Gi-Soo KimMyunghee Cho PaikHongsoo KimNorth-HollandKim, G.-S., Paik, M. C., and Kim, H. (2016). Causal inference with observational data under cluster-specific non-ignorable assignment mechanism. Computational Statistics and Data Analysis, http://dx.doi.org/10.1016/j.csda.2016.10.002....
Spurious spatial regression and other threats to valid causal inference discussed in this chapter undermine practical efforts to causally link health effects to geographic sources, even when there are clear statistical associations between them. This chapter demonstrates the methodological problems by ...
12,13,14,15]. The integration of machine learning into a causal inference paradigm was also studied, although mostly theoretically [16,17,18,19,20]. However, the relationship between machine learning and a causal inference paradigm in the context of pharmacovigilance has...
www.nature.com/scientificreports OPEN Causal Inference and Explaining Away in a Spiking Network received: 27 May 2015 accepted: 30 October 2015 Published: 01 December 2015 Rubén Moreno-Bote1,2,3 & Jan Drugowitsch4 While the brain uses spiking neurons for communication, theoretical research ...
Causal inference, whether through probabilistic, statistical, or machine learning-oriented algorithms, addresses the question of “Why did this happen?” rather than “What features or factors are associated with this outcome?” [27, 28]. This approach is expected to influence medical policies and ...
Although comprehensive in terms of longitudinal characterization of disease development and progression for a potentially large number of patients, population-based inference using these datasets require thoughtful modifications to sample selection and analytic strategies relative to other types of studies. ...
Files dev .github dev docs examples data images Basic Operations on Bayesian Network.ipynb Causal Games.ipynb Causal Inference.ipynb Creating a Discrete Bayesian Network.ipynb Extending pgmpy.ipynb Gaussian Bayesian Networks (GBNs).ipynb Inference in Discrete Bayesian Networks.ipynb ...
Bootstrap inference when using multiple imputation Statistics in Medicine, 37 (14) (2018), pp. 2252-2266, 10.1002/sim.7654 View in ScopusGoogle Scholar Seedat et al., 2009 S. Seedat, K.M. Scott, M.C. Angermeyer, P. Berglund, E.J. Bromet, T.S. Brugha, …, R.C. Kessler Cross...
OrthoFinder: phylogenetic orthology inference for comparative genomics. Genome Biol. 2019;20(1):238. Article PubMed PubMed Central Google Scholar Katoh K, Standley DM. MAFFT multiple sequence alignment software version 7: improvements in performance and usability. Mol Biol Evol. 2013;30(4):772–...
For example, consider the following challenge. Someone drops a small buoy off the back of a boat somewhere in the middle of the ocean between LA and Hawaii, the buoy sends you its precise GPS position at 1 second intervals for an hour after hitting the water. ...