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https://scholarbank.nus.edu.sg/handle/10635/32726
Title: | Apparatus and method for performing transformation-based indexing of high-dimensional data | Authors: | OOI, BENG CHIN TAN, KIAN LEE BRESSAN, STEPHEN YU, CUI |
Issue Date: | 3-Oct-2006 | Citation: | OOI, BENG CHIN,TAN, KIAN LEE,BRESSAN, STEPHEN,YU, CUI (2006-10-03). Apparatus and method for performing transformation-based indexing of high-dimensional data. ScholarBank@NUS Repository. | Abstract: | A method and apparatus for implementation in a database management system transforms high-dimensional data points to a single-dimensional space so that single-dimensional values can be used as representative index keys for high-dimensional data points and a single-dimensional index structure can be employed to index the transformed values. Upon achieving transformed values, known single-dimensional indexing structures can be employed. To achieve transformation from high-dimensions to a single-dimension, attribute values of a data item, each representing a different dimension, are mapped into a range and an integer value is assigned to each dimension. Either the minimum or maximum dimension value for the multi-dimensional data item is selected, and the minimum or maximum dimensional value is added to the integer value. As a result of this transformation, data points are mapped over a range in a single dimension and associated single-dimension values are used as a representative index key for subsequent search queries. | URI: | http://scholarbank.nus.edu.sg/handle/10635/32726 |
Appears in Collections: | Staff Publications |
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