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Markus Hartikainen
Markus Hartikainen
Lead AI Scientist, Silo AI
Verified email at silo.ai - Homepage
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Year
A survey on handling computationally expensive multiobjective optimization problems using surrogates: non-nature inspired methods
M Tabatabaei, J Hakanen, M Hartikainen, K Miettinen, K Sindhya
Structural and Multidisciplinary Optimization 52, 1-25, 2015
1122015
PAINT: Pareto front interpolation for nonlinear multiobjective optimization
M Hartikainen, K Miettinen, MM Wiecek
Computational optimization and applications 52, 845-867, 2012
832012
Constructing a Pareto front approximation for decision making
M Hartikainen, K Miettinen, MM Wiecek
Mathematical Methods of Operations Research 73, 209-234, 2011
432011
Sectoral policies cause incoherence in forest management and ecosystem service provisioning
C Blattert, K Eyvindson, M Hartikainen, D Burgas, M Potterf, J Lukkarinen, ...
Forest Policy and Economics 136, 102689, 2022
372022
Simultaneous optimization of harvest schedule and measurement strategy
A Kangas, M Hartikainen, K Miettinen
Scandinavian journal of forest research 29 (sup1), 224-233, 2014
232014
PAINT–SiCon: constructing consistent parametric representations of Pareto sets in nonconvex multiobjective optimization
ME Hartikainen, A Lovison
Journal of Global Optimization 62, 243-261, 2015
192015
Integrating risk management tools for regional forest planning: an interactive multiobjective value-at-risk approach
K Eyvindson, M Hartikainen, K Miettinen, A Kangas
Canadian Journal of Forest Research 48 (7), 766-773, 2018
172018
Interactive nonconvex pareto navigator for multiobjective optimization
M Hartikainen, K Miettinen, K Klamroth
European Journal of Operational Research 275 (1), 238-251, 2019
162019
Identifying objectives for a learning space management system with value-focused thinking
A Tuhkala, H Isomäki, M Hartikainen, AI Cristea, A Alessandrini
Proceedings of the 9th International Conference on Computer Supported …, 2017
132017
Data-based forest management with uncertainties and multiple objectives
M Hartikainen, K Eyvindson, K Miettinen, A Kangas
Machine Learning, Optimization, and Big Data: Second International Workshop …, 2016
122016
Climate targets in European timber-producing countries conflict with goals on forest ecosystem services and biodiversity
C Blattert, M Mönkkönen, D Burgas, F Di Fulvio, A Toraño Caicoya, ...
Communications earth & environment 4 (1), 119, 2023
102023
Future wood demands and ecosystem services trade-offs: A policy analysis in Norway
M Vergarechea, R Astrup, C Fischer, K Øistad, C Blattert, M Hartikainen, ...
Forest Policy and Economics 147, 102899, 2023
102023
An interactive surrogate-based method for computationally expensive multiobjective optimisation
M Tabatabaei, M Hartikainen, K Sindhya, J Hakanen, K Miettinen
Journal of the Operational Research Society 70 (6), 898-914, 2019
102019
Simultaneous optimization of harvest schedule and data quality
A Kangas, M Hartikainen, K Miettinen
Canadian Journal of Forest Research 45 (8), 1034-1044, 2015
102015
Applying the approximation method PAINT and the interactive method NIMBUS to the multiobjective optimization of operating a wastewater treatment plant
ME Hartikainen, V Ojalehto, K Sahlstedt
Engineering Optimization 47 (3), 328-346, 2015
92015
Pareto front approximations for decision making with inherent non-dominance
M Hartikainen, K Miettinen, MM Wiecek
New State of MCDM in the 21st Century, Selected Papers of the 20th …, 2011
92011
ANOVA-MOP: ANOVA decomposition for multiobjective optimization
M Tabatabaei, A Lovison, M Tan, M Hartikainen, K Miettinen
SIAM Journal on Optimization 28 (4), 3260-3289, 2018
82018
Potential of interactive multiobjective optimization in supporting the design of a groundwater biodenitrification process
G Saccani, J Hakanen, K Sindhya, V Ojalehto, M Hartikainen, M Antonelli, ...
Journal of environmental management 254, 109770, 2020
52020
On Generalizing Lipschitz Global Methods for Multiobjective Optimization
A Lovison, ME Hartikainen
Evolutionary Multi-Criterion Optimization, 264-278, 2015
52015
Decision making on Pareto front approximations with inherent nondominance
M Hartikainen, K Miettinen, MM Wiecek
New State of MCDM in the 21st Century: Selected Papers of the 20th …, 2011
42011
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Articles 1–20