Search results for "Recommendation model"

showing 2 items of 2 documents

Cost-Oriented Recommendation Model for E-Commerce

2012

Contemporary Web stores offer a wide range of products to e-customers. However, online sales are strongly dominated by a limited number of bestsellers whereas other, less popular or niche products are stored in inventory for a long time. Thus, they contribute to the problem of frozen capital and high inventory costs. To cope with this problem, we propose using information on product cost in a recommender system for a Web store. We discuss the proposed recommendation model, in which two criteria have been included: a predicted degree of meeting customer’s needs by a product and the product cost.

Databasebusiness.industryComputer scienceE-commerceRecommender systemcomputer.software_genreWorld Wide WebProduct (business)Recommendation modelCapital (economics)Computer softwareConsumer-to-businessbusinesscomputerWeb site
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Convolutional Matrix Factorization for Recommendation Explanation

2018

In this paper, we introduce a novel recommendation model, which harnesses a convolutional neural network to mine meaningful information from customer reviews, and integrates it with matrix factorization algorithm seamlessly. It is a valid method to improve the transparency of CF algorithms.

Recommendation modelComputer science020204 information systemsCustomer reviews0202 electrical engineering electronic engineering information engineering020201 artificial intelligence & image processing02 engineering and technologyData miningcomputer.software_genreTransparency (behavior)Convolutional neural networkcomputerMatrix decompositionProceedings of the 23rd International Conference on Intelligent User Interfaces Companion
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