Publications

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Conference contribution
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

Open Access
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2015

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

2014

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: 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

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

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