Title :
Top-k query processing with multidimensional range search
Author :
Rudrani, Shiva ; Saleena, N.
Author_Institution :
Dept. of Comput. Sci. & Eng., Nat. Inst. of Technol. Calicut, Calicut, India
Abstract :
An m-dimensional top-k query (with m search conditions) is primarily processed by scanning the corresponding m index lists in descending score orders in an interleaved manner (and by making judicious random accesses to look up index entries of specific data items). In this paper a new algorithm is proposed that makes use of a data structure that facilitates multidimensional range search. An m-dimensional top-k query can be processed by searching for the data items that satisfies a range of score over each dimension. At every step of the algorithm a new set of ranges (one for each dimension) is specified such that more accurate tuples are added in the candidate top-k set. The process continues till we get the actual top-k data items. The incremented range set is specified with the help of the statistics of the distribution of data items in m-dimensional space. Thus, efficiency of the algorithm very much depends on the proper study and analysis of the distribution of the data items in the m-dimensional space and the data structure used.
Keywords :
data analysis; data structures; query processing; data item distribution analysis; data structure; m-dimensional space; m-dimensional top-k query processing; multidimensional range search; Computer science; Costs; Data engineering; Data structures; Electronic mail; Information retrieval; Middleware; Multidimensional systems; Multimedia databases; Query processing; Database Indexing; FA; Information Retrieval; Multidimensional Range Search; TA; Top-k Query Processing;
Conference_Titel :
Methods and Models in Computer Science, 2009. ICM2CS 2009. Proceeding of International Conference on
Conference_Location :
Delhi
Print_ISBN :
978-1-4244-5051-0
DOI :
10.1109/ICM2CS.2009.5397964