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68 | E. Eirola, A. Lendasse, V. Vandewalle, and C. Biernacki. Mixture of gaussians for distance estimation with missing data. In Machine Learning Reports 03/2012, pages 37–45, 2012. Proceedings of the Workshop - New Challenges in Neural Computation 2012. |
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67 | Thomas Erlebach, Sotiris Nikoletseas, and Pekka Orponen, editors. Algorithms for Sensor Systems: 7th International Symposium on Algorithms for Sensor Systems, Wireless Ad Hoc Networks and Autonomous Mobile Entities, ALGOSENSORS 2011, Saarbrücken, Germany, September 8–9, 2011, Revised Selected Papers, volume 7111 of Lecture Notes in Computer Science. Springer-Verlag, Berlin Heidelberg, 2012. |
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66 | Panagiotis Papapetrou, Gary Benson, and George Kollios. Mining poly-regions in DNA. In International Journal of Data Mining and Bioinformatics (IJDMB). INDERSCIENCE, 2012. |
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65 | W. Delezuch, P. Marttinen, H. Kokki, M. Heikkinen, K. Vanamo, K. Pulkki, and I. Matinlauri. Serum and csf soluble cd26 and cd30 concentrations in healthy pediatric surgical outpatients. Tissue Antigens, 80(4):368–375, 2012. |
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64 | T. Peltola, P. Marttinen, and A. Vehtari. Finite adaptation and multistep moves in the metropolis-hastings algorithm for variable selection in genome-wide association analysis. PLoS ONE, 7(11):e49445, 2012. |
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63 | S. Castillo-Ramirez, J. Corander, P. Marttinen, M. Aldeljawi, W.P. Hanage, H. Westh, K. Boye, Z. Gulay, S.D. Bentley, J. Parkhill, M.T. Holden, and E.J. Feil. Phylogeographic variation in recombination rates within a global clone of methicillin-resistant staphylococcus aureus (mrsa). Genome Biology, 13(12):R126, 2012. |
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62 | Fedor V. Fomin and Petteri Kaski, editors. Algorithm Theory – SWAT 2012, 13th Scandinavian Symposium and Workshops, Helsinki, Finland, July 4–6, 2012. Proceedings, volume 7357 of Lecture Notes in Computer Science, Berlin, 2012. Springer. |
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61 | Matti Järvisalo, Petteri Kaski, Mikko Koivisto, and Janne H. Korhonen. Finding efficient circuits for ensemble computation. In Alessandro Cimatti and Roberto Sebastiani, editors, Proceedings of the Fifteenth International Conference on Theory and Applications of Satisfiability Testing (Trento, 17–20 June, 2012), volume 7317 of Lecture Notes in Computer Science, pages 369–382. Springer, 2012. |
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60 | Petteri Kaski, Mikko Koivisto, and Jesper Nederlof. Homomorphic hashing for sparse coefficient extraction. In Dimitrios M. Thilikos and Gerhard J. Woeginger, editors, Proceedings of the Seventh International Symposium on Parameterized and Exact Computation (IPEC 2012, Ljubljana, Slovenia, 12–14 September, 2012), volume 7535 of Lecture Notes in Computer Science, pages 147–158, Berlin, 2012. Springer. |
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59 | Petteri Kaski, Mikko Koivisto, and Janne H. Korhonen. Fast monotone summation over disjoint sets. In Dimitrios M. Thilikos and Gerhard J. Woeginger, editors, Proceedings of the Seventh International Symposium on Parameterized and Exact Computation (IPEC 2012, Ljubljana, Slovenia, 12–14 September, 2012), volume 7535 of Lecture Notes in Computer Science, pages 159–170, Berlin, 2012. Springer. |
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58 | Andreas Björklund, Thore Husfeldt, Petteri Kaski, Mikko Koivisto, Jesper Nederlof, and Pekka Parviainen. Fast zeta transforms for lattices with few irreducibles. In Proceedings of the Twenty-Third Annual ACM-SIAM Symposium on Discrete Algorithms (Kyoto, 17–19 January, 2012), pages 1436–1444, Philadelphia, PA, 2012. SIAM. |
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57 | Petteri Kaski, Mahdad Khatirinejad, and Patric R. J. Östergård. Steiner triple systems satisfying the 4-vertex condition. Designs, Codes and Cryptography, 62(3):323–330, 2012. |
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56 | Andreas Björklund, Thore Husfeldt, Petteri Kaski, and Mikko Koivisto. The travelling salesman problem in bounded degree graphs. ACM Transactions on Algorithms, 8(2):Article No. 18, 2012. |
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55 | R. Calandra, T. Raiko, F. Montesino Pouzols, and M. P. Deisenroth. Learning deep belief networks from non-stationary streams. In Artificial Neural Networks and Machine Learning - ICANN 2012, volume 7553 of Lecture Notes in Computer Science, pages 379–386. Springer, 2012. |
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54 | A. Gusm ao and T. Raiko. Reinforcement learning in real-time strategy games (extended abstract). In Proceedings of the Yhdistetyt tietojenkäsittelyn päivät (YTP 2012), pages 1–4, 2012. |
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53 | Tapani Raiko, Harri Valpola, and Yann LeCun. Deep learning made easier by linear transformations in perceptrons. In Proc. of the 15th Int. Conf. on Artificial Intelligence and Statistics (AISTATS 2012), JMLR W&CP, volume 22, pages 924–932, 2012. |
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52 | Qi Yu, Yoan Miche, Emil Eirola, Mark van Heeswijk, Eric Séverin, and Amaury Lendasse. Regularized extreme learning machine for regression with missing data. accepted to Neurocomputing, 2012. |
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51 | Risto M. Hakala. An upper bound for the linearity of Exponential Welch Costas functions. Finite Fields and Their Applications, 18(4):855–862, 2012. |
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50 | M. Heinonen, H. Shen, N. Zamboni, and J. Rousu. Metabolite identification and molecular fingerprint prediction through machine learning. Bioinformatics, 28(18):2333–2341, 2012. |
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49 | Zhirong Yang and Erkki Oja. Quadratic nonnegative matrix factorization. Pattern Recognition, 45(4):1500–1510, 2012. |
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48 | Zhirong Yang and Erkki Oja. Clustering by low-rank doubly stochastic matrix decomposition. In Proceedings of 29th International Conference on Machine Learning (ICML2012), page 0, Edinbourgh, United Kingdom, 2012. |
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47 | Zhiyun Lu, Zhirong Yang, and Erkki Oja. Selecting  -divergence for nonnegative matrix factorization by score matching. In Proceedings of 22nd International Conference on Artificial Neural Networks (ICANN 2012), volume 7553 of Lecture Notes in Computer Science, pages 419–426, Lausanne, Switzerland, 2012. Springer. |
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46 | Zhirong Yang, He Zhang, and Erkki Oja. Online projective nonnegative matrix factorization for large datasets. In Proceedings of 19th International Conference on Neural Information Processing (ICONIP 2012), pages 285–290, Doha, Qatar, 2012. Springer. |
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45 | Zhirong Yang, Tele Hao, Onur Dikmen, Xi Chen, and Erkki Oja. Clustering by nonnegative matrix factorization using graph random walk. In Advances in Neural Information Processing Systems 25 (NIPS2012), pages 1088–1096, Lake Tahoe, USA, 2012. |
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44 | M. Almeida, R. Vigário, and J. Bioucas-Dias. Estimation of the common oscillation for phase locked matrix factorization. In Proc. of 1st Int. Conf. on Pattern Recognition Applications and Methods (ICPRAM'12), pages 78–85, 2012. |
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43 | M. Almeida, R. Vigário, and J. Bioucas-Dias. The role of whitening for separation of synchronous sources. In 10th International Conference on Latent Variable Analysis and Source Separation (LVA/ICA 2011), pages 139–146, 2012. |
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42 | J. Korpela, R. Vigário, and M. Huotilainen. The effects of automatic blink correction on auditory evoked potentials. In Proc. of 34th Annual Int. Conf. of the IEEE Engineering and Medicine in Biology Society (EMBC2012), page xxx, 2012. |
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41 | José Caldas, Nils Gehlenborg, Eeva Kettunen, Ali Faisal, Mikko Rönty, Andrew G. Nicholson, Sakari Knuutila, Alvis Brazma, and Samuel Kaski. Data-driven information retrieval in heterogeneous collections of transcriptomics data links SIM2s to malignant pleural mesothelioma. Bioinformatics, 28(2):246–253, 2012. Supplementary data and source code are available from http://www.ebi.ac.uk/fg/research/rex. |
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40 | Jukka Corander, Tero Aittokallio, Samuli Ripatti, and Samuel Kaski. The rocky road to personalized medicine: computational and statistical challenges. Personalized Medicine, 9(2):109–114, 2012. |
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39 | Ali Faisal, Jussi Gillberg, Jaakko Peltonen, Gayle Leen, and Samuel Kaski. Sparse nonparametric topic model for transfer learning. In Proceedings of 20th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, pages 269–274, 2012. |
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38 | Elisabeth Georgii, Jarkko Salojärvi, Mikael Brosché, Jaakko Kangasjärvi, and Samuel Kaski. Targeted retrieval of gene expression measurements using regulatory models. Bioinformatics, 28(18):2349–2356, 2012. |
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37 | Melih Kandemir, Arto Klami, Akos Vetek, and Samuel Kaski. Unsupervised inference of auditory attention from biosensors. In Peter A. Flach, Tijl De Bie, and Nello Cristianini, editors, Proceedings of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD 2012), Lecture Notes in Computer Science, pages 403–418, Heidelberg, Germany, 2012. Springer. |
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36 | Melih Kandemir and Samuel Kaski. Learning relevance from natural eye movements in pervasive interfaces. In Louis-Philippe Morency and Dan Bohus, editors, Proceedings of the International Conference on Multimodal Interaction, ICMI '12, pages 85–82, New York, NY, 2012. ACM. |
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35 | Suleiman A. Khan, Ali Faisal, John Patrick Mpindi, Juuso A. Parkkinen, Tuomo Kalliokoski, Antti Poso, Olli P. Kallioniemi, Krister Wennerberg, and Samuel Kaski. Comprehensive data-driven analysis of the impact of chemoinformatic structure on the genome-wide biological response profiles of cancer cells to 1159 drugs. BMC Bioinformatics, 13(112), 2012. |
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34 | Miika Koskinen, Jaakko Viinikanoja, Mikko Kurimo, Arto Klami, Samuel Kaski, and Riitta Hari. Identifying fragments of natural speech from the listener's MEG signals. Human Brain Mapping, -(-):–, 2012. |
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33 | Gayle Leen, Jaakko Peltonen, and Samuel Kaski. Focused multi-task learning in a Gaussian process framework. Machine Learning, 89(1-2):157–182, 2012. |
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32 | Jaakko Peltonen, Tapani Raiko, and Samuel Kaski, editors. Neurocomputing, Special Issue on Machine Learning for Signal Processing 2010, 80:1-128, -, 2012. -. |
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31 | Seppo Virtanen, Arto Klami, Suleiman A. Khan, and Samuel Kaski. Bayesian group factor analysis. In Neil Lawrence and Mark Girolami, editors, Proceedings of the Fifteenth International Conference on Artificial Intelligence and Statistics, volume 22 of JMLR W&CP, pages 1269–1277. JMLR, 2012. |
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30 | Nathan Bryan, Ehsan Chiniforooshan, David Doty, Lila Kari, and Shinnosuke Seki. The power of nondeterminism in self-assembly. Theory of Computing, 2012. |
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29 | Ehsan Chiniforooshan, Mark Daley, Oscar H. Ibarra, Lila Kari, and Shinnosuke Seki. One-reversal counter machines and multihead automata: Revisited. Theoretical Computer Science, 454:81–87, 2012. |
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28 | S. Z. Fazekas, H. Ito, Y. Okuno, S. Seki, and K. Taneishi. On computational complexity of graph inference from counting. Natural Computing, 2012. DOI:10.1007/s11047-012-9349-2. |
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27 | O. H. Ibarra and S. Seki. Characterizations of bounded semilinear languages by one-way and two-way deterministic machines. International Journal of Foundations of Computer Science, 2012. |
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26 | L. Kari, S. Kopecki, and S. Seki. Iterated hairpin completions of non-crossing words. In Proceedings of the 38th International Conference on Current Trends in Theory and Pratice of Computer Science (SOFSEM 2012, Spindleruv Mlyn, Czech Republic, January 21-27, 2012), volume 7174 of Lecture Notes in Computer Science, pages 337–348. Springer, 2012. |
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25 | L. Kari, S. Seki, and P. Sosik. Dna computing: Foundations and implications. In G. Rozenberg, T. Bäck, and J. N. Kok, editors, Handbook of Natural Computing, volume 3, pages 1073–1127. Springer, 2012. |
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24 | L. Kari, S. Seki, and Z. Xu. Triangular and hexagonal tile assembly systems. In Proceedings of the International Workshop on Theoretical Computer Science (WTCS 2012, Auckland, New Zealand, February 21-24, 2012), volume 7160 of Lecture Notes in Computer Science, pages 357–375. Springer, 2012. |
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23 | Giovanna J. Lavado, Giovanni Pighizzini, and Shinnosuke Seki. Converting nondeterministic automata and context-free grammars into Parikh equivalent deterministic automata. In Proceedings of the 16th International Conference on Developments in Language Theory (DLT 2012, Taipei, Taiwan, August 14-17, 2012), volume 7410 of Lecture Notes in Computer Science, pages 284–295. Springer, 2012. |
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22 | S. Seki. Absoluteness of subword inequality is undecidable. Theoretical Computer Science, 418:116–120, 2012. |
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21 | S. Seki and Y. Okuno. On the behavior of tile assembly system at high temperatures. In Proceedings of the Turing Centenary Conference - How the World Computes (CiE 2012, Cambridge, United Kingdom, June 18-23, 2012), volume 7318 of Lecture Notes in Computer Science, pages 550–560. Springer, 2012. |
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20 | Sami Virpioja. Evaluation methods for unsupervised natural language learning. In Sasu Tarkoma, Joni-Kristian Kämäräinen, and Tapio Pahikkala, editors, Federated Computer Science Event 2012, number B-2012-1 in Department of Computer Science Series of Publications B, pages 66–67, Helsinki, Finland, 2012. Department of Computer Science, University of Helsinki. |
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19 | Siert Wieringa. Understanding, improving and parallelizing MUS finding using model rotation. In Principles and Practice of Constraint Programming (CP), Lecture Notes in Computer Science, pages 672–687, 2012. |
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18 | Jaakko Talonen, Miki Sirola, and Mika Sulkava. Network Visualization of Car Inspection Data using Graph Layout. In DATA ANALYTICS 2012, The First International Conference on Data Analytics, pages 39–42, 2012. |
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17 | Jaakko Talonen, Mika Sulkava, and Miki Sirola. The Finnish Car Rejection Reasons Shown in an Interactive SOM Visualization Tool. In Pablo A. Estévez, José C. Príncipe, and Pablo Zegers, editors, Advances in Self-Organizing Maps, volume 198 of Advances in Intelligent Systems and Computing, pages 325–334. Springer, 2012. |
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16 | Yasir Mehmood and Timo Honkela. Comparing talks, realities and concerns over the climate change: Comparing texts with numerical and categorical data. In Proceedings of Conference on Language and Technology 2012, pages 21–27. Society for Natural Language Processing, Lahore, Pakistan, 2012. |
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15 | Eric Malmi, Juha Raitio, Oskar Kohonen, Krista Lagus, and Timo Honkela. Identifying anomalous social contexts from mobile proximity data using binomial mixture models. In Jaakko Hollmén, Frank Klawonn, and Allan Tucker, editors, Advances in Intelligent Data Analysis XI, pages 195–206, 2012. |
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14 | Juha Raitio, Tapani Raiko, and Timo Honkela. Hybrid bilinear and trilinear models for exploratory analysis of three-way Poisson counts. In Proceedings of ICANN 2012, 22nd International Conference on Artificial Neural Networks, Volume II, pages 475–482, 2012. |
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13 | Timo Honkela, Zaur Izzatdust, and Krista Lagus. Text mining for wellbeing: Selecting stories using semantic and pragmatic features. In Proceedings of ICANN 2012, 22nd International Conference on Artificial Neural Networks, Volume II, pages 467–474, 2012. |
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12 | Timo Honkela, Juha Raitio, Krista Lagus, Ilari T. Nieminen, Nina Honkela, and Mika Pantzar. Subjects on objects in contexts: Using GICA method to quantify epistemological subjectivity. In Proceedings of IJCNN 2012, International Joint Conference on Neural Networks, pages 2875–2883, 2012. |
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11 | Mari-Sanna Paukkeri, Alberto Pérez García-Plaza, Víctor Fresno, Raquel Martínez Unanue, and Timo Honkela. Learning a taxonomy from a set of text documents. Applied Soft Computing, 12(3):1138–1148, 2012. |
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10 | Tiina Lindh-Knuutila, Jaakko Väyrynen, and Timo Honkela. Semantic analysis in word vector spaces with ICA and feature selection. In Jeremy Jancsary, editor, Proceedings of The 11th Conference on Natural Language Processing (KONVENS), pages 98–107. ÖGAI, 2012. Main track: oral presentations. |
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9 | Paula Kyröand Tiina Lindh-Knuutila, Oskar Kohonen, Krista Lagus, and Agnieszka Kurczewska. Different learning paths and profiles of entrepreneurship students. In RENT XXVI - Research in entrepreneurship and Small Business -Conference, Lyon, France, 2012. |
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8 | Paula Kyrö, Tiina Lindh-Knuutila, Oskar Kohonen, Krista Lagus, and Agnieszka Kurczewska. Different personality and intelligence constructs and reflection profiles in entrepreneurial learning. In EURAM 12th Conference, Rotterdam, Netherlands, 2012. |
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7 | Paula Kyrö, Tiina Lindh-Knuutila, Oskar Kohonen, Krista Lagus, and Agnieszka Kurczewska. Different learning paths and profiles of entrepreneurship students. In RENT XXVI - Research in entrepreneurship and Small Business -Conference, Lyon, France, 2012. |
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6 | Tero Laitinen, Tommi Junttila, and Ilkka Niemelä. Extending clause learning sat solvers with complete parity reasoning. In ICTAI 2012 - 24th IEEE International Conference on Tools with Artificial Intelligence. IEEE Computer Society Press, 2012. |
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5 | Tero Laitinen, Tommi Junttila, and Ilkka Niemelä. Classifying and propagating parity constraints. In Michela Milano, editor, Principles and Practice of Constraint Programming - CP 2012, volume 7514 of Lecture Notes in Computer Science, pages 357–372. Springer, 2012. |
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4 | Tero Laitinen, Tommi Junttila, and Ilkka Niemelä. Conflict-driven XOR-clause learning. In Alessandro Cimatti and Roberto Sebastiani, editors, Theory and Applications of Satisfiability Testing - SAT 2012, volume 7317 of Lecture Notes in Computer Science, pages 383–396. Springer, 2012. |
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3 | Tommi Vatanen, Mikael Kuusela, Eric Malmi, Tapani Raiko, Timo Aaltonen, and Yoshikazu Nagai. Semi-supervised detection of collective anomalies with an application in high energy particle physics. In IJCNN 2012, International Joint Conference on Neural Networks, 2012. In press. |
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2 | Tommi Vatanen. Missing value imputation using subspace methods with applications on survey data. Master's thesis, Aalto University, Espoo, Finland, 2012. |
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1 | Jort F. Gemmeke and Ulpu Remes. Missing-data techniques: Feature reconstruction. In Tuomas Virtanen, Rita Singh, and Bhiksha Raj, editors, Techniques for Noise Robustness in Automatic Speech Recognition, pages 399–432. John Wiley & Sons, Ltd, United Kingdom, 2012. |
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