A Study on Reverse Top-K Queries Using Monochromatic and Bichromatic Methods
نویسندگان
چکیده
Normally Top-k queries are widely used for retrieving a ranked set of ‘k’ most objects based on the individual user preferences. As an example in online market places customer typically search a ranked set of products that satisfy their needs. From the perspective of a manufacturer, it is imperative that her products appear in the highest ranked positions for many different user preferences. Otherwise the product is not visible to the potential customers. In this paper, we propose a query type namely reverse top-k which leads to a query type that instead returns the set of customers those find a product that belongs to the top-k result of their preferences. It is necessary for the manufacturer to know the market condition based on the competition. The two versions of the proposed query are monochromatic and bichromatic which are introduced in this paper. In monochromatic a geometric interpretation is provided to acquire an intuition of the solution space. In case of bichromatic two query processing techniques are introduced, namely an efficient threshold based algorithm and an algorithm based on materialized reverse top-k views.
منابع مشابه
Estimation of Potential Product Using Reverse Top-k Queries
Atpresent, most of the applications return to the user a limited set of ranked results based on the individual user’s preferences, which are commonly validated through top-k queries. From the perspective of a manufacturer, it is imperative that the products appear in the highest ranked positions for many different user preferences, otherwise the product is not visible to the potential customers...
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Article history: Received 7 March 2016 Received in revised form 20 May 2016 Accepted 31 May 2016 Available online 16 July 2016
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