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Conditional independence testing is an important problem, especially in Bayesian network learning and causal discovery. Due to the curse of dimensionality, testing for conditional independence of continuous variables is particularly…

机器学习 · 计算机科学 2012-02-20 Kun Zhang , Jonas Peters , Dominik Janzing , Bernhard Schoelkopf

We generalize Franz' independence in tensor categories with inclusions from two morphisms (which represent generalized random variables) to arbitrary ordered families of morphisms. We will see that this only works consistently if the unit…

范畴论 · 数学 2022-10-11 Malte Gerhold , Stephanie Lachs , Michael Schürmann

We make use of a forcing technique for extending Boolean algebras. The same type of forcing was employed in [BK81], [Kos99], and elsewhere. Using and modifying a lemma of Koszmider, and using CH, we obtain an atomless BA, A such that f(A) =…

逻辑 · 数学 2013-12-10 Kevin Selker

Cyclic monotone independence is an algebraic notion of noncommutative independence, introduced in the study of multi-matrix random matrix models with small rank. Its algebraic form turns out to be surprisingly close to monotone…

算子代数 · 数学 2024-11-12 Benoît Collins , Felix Leid , Noriyoshi Sakuma

In this article, the notion of bi-monotonic independence is introduced as an extension of monotonic independence to the two-faced framework for a family of pairs of algebras in a non-commutative space. The associated cumulants are defined…

算子代数 · 数学 2021-06-25 Yinzheng Gu , Takahiro Hasebe , Paul Skoufranis

We show that the d -separation criterion constitutes a valid test for conditional independence relationships that are induced by feedback systems involving discrete variables.

人工智能 · 计算机科学 2013-02-18 Judea Pearl , Rina Dechter

For a family of unital free *-algebras with a family of states on them, we construct a sequence of noncommutative probability spaces, which are tensor product algebras with tensor product states and which approximate the free product of…

量子代数 · 数学 2014-07-25 Romuald Lenczewski

Modal dependence logics are modal logics defined on the basis of team semantics and have the downward closure property. In this paper, we introduce sound and complete deduction systems for the major modal dependence logics, especially those…

逻辑 · 数学 2018-12-19 Fan Yang

The predictive ability of database classifiers constructed with a network of interacting chemical oscillators is studied. Databases considered here are composed of records, where each record contains a number of parameters (predictors)…

适应与自组织系统 · 物理学 2018-09-05 L. Zommer , K. Gizynski , J. Gorecki

Recently, data abstraction has been studied in the context of separation logic, with noticeable practical successes: the developed logics have enabled clean proofs of tricky challenging programs, such as subject-observer patterns, and they…

编程语言 · 计算机科学 2015-07-01 Jacob Thamsborg , Lars Birkedal , Hongseok Yang

The dependency core calculus (DCC), a simple extension of the computational lambda calculus, captures a common notion of dependency that arises in many programming language settings. This notion of dependency is closely related to the…

编程语言 · 计算机科学 2010-04-09 Avik Chaudhuri

We give a definition of some classes of boolean algebras generalizing free boolean algebras; they satisfy a universal property that certain functions extend to homomorphisms. We give a combinatorial property of generating sets of these…

逻辑 · 数学 2011-10-04 Corey Thomas Bruns

It is well-known that a Hilbert-style deduction system for first-order classical logic is sound and complete for a model theory built using all Boolean algebras as truth-value algebras if and only if it is sound and complete for a model…

逻辑 · 数学 2016-06-21 Richard DeJonghe , Kimberly Frey , Tom Imbo

Deletion is a fundamental database operation, yet modern systems often fail to provide the privacy guarantee that users expect from it. A deleted value may disappear from query results and even from physical storage, yet remain inferable…

We define an analogue of the Fox derivatives for differential polynomial algebras and give a criterion for differential algebraic dependence of a finite system of elements. In particular, we prove that differential algebraic dependence of a…

环与代数 · 数学 2020-01-03 Bibinur Duisengalieva , Ualbai Umirbaev

Separation logics are a family of extensions of Hoare logic for reasoning about programs that mutate memory. These logics are "abstract" because they are independent of any particular concrete memory model. Their assertion languages, called…

计算机科学中的逻辑 · 计算机科学 2013-11-27 Zhe Hou , Ranald Clouston , Rajeev Gore , Alwen Tiu

This expository paper treats the model theory of probability spaces using the framework of continuous $[0,1]$-valued first order logic. The metric structures discussed, which we call probability algebras, are obtained from probability…

逻辑 · 数学 2023-02-06 Alexander Berenstein , C. Ward Henson

The local Markov condition for a DAG to be an independence map of a probability distribution is well known. For DAGs with latent variables, represented as bi-directed edges in the graph, the local Markov property may invoke exponential…

人工智能 · 计算机科学 2012-07-09 Changsung Kang , Jin Tian

It is well known that while the independence of random variables implies zero correlation, the opposite is not true. Namely, uncorrelated random variables are not necessarily independent. In this note we show that the implication could be…

统计理论 · 数学 2024-04-22 Piotr Jaworski , Damian Jelito , Marcin Pitera

Constraints on entropies are considered to be the laws of information theory. Even though the pursuit of their discovery has been a central theme of research in information theory, the algorithmic aspects of constraints on entropies remain…

信息论 · 计算机科学 2020-04-28 Mahmoud Abo Khamis , Phokion G. Kolaitis , Hung Q. Ngo , Dan Suciu
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