Indicator vector explained
In mathematics, the indicator vector, characteristic vector, or incidence vector of a subset T of a set S is the vector
such that
if
and
if
If S is countable and its elements are numbered so that
, then
where
if
and
if
To put it more simply, the indicator vector of T is a vector with one element for each element in S, with that element being one if the corresponding element of S is in T, and zero if it is not.[1] [2] [3]
An indicator vector is a special (countable) case of an indicator function.
Example
If S is the set of natural numbers
, and
T is some subset of the natural numbers, then the indicator vector is naturally a single point in the
Cantor space: that is, an infinite sequence of 1's and 0's, indicating membership, or lack thereof, in
T. Such vectors commonly occur in the study of
arithmetical hierarchy.
Notes and References
- Book: Mirkin, Boris Grigorʹevich . Mathematical Classification and Clustering. 112. 0-7923-4159-7. 1996. 10 February 2014.
- A Tutorial on Spectral Clustering. Ulrike. von Luxburg. Ulrike von Luxburg . Statistics and Computing. 17. 4. 2007. 2. 10 February 2014. https://web.archive.org/web/20110206100855/http://www.kyb.mpg.de/fileadmin/user_upload/files/publications/attachments/Luxburg07_tutorial_4488%5B0%5D.pdf#91;0].pdf. 6 February 2011. dead.
- Book: Taghavi, Mohammad H. . Decoding Linear Codes Via Optimization and Graph-based Techniques. 21. 2008. 9780549809043 . 10 February 2014.