Publications 2001 2020

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2018

Correcting Boundary Over-Exploration Deficiencies In Bayesian Optimization With Virtual Derivative Sign Observations

Siivola, E., Vehtari, A., Vanhatalo, J., Gonzalez, J. & Andersen, M., Nov 2018, 2018 IEEE 28th International Workshop on Machine Learning for Signal Processing (MLSP). Pustelnik, N., Ma, Z., Tan, ZH. & Larsen, J. (eds.). IEEE, Vol. 28. 6 p. (IEEE International Workshop on Machine Learning for Signal Processing).

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

Structure Learning for Bayesian Networks over Labeled DAGs

Hyttinen, A., Pensar, J., Kontinen, J. & Corander, J., 2018, Proceedings of the Ninth International Conference on Probabilistic Graphical Models. PMLR, Vol. 72. p. 133-144 12 p. (Proceedings of Machine Learning Research; vol. 72).

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

2017

Differentially private Bayesian learning on distributed data

Heikkila, M., Lagerspetz, E., Kaski, S., Shimizu, K., Tarkoma, S. & Honkela, A., 2017, Advances in Neural Information Processing Systems 30 (NIPS 2017). Guyon, I., Luxburg, U. V., Bengio, S., Wallach, H., Fergus, R., Vishwanathan, S. & Garnett, R. (eds.). NEURAL INFORMATION PROCESSING SYSTEMS (NIPS), Vol. 30. 10 p. (Advances in Neural Information Processing Systems; vol. 30).

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

Open Access
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2016

A Logical Approach to Context-Specific Independence

Corander, J., Hyttinen, A., Kontinen, J., Pensar, J. & Väänänen, J., Aug 2016, Logic, Language, Information, and Computation: 23rd International Workshop, WoLLIC 2016, Puebla, Mexico, August 16-19th, 2016. Proceedings. Berlin: Springer-Verlag, p. 165-182 18 p. (Lecture Notes in Computer Science; vol. 9803).

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

Fast Nearest Neighbor Search through Sparse Random Projections and Voting

Hyvönen, V., Pitkänen, T., Tasoulis, S., Jääsaari, E., Tuomainen, R., Wang, L., Corander, J. I. & Roos, T., 2016, Proceedings of the 2016 IEEE Conference on Big Data. New York, NY: IEEE, p. 881-888 8 p.

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

File

From alignment of etymological data to phylogenetic inference via population genetics

Nouri, J., Sirén, J., Corander, J. & Yangarber, R., 2016, The 54th Annual Meeting of the Association for Computational Linguistics: Proceedings of the 7th Workshop on Cognitive Aspects of Computational Language Learning. Stroudsburg, PA: Association for Computational Linguistics, p. 27-37 11 p.

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

2015

A GRADIENT ADAPTIVE POPULATION IMPORTANCE SAMPLER

Elvira, V., Martino, L., Luengo, D. & Corander, J., 2015, 2015 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING (ICASSP). p. 4075-4079 5 p. (International Conference on Acoustics Speech and Signal Processing ICASSP).

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

Denoising Cluster Analysis

Zhang, R., Yang, Z. & Corander, J., 2015, Neural Information Processing: 22nd International Conference, ICONIP 2015, Istanbul, Turkey, November 9-12, 2015, Proceedings Part III. Arik, S., Huang, T., Lai, W. K. & Liu, Q. (eds.). Cham: Springer International Publishing AG, p. 435-442 8 p. (Lecture Notes in Computer Science; vol. 9491).

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

Education of maritime doctoral students as part of international university network

Kujala, P., Veitch, B., Ehlers, S., Leira, B., Khan, F. & Vanhatalo, J., 10 Dec 2015, International Conference on Education and Professional Development of Engineers in the Maritime Industry 2015. London: The Royal Institution of Naval Architects, p. 59-65 7 p.

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

Gaussian process modelling of multiple short time series

Topa, H. & Honkela, A. J. H., 2015, ESANN 2015: Proceedings of the 23rd European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning. ESANN, p. 83-88 6 p.

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

MCMC-Driven Adaptive Multiple Importance Sampling

Martino, L., Elvira, V., Luengo, D. & Corander, J., 2015, INTERDISCIPLINARY BAYESIAN STATISTICS, EBEB 2014. Polpo, A., Louzada, F., Rifo, LLR., Stern, JM. & Lauretto, M. (eds.). Springer, p. 97-109 13 p. (Springer Proceedings in Mathematics & Statistics; vol. 118).

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

On the Exact Volume of Metric Balls in Complex Grassmann Manifolds

Pitaval, R-A., Wei, L., Tirkkonen, O. & Corander, J., 2015, 2015 IEEE INFORMATION THEORY WORKSHOP - FALL (ITW). New York: IEEE, p. 297-301 5 p.

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

On the Finite-SNR Diversity-Multiplexing Tradeoff in Large Rayleigh Product Channels

Zheng, Z., Wei, L., Speicher, R., Mueller, R., Hamalainen, J. & Corander, J., 2015, 2015 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY (ISIT): Hong Kong Convention and Exhibition Centre, Hong Kong, 14-19 June 2015, Proceedings. Piscataway, NJ, p. 2593-2597 5 p. (IEEE International Symposium on Information Theory).

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

On the Volume of a Metric Ball in Unitary Group

Wei, L., Pitaval, R-A., Corander, J. & Tirkkonen, O., 2015, 2015 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY (ISIT): Hong Kong Convention and Exhibition Centre, Hong Kong, 14-19 June 2015, Proceedings. Piscataway, NJ, p. 191-195 5 p. (IEEE International Symposium on Information Theory).

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

PARALLEL INTERACTING MARKOV ADAPTIVE IMPORTANCE SAMPLING

Martino, L., Elvira, V., Luengo, D. & Corander, J., 2015, 2015 23RD EUROPEAN SIGNAL PROCESSING CONFERENCE (EUSIPCO). IEEE, p. 499-503 5 p. (European Signal Processing Conference).

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

SMELLY PARALLEL MCMC CHAINS

Martino, L., Elvira, V., Luengo, D., Artes-Rodriguez, A. & Corander, J., 2015, 2015 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING (ICASSP). p. 4070-4074 5 p. (International Conference on Acoustics Speech and Signal Processing ICASSP).

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

2014

AN ADAPTIVE POPULATION IMPORTANCE SAMPLER

Martino, L., Elvira, V., Luengo, D. & Corander, J., 2014, Unknown host publication. 5 p. (International Conference on Acoustics Speech and Signal Processing ICASSP).

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

Meta-Analysis of Genome-Wide Association Studies with Multivariate Traits

Cichonska, A., Marttinen, P., Ripatti, S., Rousu, J. & Pirinen, M., 2014, MLSB14: The eighth International Workshop on Machine Learning in Systems Biology 6-7 September 2014 Strasbourg, France. d'Alché-Buc, F. & Geurts, P. (eds.). p. 27-30 4 p.

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

On the Fluctuation of Mutual Information in Double Scattering MIMO Channels

Zheng, Z., Wei, L., Speicher, R., Müller, R., Hämäläinen, J. & Corander, J., 2014, International Zurich Seminar on Communications: February 26 – 28, 2014 : Proceedings. Zürich: ETH-Zürich , p. 104-107 4 p.

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

ORTHOGONAL MCMC ALGORITHMS

Martino, L., Elvira, V., Luengo, D., Artes-Rodriguez, A. & Corander, J., 2014, 2014 IEEE WORKSHOP ON STATISTICAL SIGNAL PROCESSING (SSP). IEEE, p. 364-367 4 p.

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

Outage capacity of OSTBCs over pico-cellular MIMO channels

Wei, L., Zheng, Z., Corander, J. & Taricco, G., 2014, Information Theory (ISIT), 2014 IEEE International Symposium . IEEE, p. 616-620 5 p.

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

Random Projection Based Clustering for Population Genomics

Tasoulis, S., Cheng, L., Välimäki, N., Croucher, N., Harris, S., Hanage, W., Roos, T. & Corander, J., 2014, Big Data (Big Data), 2014 IEEE International Conference on . IEEE, p. 675 - 682

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

Scenario based risk management for arctic shipping and operations

Ehlers, S., Kujula, P., Veitch, B., Khan, F. & Vanhatalo, J., 8 Jun 2014, ASME 2014 33rd International Conference on Ocean, Offshore and Arctic Engineering: Polar and Arctic Science and Technology. California, USA: The American Society of Mechanical Engineers, Vol. 10. 8 p.

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

2013

Experiences in developing risk analysis tools for oil spills in the Gulf of Finland – how to create learning systems to oil spill risk analysis?

Kuikka, S., Helle, I., Lehikoinen, A., Rahikainen, M., Vanhatalo, J., Mäntyniemi, S. & Hänninen, M., 2013, Asian Simulation and Modeling 2013 (ASIMMOD 2013). Bangkok: Centre of Excellence in Mathematics (CEM), p. 19-25

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

Inductive Inference and Partition Exchangeability in Classification

Corander, J., Cui, Y. & Koski, T., 2013, Algorithmic Probability and Friends: Bayesian Prediction and Artificial Intelligence. Berlin: Springer-Verlag, p. 91-105 15 p. (Lecture Notes in Computer Science; vol. 7070).

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

Urban particle number concentration forecast model evaluation

Mölgaard, B., Birmili, W., Clifford, S., Massling, A., Eleftheriadis, K., Norman, M., Vratolis, S., Wehner, B., Corander, J., Hämeri, K. & Hussein, T., 2013, Proceedings of FCoE in 'Physics, Chemistry, Biology and Meteorology of Atmospheric Composition and Climate Change' Annual Meeting 2013. p. 403-404 2 p. (Report Series in Aerosol Science; vol. Nro 142 (2013)).

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

2012

Integrated Bayesian risk analysis of ecosystem management in the Gulf of Finland, the Baltic Sea: How to do it?

Helle, I., Vanhatalo, J., Rahikainen, M., Mäntyniemi, S. & Kuikka, S., 2012, Joint ICES/PICES Session I Multidisciplinary perspectives in the use (and misuse) of science and scientific advice in Marine Spatial Planning. International Council for the Exploration of the Sea, 16 p. (ICES CM; vol. I, no. 04).

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

2011

Additive Gaussian process model to predict the spatial presence of the youngest stages of sea spawning whitefish (Coregonus lavaretus L. s.l.) larvae

Vanhatalo, J., Veneranta, L. & Hudd, R., Sep 2011, ICES Annual Science Conference 2011. International Council for the Exploration of the Sea, 4 p.

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

A Generative Approach for Image-Based Modeling of Tumor Growth

Menze, B. H., Van Leemput, K., Honkela, A., Konukoglu, E., Weber, M-A., Ayache, N. & Golland, P., 2011, Information Processing in Medical Imaging: 22nd International Conference, IPMI 2011, Kloster Irsee, Germany, July 3-8, 2011. Proceedings. Székely, G. & Hahn, H. K. (eds.). Springer-Verlag, p. 735-747 13 p. (Lecture Notes in Computer Science; vol. 6801).

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

Assessing pelagic fish stocks from acoustic and trawl survey data in the Baltic Sea

Vanhatalo, J., Juntunen, T., Peltonen, H. & Mäntyniemi, S., Sep 2011, ICES Annual Science Conference 2011. International Council for the Exploration of the Sea, 5 p.

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

Bayesian forecast model for size-fractionated urban particle number concentrations

Mölgaard, B., Hussein, T., Corander, J. & Hämeri, K., 2011, Proceedings of the Finnish Center of Excellence and Graduate School in 'Physics, Chemistry, Biology and Meteorology of Atmospheric Composition and Climate Change' Annual Workshop 18.–20.5.2011. p. 270-271 3 p. (Report series in aerosol science; vol. 126).

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

2005

Bayesian unsupervised classification algorithms based on parallel search strategy

Corander, J., 2005, 55th Session of the International Statistical Institute, 5-12 April 2005, Sydney, Australia. -optinen levy (CR-ROM).

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