There is a growing use of neural network classifiers as unbinned, high-dimensional (and variable-dimensional) reweighting functions. To date, the focus has been on marginal reweighting, where subset features are used for while all other integrated over. some situations, though, it preferable to condition auxiliary instead marginalizing over them. In this paper, we introduce conditional which ex...

Researchers are often interested in treatment effects on outcomes that only defined conditional a post-treatment event status. For example, study of the effect different cancer treatments quality life at end follow-up, individuals who die during is undefined. In these settings, naive contrast variable not an average causal effect, even randomized experiment. Therefore principal stratum those wo...

While conditional forecasting has become prevalent both in the academic literature and practice (e.g., bank stress testing, scenario forecasting), its applications typically focus on continuous ...

Conditionals are useful for modelling, but not always sufficiently expressive capturing information accurately. In this paper we make the case a form of conditional that is situation-based. These conditionals more than classical conditionals, general enough to be used in several application domains, and able distinguish, example, between expectations counterfactuals. Formally, they shown genera...

We resolve three long-standing open problems, namely the (algorithmic) decidability of network coding, conditional information inequalities, and independence implication among random variables, by showing that these problems are undecidable. The proof utilizes a construction inspired Herrmann’s arguments on embedded multivalued database dependencies, studied Dougherty, Freiling Zeger, together ...

the notion of a $d$-poset was introduced in a connection withquantum mechanical models. in this paper, we introduce theconditional expectation of  random variables on thek^{o}pka's $d$-poset and prove the basic properties ofconditional expectation on this  structure.