A New Bitmap Indexing Method for Complex Similarity Queries
Journal Title: International Journal of engineering Research and Applications - Year 2018, Vol 8, Issue 1
Abstract
A new indexing method for complex similarity queries are proposed in this paper. The efficiency of the new indexing method is realized by a specialized bitmap index that represents all objects in a database as a set of bitmaps. In order to provide the index with the flexibility in dealing with multiple features, we treat every dimension independently. The percentage of data accessed in the index is inversely proportional to the overall dimensionality of data, and thus the performance deterioration with the increasing dimensionality does not occur. To demonstrate the efficacy of our method we conducted extensive experiments and compared the performance with the linear scan by using real image datasets, and obtained a remarkable speed-up over the linear scan.
Authors and Affiliations
Guang-Ho Cha
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