{"id":160370,"date":"2009-01-01T00:00:00","date_gmt":"2009-01-01T00:00:00","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/msr-research-item\/an-unsupervised-approach-to-product-attribute-extraction\/"},"modified":"2018-10-16T20:16:17","modified_gmt":"2018-10-17T03:16:17","slug":"an-unsupervised-approach-to-product-attribute-extraction","status":"publish","type":"msr-research-item","link":"https:\/\/www.microsoft.com\/en-us\/research\/publication\/an-unsupervised-approach-to-product-attribute-extraction\/","title":{"rendered":"An Unsupervised Approach to Product Attribute Extraction"},"content":{"rendered":"<p>Product Attribute Extraction is the task of automatically discovering attributes of products from text descriptions. In this paper, we propose a new approach which is both unsupervised and domain independent to extract the attributes. With our approach, we are able to achieve 92% precision and 62% recall in our experiments. Our experiments with varying dataset sizes show the robustness of our algorithm. We also show that even a minimum of 5 descriptions provide enough information to identify attributes.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Product Attribute Extraction is the task of automatically discovering attributes of products from text descriptions. In this paper, we propose a new approach which is both unsupervised and domain independent to extract the attributes. With our approach, we are able to achieve 92% precision and 62% recall in our experiments. 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