S. Kuznetsov. Annals of Mathematics and Artificial Intelligence, 49 (1):
101--115(April 2007)
Abstract
Abstract In this paper we define and analyze stability of a formal concept. A stability index is based on the idea of a dependency
in a dataset that can be reconstructed from different parts of the dataset. This idea, underlying various methods of estimatingscientific hypotheses, is used here for estimating concept-based hypotheses. Combinatorial properties of stability indices,algorithmic comlpexity of their computation, as well as their dynamics with arrival of new examples are studied.
%0 Journal Article
%1 kuznetsov/amai/07
%A Kuznetsov, Sergei
%D 2007
%J Annals of Mathematics and Artificial Intelligence
%K formalConceptAnalysis
%N 1
%P 101--115
%T On stability of a formal concept
%U http://dx.doi.org/10.1007/s10472-007-9053-6
%V 49
%X Abstract In this paper we define and analyze stability of a formal concept. A stability index is based on the idea of a dependency
in a dataset that can be reconstructed from different parts of the dataset. This idea, underlying various methods of estimatingscientific hypotheses, is used here for estimating concept-based hypotheses. Combinatorial properties of stability indices,algorithmic comlpexity of their computation, as well as their dynamics with arrival of new examples are studied.
@article{kuznetsov/amai/07,
abstract = {Abstract In this paper we define and analyze stability of a formal concept. A stability index is based on the idea of a dependency
in a dataset that can be reconstructed from different parts of the dataset. This idea, underlying various methods of estimatingscientific hypotheses, is used here for estimating concept-based hypotheses. Combinatorial properties of stability indices,algorithmic comlpexity of their computation, as well as their dynamics with arrival of new examples are studied.},
added-at = {2010-03-12T16:21:19.000+0100},
author = {Kuznetsov, Sergei},
biburl = {https://www.bibsonomy.org/bibtex/295772545b882d5cdd72ac257d33a12a8/mboley},
description = {SpringerLink - Zeitschriftenbeitrag},
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journal = {Annals of Mathematics and Artificial Intelligence},
keywords = {formalConceptAnalysis},
month = {#apr#},
number = 1,
pages = {101--115},
timestamp = {2010-03-12T16:21:19.000+0100},
title = {On stability of a formal concept},
url = {http://dx.doi.org/10.1007/s10472-007-9053-6},
volume = 49,
year = 2007
}