Stochastic modeling of spatial distributed sequences
First Claim
1. An apparatus for determining statistical consistency in spatially related data, wherein said spatially related data is expressible in terms of a finite set of symbols, the apparatus comprising:
- a sequence input configured for receiving a spatially related data sequence of symbols selected from said finite set;
a modeler configured for producing at least one context tree model from at least part of said data sequence, wherein said context tree model comprises a set of conditional probabilities of symbols in said sequence,a comparator configured for calculating a statistical distance between said context tree model and a reference model, and for comparing said calculated statistical distance to a user-defined level so as to determine if said context tree model and said reference model are statistically consistent; and
an output interface configured for outputting said determination to a display, to a user, in a graphical format, or in a user readable format, thereby allowing monitoring of said spatially related data.
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Abstract
Apparatus for building a stochastic model of a spatially related data sequence, the data sequence comprising symbols selected from a finite symbol set, the apparatus comprising: an input for receiving said data sequence, a tree builder for expressing said symbols as a series of counters within nodes, each node having a counter for each symbol, each node having a position within said tree, said position expressing a symbol sequence and each counter indicating a number of its corresponding symbol which follows a symbol sequence of its respective node, and a tree reducer for reducing said tree to an irreducible set of conditional probabilities of relationships between symbols in said input data sequence. The tree may then be used to carry out a comparison with a new data sequence to determine a statistical distance between the old and the new data sequence.
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Citations
45 Claims
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1. An apparatus for determining statistical consistency in spatially related data, wherein said spatially related data is expressible in terms of a finite set of symbols, the apparatus comprising:
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a sequence input configured for receiving a spatially related data sequence of symbols selected from said finite set; a modeler configured for producing at least one context tree model from at least part of said data sequence, wherein said context tree model comprises a set of conditional probabilities of symbols in said sequence, a comparator configured for calculating a statistical distance between said context tree model and a reference model, and for comparing said calculated statistical distance to a user-defined level so as to determine if said context tree model and said reference model are statistically consistent; and an output interface configured for outputting said determination to a display, to a user, in a graphical format, or in a user readable format, thereby allowing monitoring of said spatially related data. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 44)
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36. An apparatus for distinguishing between data sequences of a first kind and data sequences of a second kind, each kind being expressible in terms of a same finite set of symbols, the apparatus comprising:
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a first sequence input and modeler unit configured for obtaining a set of data sequences of said first kind and building a first context tree model thereof, a second sequence input and modeler unit configured for obtaining a set of data sequences of said second kind and building a second context tree model thereof, a sequence input and comparison unit configured for taking a further data sequence and comparing it with each of said first and second context tree models; the sequence input and comparison unit further configured for determining whether said further data sequence belongs to one of said first and second context tree models; and an output unit associated with said sequence input and comparison unit and configured for outputting said determination to a display, to a user, in a graphical format, or in a user readable format thereby allowing monitoring of spatially related data. - View Dependent Claims (37, 38, 39, 40, 41, 42, 43, 45)
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Specification