Santtu Tikka
Santtu Tikka
Postdoctoral researcher, University of Jyväskylä
Verified email at - Homepage
Cited by
Cited by
Identifying causal effects with the R package causaleffect
S Tikka, J Karvanen
arXiv preprint arXiv:1806.07161, 2018
Sublethal pyrethroid insecticide exposure carries positive fitness effects over generations in a pest insect
A Margus, S Piiroinen, P Lehmann, S Tikka, J Karvanen, L Lindström
Scientific reports 9 (1), 11320, 2019
Identifying causal effects via context-specific independence relations
S Tikka, A Hyttinen, J Karvanen
Advances in neural information processing systems 32, 2019
Causal effect identification from multiple incomplete data sources: A general search-based approach
S Tikka, A Hyttinen, J Karvanen
arXiv preprint arXiv:1902.01073, 2019
Do-search: a tool for causal inference and study design with multiple data sources
J Karvanen, S Tikka, A Hyttinen
Epidemiology 32 (1), 111-119, 2021
Simplifying probabilistic expressions in causal inference
S Tikka, J Karvanen
Journal of Machine Learning Research 18 (36), 1-30, 2017
Enhancing identification of causal effects by pruning
S Tikka, J Karvanen
Journal of Machine Learning Research 18 (194), 1-23, 2018
Estimation of causal effects with small data in the presence of trapdoor variables
J Helske, S Tikka, J Karvanen
Journal of the Royal Statistical Society Series A: Statistics in Society 184 …, 2021
Clustering and structural robustness in causal diagrams
S Tikka, J Helske, J Karvanen
Journal of Machine Learning Research 24 (195), 1-32, 2023
The gallium anomaly reassessed using a Bayesian approach
J Kostensalo, S Tikka, J Suhonen
arXiv preprint arXiv:2001.10064, 2020
Transgenerational sublethal pyrethroid exposure gives rise to insecticide resistance in a pest insect
A Margus, S Tikka, J Karvanen, L Lindström
Science of The Total Environment 908, 168114, 2024
Body weight and premature retirement: population-based evidence from Finland
J Viinikainen, S Tikka, M Laaksonen, T Jääskeläinen, P Böckerman, ...
European Journal of Public Health 31 (4), 731-736, 2021
Surrogate outcomes and transportability
S Tikka, J Karvanen
International Journal of Approximate Reasoning 108, 21-37, 2019
Improving identification algorithms in causal inference
S Tikka
Report/University of Jyväskylä, Department of Mathematics and Statistics, 2018
The effects of short-term glyphosate-based herbicide exposure on insect gene expression profiles
MJ Rainio, A Margus, S Tikka, M Helander, L Lindström
Journal of Insect Physiology 146, 104503, 2023
dynamite: An R Package for Dynamic Multivariate Panel Models
S Tikka, J Helske
arXiv preprint arXiv:2302.01607, 2023
Identifying counterfactual queries with the R package cfid
S Tikka
arXiv preprint arXiv:2210.14745, 2022
Estimating causal effects from panel data with dynamic multivariate panel models
J Helske, S Tikka
Advances in Life Course Research 60, 100617, 2024
Sima–an Open-source Simulation Framework for Realistic Large-scale Individual-level Data Generation
S Tikka, J Hakanen, M Saarela, J Karvanen
International Journal of Microsimulation 14 (3), 2021
Full Law Identification under Missing Data in the Categorical Colluder Model
S Tikka, J Karvanen
arXiv preprint arXiv:2402.05633, 2024
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