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 estimating scientific 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 Kuznetsov2007
%A Kuznetsov, Sergei O.
%D 2007
%J Annals of Mathematics and Artificial Intelligence
%K fca
%N 1
%P 101--115
%R 10.1007/s10472-007-9053-6
%T On stability of a formal concept
%U https://doi.org/10.1007/s10472-007-9053-6
%V 49
%X 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 estimating scientific 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{Kuznetsov2007,
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 estimating scientific 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 = {2019-03-01T18:50:04.000+0100},
author = {Kuznetsov, Sergei O.},
biburl = {https://www.bibsonomy.org/bibtex/263cbfb0baa3d4f548902be4af32146f9/johirth},
day = 01,
doi = {10.1007/s10472-007-9053-6},
interhash = {db5bf70e9930c92d29c3413e96d74c91},
intrahash = {63cbfb0baa3d4f548902be4af32146f9},
issn = {1573-7470},
journal = {Annals of Mathematics and Artificial Intelligence},
keywords = {fca},
month = apr,
number = 1,
pages = {101--115},
timestamp = {2019-03-01T18:50:04.000+0100},
title = {On stability of a formal concept},
url = {https://doi.org/10.1007/s10472-007-9053-6},
volume = 49,
year = 2007
}