41 citations · 112 across the 21 of their papers we have counts for
5 papers · 1 filter
Identifying Causal Effects via Context-specific Independence Relations
Santtu Tikka, Antti Hyttinen, Juha Karvanen
Causal effect identification considers whether an interventional probability distribution can be uniquely determined from a passively observed distribution in a given causal struct…
Simulation Framework for Realistic Large-scale Individual-level Data Generation with an Application in the Health Domain
Santtu Tikka, Jussi Hakanen, Mirka Saarela +1
We propose a framework for realistic data generation and simulation of complex systems and demonstrate its capabilities in the health domain. The main use cases of the framework ar…
Do-search -- a tool for causal inference and study design with multiple data sources
Juha Karvanen, Santtu Tikka, Antti Hyttinen
Epidemiological evidence is based on multiple data sources including clinical trials, cohort studies, surveys, registries and expert opinions. Merging information from different so…
Estimation of causal effects with small data in the presence of trapdoor variables
Jouni Helske, Santtu Tikka, Juha Karvanen
We consider the problem of estimating causal effects of interventions from observational data when well-known back-door and front-door adjustments are not applicable. We show that…
The gallium anomaly reassessed using a Bayesian approach
Joel Kostensalo, Santtu Tikka, Jouni Suhonen
The solar-neutrino detectors GALLEX and SAGE were calibrated by electron-neutrino flux from the Ar and Cr calibration sources. A deficit in the measured neutrino flux…