Sjölander, Arvid
- A General Method for Deriving Tight Symbolic Bounds on Causal Effects
2020/03/24 by Michael C. Sachs, Gustav Jonzon, Sachs, Michael C +5 · 5 citations
Computer Science · #Bayesian Modeling and Causal Inference #Machine Learning and Algorithms #Complexity and Algorithms in Graphs
- Nonparametric bounds for causal effects in imperfect randomized experiments
2020/10/11 by Erin E. Gabriel, Gabriel, Erin E., Arvid Sjölander +3 · 4 citations
Mathematics · Decision Sciences · #Advanced Causal Inference Techniques #Statistical Methods in Clinical Trials #Optimal Experimental Design Methods
- Sharp nonparametric bounds for decomposition effects with two binary mediators
2021/12/27 by Erin E. Gabriel, Gabriel, Erin E, Michael C. Sachs +3 · 2 citations
Mathematics · #Advanced Causal Inference Techniques #FOS: Computer and information sciences #Methodology (stat.ME) #Statistical Methods and Bayesian Inference #Statistical Methods in Clinical Trials
- Sharp Lower and Upper Bounds for the Covariance of Bounded Random Variables
2021/06/18 by Ola Hössjer, Arvid Sjölander, Hössjer, Ola +1 · 1 citation
Computer Science · Mathematics · #Bayesian Methods and Mixture Models #FOS: Mathematics #Probability (math.PR) #Statistical Methods and Inference #Statistics Theory (math.ST)
- Aim for clinical utility, not just predictive accuracy
2019/08/29 by Sachs, Michael C, Sjölander, Arvid, Gabriel, Erin E · 1 citation
#Applications (stat.AP) #FOS: Biological sciences #FOS: Computer and information sciences #Quantitative Methods (q-bio.QM)