Annika Kangas

According to our database, Annika Kangas authored at least 13 papers between 2004 and 2025.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2025

A lightweight dataflow-based software framework for building forest simulators.

Tapio Lempinen, Lauri Mehtätalo, Annika Kangas, Tero Heinonen, Paulo Borges, Jari Vauhkonen

Environ. Model. Softw., 2025

Enhancing forest inventory Accuracy: Comparing 3D-CNN and k-NN with genetic algorithm Approaches using ALS data across boreal bioregions.

Andras Balazs, Sakari Tuominen, Annika Kangas

Comput. Electron. Agric., 2025

2023

Leveraging remotely sensed non-wall-to-wall data for wall-to-wall upscaling in forest inventory.

Fangting Chen, Zhengyang Hou, Svetlana Saarela, Ronald E. McRoberts, Göran Ståhl, Annika Kangas, Petteri Packalen, Bo Li, Qing Xu

Int. J. Appl. Earth Obs. Geoinformation, May, 2023

2022

Quantifying the effects of competition on the dimensions of Scots pine and Norway spruce crowns.

Timo P. Pitkänen, S. Bianchi, Annika Kangas

Int. J. Appl. Earth Obs. Geoinformation, 2022

Gamification of forest-going: Opportunities for players, landowners and the forest industry.

Samuli Laato, Sari Pynnönen, Annika Kangas

Proceedings of the 6th International GamiFIN Conference, Tampere, Finland, April 26-29, 2022, 2022

2021

Improving TLS-based stem volume estimates by field measurements.

Timo P. Pitkänen, Pasi Raumonen, Xinlian Liang, Matti Lehtomäki, Annika Kangas

Comput. Electron. Agric., 2021

2020

Errors related to the automatized satellite-based change detection of boreal forests in Finland.

Timo P. Pitkänen, Laura Sirro, Lauri Häme, Tuomas Häme, Markus Törmä, Annika Kangas

Int. J. Appl. Earth Obs. Geoinformation, 2020

2016

Data-Based Forest Management with Uncertainties and Multiple Objectives.

Markus Hartikainen, Kyle Eyvindson, Kaisa Miettinen, Annika S. Kangas

Proceedings of the Machine Learning, Optimization, and Big Data, 2016

2015

Relative Efficiency of ALS and InSAR for Biomass Estimation in a Tanzanian Rainforest.

Endre Hofstad Hansen, Terje Gobakken, Svein Solberg, Annika Kangas, Liviu Theodor Ene, Ernest Mauya, Erik Næsset

Remote. Sens., 2015

Interactive preference elicitation incorporating a priori and a posteriori methods.

Kyle Eyvindson, Teppo Hujala, Mikko Kurttila, Annika S. Kangas

Ann. Oper. Res., 2015

2012

Comparing K Nearest Neighbours Methods and Linear Regression - Is There Reason To Select One Over the Other?

Arto Haara, Annika S. Kangas

Math. Comput. For. Nat. Resour. Sci., 2012

2011

Kriging with External Drift in Model Localization.

Minna Räty, Juha Heikkinen, Annika S. Kangas

Math. Comput. For. Nat. Resour. Sci., 2011

2004

Rank-based modelling of preferences in multi-criteria decision making.

Pekka Leskinen, Annika S. Kangas, Jyrki Kangas

Eur. J. Oper. Res., 2004