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Santtu Tikka
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2020 – today
- 2025
 [c2]Mohammed Saqr [c2]Mohammed Saqr , Sonsoles López-Pernas , Sonsoles López-Pernas , Tiina Törmänen , Tiina Törmänen , Rogers Kaliisa , Rogers Kaliisa , Kamila Misiejuk , Kamila Misiejuk , Santtu Tikka , Santtu Tikka : :
 Transition Network Analysis: A Novel Framework for Modeling, Visualizing, and Identifying the Temporal Patterns of Learners and Learning Processes. LAK 2025: 351-361
 [i9]Otto Tabell, Santtu Tikka, Juha Karvanen: [i9]Otto Tabell, Santtu Tikka, Juha Karvanen:
 Clustering and Pruning in Causal Data Fusion. CoRR abs/2505.15215 (2025)
- 2024
 [j7]Juha Karvanen [j7]Juha Karvanen , Santtu Tikka , Santtu Tikka , Matti Vihola , Matti Vihola : :
 Simulating Counterfactuals. J. Artif. Intell. Res. 80: 835-857 (2024)
 [i8]Mohammed Saqr [i8]Mohammed Saqr , Sonsoles López-Pernas, Tiina Törmänen, Rogers Kaliisa, Kamila Misiejuk, Santtu Tikka: , Sonsoles López-Pernas, Tiina Törmänen, Rogers Kaliisa, Kamila Misiejuk, Santtu Tikka:
 Transition Network Analysis: A Novel Framework for Modeling, Visualizing, and Identifying the Temporal Patterns of Learners and Learning Processes. CoRR abs/2411.15486 (2024)
- 2023
 [j6]Santtu Tikka, Jouni Helske, Juha Karvanen: [j6]Santtu Tikka, Jouni Helske, Juha Karvanen:
 Clustering and Structural Robustness in Causal Diagrams. J. Mach. Learn. Res. 24: 195:1-195:32 (2023)
 [j5]Santtu Tikka [j5]Santtu Tikka : :
 Identifying Counterfactual Queries with the R Package cfid. R J. 15(2): 330-343 (2023)
 [i7]Juha Karvanen, Santtu Tikka, Matti Vihola: [i7]Juha Karvanen, Santtu Tikka, Matti Vihola:
 Simulating counterfactuals. CoRR abs/2306.15328 (2023)
- 2021
 [j4]Santtu Tikka [j4]Santtu Tikka , Antti Hyttinen, Juha Karvanen , Antti Hyttinen, Juha Karvanen : :
 Causal Effect Identification from Multiple Incomplete Data Sources: A General Search-Based Approach. J. Stat. Softw. 99(5) (2021)
 [i6]Santtu Tikka, Jouni Helske, Juha Karvanen: [i6]Santtu Tikka, Jouni Helske, Juha Karvanen:
 Clustering and Structural Robustness in Causal Diagrams. CoRR abs/2111.04513 (2021)
- 2020
 [i5]Santtu Tikka, Antti Hyttinen, Juha Karvanen: [i5]Santtu Tikka, Antti Hyttinen, Juha Karvanen:
 Identifying Causal Effects via Context-specific Independence Relations. CoRR abs/2009.09768 (2020)
2010 – 2019
- 2019
 [j3]Santtu Tikka [j3]Santtu Tikka , Juha Karvanen , Juha Karvanen : :
 Surrogate outcomes and transportability. Int. J. Approx. Reason. 108: 21-37 (2019)
 [c1]Santtu Tikka, Antti Hyttinen, Juha Karvanen: [c1]Santtu Tikka, Antti Hyttinen, Juha Karvanen:
 Identifying Causal Effects via Context-specific Independence Relations. NeurIPS 2019: 2800-2810
 [i4]Santtu Tikka, Antti Hyttinen, Juha Karvanen: [i4]Santtu Tikka, Antti Hyttinen, Juha Karvanen:
 Causal Effect Identification from Multiple Incomplete Data Sources: A General Search-based Approach. CoRR abs/1902.01073 (2019)
- 2018
 [i3]Santtu Tikka, Juha Karvanen: [i3]Santtu Tikka, Juha Karvanen:
 Simplifying Probabilistic Expressions in Causal Inference. CoRR abs/1806.07082 (2018)
 [i2]Santtu Tikka, Juha Karvanen: [i2]Santtu Tikka, Juha Karvanen:
 Enhancing Identification of Causal Effects by Pruning. CoRR abs/1806.07085 (2018)
 [i1]Santtu Tikka, Juha Karvanen: [i1]Santtu Tikka, Juha Karvanen:
 Surrogate Outcomes and Transportability. CoRR abs/1806.07172 (2018)
- 2017
 [j2]Santtu Tikka, Juha Karvanen: [j2]Santtu Tikka, Juha Karvanen:
 Simplifying Probabilistic Expressions in Causal Inference. J. Mach. Learn. Res. 18: 36:1-36:30 (2017)
 [j1]Santtu Tikka, Juha Karvanen: [j1]Santtu Tikka, Juha Karvanen:
 Enhancing Identification of Causal Effects by Pruning. J. Mach. Learn. Res. 18: 194:1-194:23 (2017)
Coauthor Index

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last updated on 2025-06-30 20:55 CEST by the dblp team
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