Santtu Tikka

According to our database, Santtu Tikka authored at least 13 papers between 2017 and 2026.

Collaborative distances:

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

2026

Early Warning Signals Appear Long Before Dropping Out: An Idiographic Approach Grounded in Complex Dynamic Systems Theory.

Mohammed Saqr, Sonsoles López-Pernas, Santtu Tikka, Markus Spitzer

Proceedings of the LAK26: 16th International Learning Analytics and Knowledge Conference, 2026

2025

Clustering and Pruning in Causal Data Fusion.

Otto Tabell, Santtu Tikka, Juha Karvanen

CoRR, May, 2025

Monotone Missing Data: A Blessing and a Curse.

Santtu Tikka, Juha Karvanen

Trans. Mach. Learn. Res., 2025

dynamite : An <i>R</i> Package for Dynamic Multivariate Panel Models.

Santtu Tikka, Jouni Helske

J. Stat. Softw., 2025

Transition Network Analysis: A Novel Framework for Modeling, Visualizing, and Identifying the Temporal Patterns of Learners and Learning Processes.

Mohammed Saqr, Sonsoles López-Pernas, Tiina Törmänen, Rogers Kaliisa, Kamila Misiejuk, Santtu Tikka

Proceedings of the 15th International Learning Analytics and Knowledge Conference, 2025

2024

Simulating Counterfactuals.

Juha Karvanen, Santtu Tikka, Matti Vihola

J. Artif. Intell. Res., 2024

2023

Identifying Counterfactual Queries with the R Package cfid.

Santtu Tikka

R J., June, 2023

Clustering and Structural Robustness in Causal Diagrams.

Santtu Tikka, Jouni Helske, Juha Karvanen

J. Mach. Learn. Res., 2023

2021

Causal Effect Identification from Multiple Incomplete Data Sources: A General Search-Based Approach.

Santtu Tikka, Antti Hyttinen, Juha Karvanen

J. Stat. Softw., 2021

2019

Surrogate outcomes and transportability.

Santtu Tikka, Juha Karvanen

Int. J. Approx. Reason., 2019

Identifying Causal Effects via Context-specific Independence Relations.

Santtu Tikka, Antti Hyttinen, Juha Karvanen

Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019

2017

Enhancing Identification of Causal Effects by Pruning.

Santtu Tikka, Juha Karvanen

J. Mach. Learn. Res., 2017

Simplifying Probabilistic Expressions in Causal Inference.

Santtu Tikka, Juha Karvanen

J. Mach. Learn. Res., 2017