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    Generalized multidimensional data mapping and query processing

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    Author
    Zhang, R; Kalnis, P; Ooi, BC; Tan, KL
    Date
    2005-09-01
    Source Title
    ACM Transactions on Database Systems
    Publisher
    ASSOC COMPUTING MACHINERY
    University of Melbourne Author/s
    Zhang, Rui
    Affiliation
    Computer Science and Software Engineering
    Metadata
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    Document Type
    Journal Article
    Citations
    Zhang, R., Kalnis, P., Ooi, B. C. & Tan, K. L. (2005). Generalized multidimensional data mapping and query processing. ACM TRANSACTIONS ON DATABASE SYSTEMS, 30 (3), pp.661-697. https://doi.org/10.1145/1093382.1093383.
    Access Status
    This item is currently not available from this repository
    URI
    http://hdl.handle.net/11343/30085
    DOI
    10.1145/1093382.1093383
    Abstract
    <jats:p> Multidimensional data points can be mapped to one-dimensional space to exploit single dimensional indexing structures such as the B <jats:sup>+</jats:sup> -tree. In this article we present a Generalized structure for data Mapping and query Processing (GiMP), which supports extensible mapping methods and query processing. GiMP can be easily customized to behave like many competent indexing mechanisms for multi-dimensional indexing, such as the UB-Tree, the Pyramid technique, the iMinMax, and the iDistance. Besides being an extendible indexing structure, GiMP also serves as a framework to study the characteristics of the mapping and hence the efficiency of the indexing scheme. Specifically, we introduce a metric called <jats:italic>mapping redundancy</jats:italic> to characterize the efficiency of a mapping method in terms of disk page accesses and analyze its behavior for point, range and kNN queries. We also address the fundamental problem of whether an efficient mapping exists and how to define such a mapping for a given data set. </jats:p>
    Keywords
    Information Systems

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