Santtu Tikka

Publication Activity (10 Years)

Years Active: 2017-2024
Publications (10 Years): 15

Top Topics

Abductive Reasoning

Causal Relations

Top Venues

J. Mach. Learn. Res.

Int. J. Approx. Reason.

Publications

Juha Karvanen, Santtu Tikka, Matti Vihola
Simulating Counterfactuals. J. Artif. Intell. Res. 80 (2024)
Juha Karvanen, Santtu Tikka, Matti Vihola
Simulating counterfactuals. CoRR (2023)
Santtu Tikka
Identifying Counterfactual Queries with the R Package cfid. R J. 15 (2) (2023)
Santtu Tikka, Jouni Helske, Juha Karvanen
Clustering and Structural Robustness in Causal Diagrams. J. Mach. Learn. Res. 24 (2023)
Santtu Tikka, Antti Hyttinen, Juha Karvanen
Causal Effect Identification from Multiple Incomplete Data Sources: A General Search-Based Approach. J. Stat. Softw. 99 (5) (2021)
Santtu Tikka, Jouni Helske, Juha Karvanen
Clustering and Structural Robustness in Causal Diagrams. CoRR (2021)
Santtu Tikka, Antti Hyttinen, Juha Karvanen
Identifying Causal Effects via Context-specific Independence Relations. CoRR (2020)
Santtu Tikka, Juha Karvanen
Surrogate outcomes and transportability. Int. J. Approx. Reason. 108 (2019)
Santtu Tikka, Antti Hyttinen, Juha Karvanen
Causal Effect Identification from Multiple Incomplete Data Sources: A General Search-based Approach. CoRR (2019)
Santtu Tikka, Antti Hyttinen, Juha Karvanen
Identifying Causal Effects via Context-specific Independence Relations. NeurIPS (2019)
Santtu Tikka, Juha Karvanen
Enhancing Identification of Causal Effects by Pruning. CoRR (2018)
Santtu Tikka, Juha Karvanen
Simplifying Probabilistic Expressions in Causal Inference. CoRR (2018)
Santtu Tikka, Juha Karvanen
Surrogate Outcomes and Transportability. CoRR (2018)
Santtu Tikka, Juha Karvanen
Enhancing Identification of Causal Effects by Pruning. J. Mach. Learn. Res. 18 (2017)
Santtu Tikka, Juha Karvanen
Simplifying Probabilistic Expressions in Causal Inference. J. Mach. Learn. Res. 18 (2017)