Reiser, D., Ricci, D., Richou, M., Riesch, J., Riva, G., Rosinski, M., Roubin, P., Rubel, M., Ruset, C., Safi, E., Sergienko, G., Siketic, Z., Sima, A., Spilker, B., Stadlmayr, R., Steudel, I., Ström, P., Tadic, T., Tafalla, D., Tale, I., Terentyev, D., Terra, A., Tiron, V., Tiseanu, I., Tolias, P., Tskhakaya, D., Uccello, A., Unterberg, B., Uytdenhoven, I., Vassallo, E., Vavpetič, P., Veis, P., Velicu, I. L., Vernimmen, J. W. M., Voitkans, A., Von Toussaint, U., Weckmann, A., Wirtz, M., Založnik, A. & Zaplotnik, R., 18 Aug 2017, In : Nuclear Fusion. 57, 11, 116041.

    Research output: Contribution to journalArticleScientificpeer-review

  10. Published

    Image pseudo tag generation with Deep Boltzmann machine anc topic-concept similarity map

    Ishikawa, S., Laaksonen, J. & Karhunen, J., 30 Jun 2017, 2017 International Joint Conference on Neural Networks, IJCNN 2017 - Proceedings. Institute of Electrical and Electronics Engineers, p. 1305-1312 8 p. 7966003

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

  11. Published

    Air Quality Forecasting Using Neural Networks

    Zhao, C., van Heeswijk, M. & Karhunen, J., 9 Feb 2017, 2016 IEEE Symposium Series on Computational Intelligence, SSCI 2016. Institute of Electrical and Electronics Engineers, 7 p. 7850128

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

  12. Published

    Android Malfare Detection: Building Useful Representations

    Sayfullina, L., Eirola, E., Komashinskiy, D., Palumbo, P. & Karhunen, J., 2017, 2016 15th IEEE International Conference on Machine Learning and Applications, ICMLA 2016, Proceedings: Anaheim, California, USA, December 18-20, 2016.. IEEE, p. 201-206

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

  13. Published

    Semi-Supervised Domain Adaptation for Weakly Labeled Semantic Video Object Segmentation

    Wang, H., Raiko, T., Lensu, L., Wang, T. & Karhunen, J., 2017, Computer Vision ACCV 2016: 13th Asian Conference on Computer Vision, Taipei, Taiwan, November 20-24, 2016, Revised Selected Papers, Part I. Lai, S-H., Lepetit, V., Nishino, K. & Sato, Y. (eds.). p. 163-179 (Lecture Notes in Computer Science; vol. 10111).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

  14. 2016
  15. Published

    Gaussian Process Kernels for Popular State-Space Time Series Models

    Grigorevskiy, A. & Karhunen, J., Jul 2016, Proc. of the Int. Joint. Conf. on Neural Networks (IJCNN 2016): (IJCNN 2016), Vancouver, Canada, July 2016. IEEE, p. 3354-3363 (International joint conference on neural networks).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

  16. 2015
  17. Published

    Arbitrary Category Classification of Websites Based on Image Content

    Akusok, A., Miche, Y., Karhunen, J., Björk, K-M., Nian, R. & Lendasse, A., 2015, In : IEEE COMPUTATIONAL INTELLIGENCE MAGAZINE. 10, 2, p. 30-41

    Research output: Contribution to journalArticleScientificpeer-review

  18. Published

    Bidirectional recurrent neural networks as generative models

    Berglund, M., Raiko, T., Honkala, M., Kärkkäinen, L., Vetek, A. & Karhunen, J., 2015, Advances in Neural Information Processing Systems. Neural Information Processing Systems Foundation, Vol. 2015-January. p. 856-864 9 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

  19. Published

    Efficient Detection of Zero-Day Android Malware Using Normalized Bernoulli Naive Bayes

    Sayfullina, L., Eirola, E., Komashinsky, D., Palumbo, P., Miche, Y., Lendasse, A. & Karhunen, J., 2015, 14th IEEE international conference on Trust, Security, and Privacy in Computing and Communications (TrustCom), Helsinki, Finland, August 20-22, 2015. IEEE, p. 198-205

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

  20. Published

    How to Pretrain Deep Boltzmann Machines in Two Stages

    Cho, K., Raiko, T., Ilin, A. & Karhunen, J., 2015, Springer Series in Bio-/Neuroinformatics: Artificial Neural Networks, Methods and Applications in Bio-/Neuroinformatics. Koprinkova-Hristova, P., Mladenov, V. & Kasabov, N. K. (eds.). Switzerland, p. 201-219

    Research output: Chapter in Book/Report/Conference proceedingChapterScientificpeer-review

  21. Published

    Stochastic Discriminant Analysis

    Juuti, M., Corona, F. & Karhunen, J., 2015, International Joint Conference on Neural Networks (IJCNN), Killarney, Ireland, July 12-17, 2015. IEEE

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

  22. Published

    Unsupervised Deep Learning: A Short Review

    Karhunen, J., Raiko, T. & Cho, K., 2015, Advances in Independent Component Analysis and Learning Machines. Ella Bingham, S. K. (ed.). The Netherlands, p. Chapter 7, pp. 125-142

    Research output: Chapter in Book/Report/Conference proceedingChapterScientific

  23. 2014
  24. Published

    Variable Selection for Regression Problems Using Gaussian Mixture Models to Estimate Mutual Information

    Eirola, E., Lendasse, A. & Karhunen, J., 2014, International Joint Conference on Neural Networks, IJCNN2014, 6-11 July, Beijing, China. p. 1606-1613

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

  25. 2013
  26. Published

    A neural network algorithm for cloud fraction estimation using NASA-Aura OMI VIS radiance measurements

    Saponaro, G., Kolmonen, P., Karhunen, J., Tamminen, J. & de Leeuw, G., 2013, In : Atmospheric Measurement Techniques. 6, 9, p. 2301-2309 9 p.

    Research output: Contribution to journalArticleScientificpeer-review

  27. Published

    A Two-stage Pretraining Algorithm for Deep Boltzmann Machines

    Cho, K., Raiko, T., Ilin, A. & Karhunen, J., 2013, The International Conference on Artificial Neural Networks and Machine Learning - ICANN 2013. Sofia

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

  28. Published

    Development of a Neural Network Model for Cloud Detection by Means of NASA-Aura OMI VIS Radiance Measurements

    Saponaro, G., Kolmonen, P., Karhunen, J., Tamminen, J. & de Leeuw, G., 2013, In : Atmospheric Measurement Techniques. 6, p. 2301-2309

    Research output: Contribution to journalArticleScientificpeer-review

  29. Published

    Finding Dependent and Independent Components from Related Data Sets: A Generalized Canonical Correlation Based Method

    Karhunen, J., Hao, T. & Ylipaavalniemi, J., 2013, In : Neurocomputing. 113, p. 153-167

    Research output: Contribution to journalArticleScientificpeer-review

  30. 2012
  31. Published

    A Canonical Correlation Analysis Based Method for Improving BSS of Two Related Data Sets

    Karhunen, J., Hao, T. & Ylipaavalniemi, J., 2012, The 10th International Conference on Latent Variable Analysis and Signal Separation (LVA/ICA 2012), Tel-Aviv, Israel,March 12-15, 2012. p. 91-98

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

  32. Published

    Advances in Training Restricted Boltzmann Machines

    Cho, K., Raiko, T. & Karhunen, J., 2012, Advances in Intelligent Data Analysis XI - 11th International Symposium, IDA 2012, Helsinki, Finland, October 25-27, 2012.

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientific

  33. Published

    A generalized canonical correlation analysis based method for blind source separation from related data sets

    Karhunen, J., Hao, T. & Ylipaavalniemi, J., 2012, The 2012 International Joint Conference on Neural Networks (IJCNN), Brisbane, Australia, June 10- 15, 2012. Brisbane, p. 1-9

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

  34. Published

    A Two-stage Pretraining Algorithm for Deep Boltzmann Machines

    Cho, K., Raiko, T., Ilin, A. & Karhunen, J., 2012, NIPS 2012 Workshop on Deep Learning and Unsupervised Feature Learning, Lake Tahoe, Usa, December 8, 2012. Lake Tahoe

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

  35. Published

    Bayesian Robust PCA of Incomplete Data

    Luttinen, J., Ilin, A. & Karhunen, J., 2012, In : Neural Processing Letters. 36, 2, p. 189-202

    Research output: Contribution to journalArticleScientificpeer-review

  36. Published

    Gated Boltzmann machine in texture modeling

    Hao, T., Raiko, T., Ilin, A. & Karhunen, J., 2012, Artificial Neural Networks and Machine Learning, ICANN 2012 - 22nd International Conference on Artificial Neural Networks, Proceedings. PART 2 ed. Vol. 7553 LNCS. p. 124-131 8 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 7553 LNCS, no. PART 2).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

  37. 2011
  38. Published

    Finding dependent and independent components from two related data sets

    Karhunen, J. & Hao, T., 2011, IJCNN 2011 International Joint Conference on Neural Network, (IJCNN 2011) IJCNN, San Jose, CA, 31 July 2011 - 5 August 2011. p. 457-466

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

  39. Published

    Robust PCA Methods for Complete and Missing Data

    Karhunen, J., 2011, In : NEURAL NETWORK WORLD. 21, p. 357-392

    Research output: Contribution to journalReview ArticleScientificpeer-review

  40. 2010
  41. Published

    Approximate Riemannian Conjugate Gradient Learning for Fixed-Form Variational Bayes

    Honkela, A., Raiko, T., Kuusela, M., Tornio, M. & Karhunen, J., 2010, In : Journal of Machine Learning Research. 11, 11, p. 3235-3268

    Research output: Contribution to journalArticleScientificpeer-review

  42. Published

    Nonlinear Mixtures (Chapter 14)

    Jutten, C., Babaie-Zadeh, M. & Karhunen, J., 2010, Handbook of Blind Source Separation, Independent Component Analysis and Applications. Jutten, C. & Comon, P. (eds.). n/a, p. 549-592

    Research output: Chapter in Book/Report/Conference proceedingChapterScientificpeer-review

  43. 2009
  44. Published

    A Gradient-Based Algorithm Competitive with Variational Bayesian EM for Mixture of Gaussians

    Kuusela, M., Raiko, T., Honkela, A. & Karhunen, J., 2009, The International Joint Conference on Neural Networks, IJCNN 2009. Atlanta, p. 1688-1695

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

  45. Published

    Bayesian Robust PCA for Incomplete Data

    Luttinen, J., Ilin, A. & Karhunen, J., 2009, The 8th International Conference on Independent Component Analysis and Blind Signal Separation (ICA 2009). Paraty, p. 66-73

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

  46. 2008
  47. Published

    Macadamia: Master's Programme in Machine Learning and Data Mining

    Raiko, T., Puolamäki, K., Karhunen, J., Hollmén, J., Honkela, A., Kaski, S., Mannila, H., Oja, E. & Simula, O., 2008, Teaching Machine Learning - Workshop on Open Problems and New Directions. Jacquemont, S. & Higuera, C. D. L. (eds.). Saint-'Etienne

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

  48. Published

    Natural Conjugate Gradient in Variational Inference

    Honkela, A., Tornio, M., Raiko, T. & Karhunen, J., 2008, The 14th International Conference on Neural Information Processing (ICONIP 2007). Kitakyushu, p. 305-314

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

  49. Published

    Principal Component Analysis for Sparse High-Dimensional Data

    Raiko, T., Ilin, A. & Karhunen, J., 2008, The 14th International Conference on Neural Information Processing (ICONIP 2007). Kitakyushu, p. 566-575

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

  50. Published

    Variational Inference and Learning for Continuous-Time Nonlinear State-Space Models

    Honkela, A., Harva, M., Raiko, T. & Karhunen, J., 2008, PASCAL 2008 Workshop on Approximate Inference in Stochastic Processes and Dynamical Systems. Cumberland Lodge

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

  51. 2007
  52. Published

    Blind Separation of Nonlinear Mixtures by Variational Bayesian Learning

    Honkela, A., Valpola, H., Ilin, A. & Karhunen, J., 2007, In : Digital Signal Processing. 17, 5, p. 914-934

    Research output: Contribution to journalArticleScientificpeer-review

  53. Published

    Building Blocks for Variational Bayesian Learning of Latent Variable Models

    Raiko, T., Valpola, H., Harva, M. & Karhunen, J., 2007, In : Journal of Machine Learning Research. 8, p. 155-201

    Research output: Contribution to journalArticleScientificpeer-review

  54. Published

    Extending ICA for Finding Jointly Dependent Components from Two Related Data Sets

    Karhunen, J. & Ukkonen, T., 2007, In : Neurocomputing. 70, 16-18, p. 2969-2979

    Research output: Contribution to journalArticleScientificpeer-review

  55. Published

    Natural Conjugate Gradient in Variational Inference

    Honkela, A., Tornio, M., Raiko, T. & Karhunen, J., 2007, Espoo, Finland, (Helsinki University of Technology, Publications in Computer and Information Science; no. Report E10).

    Research output: Working paperProfessional

  56. Published

    Principal Component Analysis for Large Scale Problems with Lots of Missing Values

    Raiko, T., Ilin, A. & Karhunen, J., 2007, 18th European Conference on Machine Learning (ECML 2007), Warsaw, Poland, September 17-21, 2007. Kok, J. E. A. (ed.). p. 691-698

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

  57. Published

    Time Series Prediction with Variational Bayesian Nonlinear State-Space Models

    Tornio, M., Honkela, A. & Karhunen, J., 2007, European Symposium on Time Series Predictions (ESTSP 2007), Espoo, 2007. p. 11-19

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

  58. 2006
  59. Published

    Building blocks for variational Bayesian learning of latent variable models

    Raiko, T., Valpola, H., Harva, M. & Karhunen, J., 2006, Espoo, p. 53, (Publications in Computer and Information Science; no. Report E4).

    Research output: Working paperProfessional

  60. Published

    Generalizing Independent Component Analysis for Two Related Data Sets

    Karhunen, J. & Ukkonen, T., 2006, 2006 International Joint Conference on Neural Networks, Vancouver, BC, Canada, July 16-21, 2006. IEEE Computational Intelligence Society

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

  61. Published

    Jammer suppression in DS-CDMA arrays using independent component analysis

    Raju, K., Ristaniemi, T., Karhunen, J. & Oja, E., 2006, In : IEEE Transactions on Wireless Communications. 5, 1, p. 77-82

    Research output: Contribution to journalArticleScientificpeer-review

  62. Published

    State Inference in Variational Bayesian Nonlinear State-Space Models

    Raiko, T., Tornio, M., Honkela, A. & Karhunen, J., 2006, International Conference on Independent Component Analysis and Blind Source Separation, ICA 2006, Charleston, South Carolina, USA, March 5-8, 2006. Justinian Rosca, D. E. & José C. Principe, S. H. (eds.). p. 222-229

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

  63. 2005
  64. Published

    Bayes Blocks: An Implementation of the Variational Bayesian Building Blocks Framework

    Harva, M., Raiko, T., Honkela, A., Valpola, H. & Karhunen, J., 2005, 21st Conference on Uncertainty in Artificial Intelligence, Edinburgh, Scotland, July 26-29, 2005. p. 259-266

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

  65. Published

    Independent Component Analysis.Japanese translation

    Hyvärinen, A., Karhunen, J. & Oja, E., 2005, Tokyo, Japan: Tokyo Denki University Press.

    Research output: Book/ReportBook

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