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In this paper, based on results of exact learning and test theory, we study arbitrary infinite binary information systems each of which consists of an infinite set of elements and an infinite set of two-valued functions (attributes) defined…

计算复杂性 · 计算机科学 2022-01-13 Mikhail Moshkov

Conformal Prediction (CP) is a distribution-free uncertainty estimation framework that constructs prediction sets guaranteed to contain the true answer with a user-specified probability. Intuitively, the size of the prediction set encodes a…

机器学习 · 计算机科学 2025-02-18 Alvaro H. C. Correia , Fabio Valerio Massoli , Christos Louizos , Arash Behboodi

Category systems are central components of knowledge bases, as they provide a hierarchical grouping of semantically related concepts and entities. They are a unique and valuable resource that is utilized in a broad range of information…

信息检索 · 计算机科学 2020-08-20 Shuo Zhang , Krisztian Balog , Jamie Callan

Despite large incentives, ecorrectness in software remains an elusive goal. Declarative programming techniques, where algorithms are derived from a specification of the desired behavior, offer hope to address this problem, since there is a…

编程语言 · 计算机科学 2018-01-22 Anthony Di Franco

We define a notion of an arithmetic set in an arbitrary countable group and study properties of these sets in the cases of Abelian groups and non-abelian free groups.

群论 · 数学 2014-12-02 Azer Akhmedov , Damiano Fulghesu

Tableaux originate as a decision method for a logical language. They can also be extended to obtain a structure that spells out all the information in a set of sentences in terms of truth value assignments to atomic formulas that appear in…

cmp-lg · 计算机科学 2008-02-03 Pablo Gervas

We introduce the Insertion Chain Complex, a higher-dimensional extension of insertion graphs, as a new framework for analyzing finite sets of words. We study its topological and combinatorial properties, in particular its homology groups,…

组合数学 · 数学 2025-09-17 Nataša Jonoska , Francisco Martinez-Figueroa , Masahico Saito

Separation Logic with inductive definitions is a well-known approach for deductive verification of programs that manipulate dynamic data structures. Deciding verification conditions in this context is usually based on user-provided lemmas…

计算机科学中的逻辑 · 计算机科学 2015-07-21 Constantin Enea , Mihaela Sighireanu , Zhilin Wu

We define a monoidal semantics for algebraic theories. The basis for the definition is provided by the analysis of the structural rules in the term calculus of algebraic languages. Models are described both explicitly, in a form that…

逻辑 · 数学 2017-05-26 Luca Mauri

The goal of confidence-set learning in the binary classification setting is to construct two sets, each with a specific probability guarantee to cover a class. An observation outside the overlap of the two sets is deemed to be from one of…

机器学习 · 统计学 2018-10-01 Wenbo Wang , Xingye Qiao

An inductive logic can be formulated in which the elements are not propositions or probability distributions, but information systems. The logic is complete for information systems with binary hypotheses, i.e., it applies to all such…

人工智能 · 计算机科学 2013-04-11 Norman C. Dalkey

The first investigation is made of designs for screening experiments where the response variable is approximated by a generalised linear model. A Bayesian information capacity criterion is defined for the selection of designs that are…

统计方法学 · 统计学 2016-10-27 David C. Woods , James M. McGree , Susan M. Lewis

Previous algorithms for the construction of Bayesian belief network structures from data have been either highly dependent on conditional independence (CI) tests, or have required an ordering on the nodes to be supplied by the user. We…

人工智能 · 计算机科学 2013-03-08 Moninder Singh , Marco Valtorta

In this paper, we show that coherent sets of gambles can be embedded into the algebraic structure of information algebra. This leads firstly, to a new perspective of the algebraic and logical structure of desirability and secondly, it…

人工智能 · 计算机科学 2021-05-26 Juerg Kohlas , Arianna Casanova , Marco Zaffalon

We present a mechanism for constructing graphical models, specifically Bayesian networks, from a knowledge base of general probabilistic information. The unique feature of our approach is that it uses a powerful first-order probabilistic…

人工智能 · 计算机科学 2013-03-08 Fahiem Bacchus

We present several enumeration results holding in sets of words called neutral and which satisfy restrictive conditions on the set of possible extensions of nonempty words. These formulae concern return words and bifix codes. They…

离散数学 · 计算机科学 2015-03-23 Francesco Dolce , Dominique Perrin

Methods for choosing from a set of options are often based on a strict partial order on these options, or on a set of such partial orders. I here provide a very general axiomatic characterisation for choice functions of this form. It…

人工智能 · 计算机科学 2020-04-03 Jasper De Bock

The Information bottleneck method is an unsupervised non-parametric data organization technique. Given a joint distribution P(A,B), this method constructs a new variable T that extracts partitions, or clusters, over the values of A that are…

机器学习 · 计算机科学 2013-01-14 Nir Friedman , Ori Mosenzon , Noam Slonim , Naftali Tishby

In this paper, we show that coherent sets of gambles and coherent lower and upper previsions can be embedded into the algebraic structure of information algebra. This leads firstly, to a new perspective of the algebraic and logical…

人工智能 · 计算机科学 2021-04-28 Arianna Casanova , Juerg Kohlas , Marco Zaffalon

We give a sufficient condition for an algebraic structure to have a computable presentation with a computable basis and a computable presentation with no computable basis. We apply the condition to differentially closed, real closed, and…