Indicator vector
In mathematics, the indicator vector, characteristic vector, or incidence vector of a subset T of a set S is the vector {\displaystyle x_{T}:=(x_{s})_{s\in S}} such that {\displaystyle x_{s}=1} if {\displaystyle s\in T} and {\displaystyle x_{s}=0} if {\displaystyle s\notin T.}
If S is countable and its elements are numbered so that {\displaystyle S=\{s_{1},s_{2},\ldots ,s_{n}\}}, then {\displaystyle x_{T}=(x_{1},x_{2},\ldots ,x_{n})} where {\displaystyle x_{i}=1} if {\displaystyle s_{i}\in T} and {\displaystyle x_{i}=0} if {\displaystyle s_{i}\notin T.}
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
[edit ]If S is the set of natural numbers {\displaystyle \mathbb {N} }, 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
[edit ]- ^ Mirkin, Boris Grigorʹevich (1996). Mathematical Classification and Clustering. Springer. p. 112. ISBN 0-7923-4159-7 . Retrieved 10 February 2014.
- ^ von Luxburg, Ulrike (2007). "A Tutorial on Spectral Clustering" (PDF). Statistics and Computing. 17 (4): 2. Archived from the original (PDF) on 6 February 2011. Retrieved 10 February 2014.
- ^ Taghavi, Mohammad H. (2008). Decoding Linear Codes Via Optimization and Graph-based Techniques. p. 21. ISBN 9780549809043 . Retrieved 10 February 2014.