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References/Further Reading

  1. Berchtold & Böhm & Kriegel,
    The Pyramid Technique: Towards breaking the curse of dimensionality,
    ACM SIGMOD, 1998
    [proposes a new data access technique which is optimized for high-dimensional range queries]

  2. Gaede & Günther,
    Multidimensional access methods,
    Technical Report, Humboldt University, Berlin, 1995
    [comprehensive survey of multidimensional database access methods]

  3. Hellerstein, Koutsoupias & Papadimitriou,
    On the analysis of indexing schemes,
    ACM PODS, 1997
    [initial work on a general theory of "indexability", which is analogous to complexity theory and describes how effective data/query/access-method combinations are in terms of disk access and storage cost]

  4. Kurniawati, Jin & Shepherd,
    Techniques for supporting efficient content-based retrieval in multimedia databases,
    Australian Computer Journal, 1997

  5. Megiddo & Shaft,
    Efficient nearest neighbour indexing based on a collection of space-filling curves,
    IBM Internal Research Report, 1997
    [description of method to index multidimensional data based on a multiple complementary "linearisations" of the data points]

  6. Weber & Blott,
    An Approximation-Based Data Struture for Similarity Search,
    Unpublished Report, Bell Labs, 1998
    [provides reasonably formal argument that partitioning-based methods degenerate to worse than linear search once dimensionality around 6..10; proposes VA-files as an alternative]

  7. White & Jain,
    Algorithms and Strategies for Similarity Retrieval,
    UCSD Visual Computing Lab Report, 1996
    [survey and characterisation of a large number of approaches to multidimensional access methods]

Plus numerous other papers downloaded into /home/jas/papers.


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