SYSTEMS AND METHODS FOR COMPUTATION OF OPTIMAL DISTANCE BOUNDS ON COMPRESSED TIME-SERIES DATA
First Claim
1. A method for similarity search, comprising:
- transforming sequence data into a compressed sequence represented by top-k coefficients of the sequence data and a sum of the energy of omitted coefficients of the sequence data; and
computing at least one of a lower bound and an upper bound on a distance range between a query sequence and the compressed sequence, given a first and a second constraint, the first constraint being a sum of squares of the omitted coefficients being less than a sum of the energy of the omitted coefficients, the second constraint being the energy of the omitted coefficients being less than the energy of a lowest energy one of the top-k coefficients.
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Abstract
There are provided a method and a system for computation of optimal distance bounds on compressed time-series data. In a method for similarity search, the method includes the step of transforming sequence data into a compressed sequence represented by top-k coefficients of the sequence data and a sum of the energy of omitted coefficients of the sequence data. The method further includes the step of computing at least one of a lower bound and an upper bound on a distance range between a query sequence and the compressed sequence, given a first and a second constraint. The first constraint is that a sum of squares of the omitted coefficients is less than a sum of the energy of the omitted coefficients. The second constraint is that the energy of the omitted coefficients is less than the energy of a lowest energy one of the top-k coefficients.
12 Citations
20 Claims
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1. A method for similarity search, comprising:
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transforming sequence data into a compressed sequence represented by top-k coefficients of the sequence data and a sum of the energy of omitted coefficients of the sequence data; and computing at least one of a lower bound and an upper bound on a distance range between a query sequence and the compressed sequence, given a first and a second constraint, the first constraint being a sum of squares of the omitted coefficients being less than a sum of the energy of the omitted coefficients, the second constraint being the energy of the omitted coefficients being less than the energy of a lowest energy one of the top-k coefficients. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8, 9, 10)
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11. A computer readable medium comprising a computer readable program for similarity search, wherein the computer readable program when executed on a computer causes the computer to perform the steps of:
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transforming sequence data into a compressed sequence represented by top-k coefficients of the sequence data and a sum of the energy of omitted coefficients of the sequence data; and computing at least one of a lower bound and an upper bound on a distance range between a query sequence and the compressed sequence, given a first and a second constraint, the first constraint being a sum of squares of the omitted coefficients being less than a sum of the energy of the omitted coefficients, the second constraint being the energy of the omitted coefficients being less than the energy of a lowest energy one of the top-k coefficients. - View Dependent Claims (12, 13, 14, 15, 16, 17, 18, 19, 20)
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Specification