Indicator vector
In mathematics, the indicator vector or characteristic vector or incidence vector of a subset T of a set S is the vector [math]\displaystyle{ x_T := (x_s)_{s\in S} }[/math] such that [math]\displaystyle{ x_s = 1 }[/math] if [math]\displaystyle{ s \in T }[/math] and [math]\displaystyle{ x_s = 0 }[/math] if [math]\displaystyle{ s \notin T. }[/math] If S is countable and its elements are numbered so that [math]\displaystyle{ S = \{s_1,s_2,\ldots,s_n\} }[/math], then [math]\displaystyle{ x_T = (x_1,x_2,\ldots,x_n) }[/math] where [math]\displaystyle{ x_i = 1 }[/math] if [math]\displaystyle{ s_i \in T }[/math] and [math]\displaystyle{ x_i = 0 }[/math] if [math]\displaystyle{ s_i \notin T. }[/math]
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 [math]\displaystyle{ \mathbb{N} }[/math], 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
- ↑ Mirkin, Boris Grigorʹevich (1996). Mathematical Classification and Clustering. p. 112. ISBN 0-7923-4159-7. https://books.google.com/books?id=brzLe4X4ypEC&dq=indicator+vector+subset&pg=PA170. Retrieved 10 February 2014.
- ↑ von Luxburg, Ulrike (2007). "A Tutorial on Spectral Clustering". Statistics and Computing 17 (4): 2. http://www.kyb.mpg.de/fileadmin/user_upload/files/publications/attachments/Luxburg07_tutorial_4488%5B0%5D.pdf. Retrieved 10 February 2014.
- ↑ Taghavi, Mohammad H. (2008). Decoding Linear Codes Via Optimization and Graph-based Techniques. p. 21. ISBN 9780549809043. https://books.google.com/books?id=6UCpDYih3WcC&dq=%22indicator+vector%22+subset&pg=PA21. Retrieved 10 February 2014.
Original source: https://en.wikipedia.org/wiki/Indicator vector.
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