System and method for meta-pattern discovery
AssigneeInternational Business Machines Corporation
InventorsWei Wang, Jiong Yang, Philip Shi-Lung Yu
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AssigneeInternational Business Machines Corporation
InventorsWei Wang, Jiong Yang, Philip Shi-Lung Yu
Estimating the term…
Periodic patterns in time series data can be hierarchical in nature, where a higher level pattern may comprise repetitions of lower level patterns. In the presence of noises, these repetitions of lower level patterns may not be perfect. A novel model, namely a meta-pattern, is provided in accordance with the present invention to capture these higher level patterns. The meta-pattern can not only provide a more compact representation of patterns but also capture the regularities of pattern evolutions, which may not be expressed by previous models due to the presence of noise. A method is provided to mine meta-patterns in an iterative manner by discovering meta-patterns and their supporting subsequences in the form of lists of segments of contiguous repetitions of a meta-pattern. The number of pattern repetitions in each said segment is at least a predefined threshold min_rep and the distance between any two adjacent segments is at most a predefined threshold max_dis.
A method of processing a sequence of symbols, the method comprising the steps of:
A method of mining meta-patterns in a sequence of symbols, the method comprising the steps of:
Apparatus for processing a sequence of symbols, the apparatus comprising:
Apparatus for mining meta-patterns in a sequence of symbols, the apparatus comprising:
An article of manufacture for processing a sequence of symbols, the article comprising a machine readable medium containing one or more programs which when executed implement the steps of:
An article of manufacture for mining meta-patterns in a sequence of symbols, the article comprising a machine readable medium containing one or more programs which when executed implement the steps of:
Dependencies are inferred from the claim text.