Nec Corporation

Ebay, Incorporated

Hancheng Ge

Hui Joyce Zhang

Guofei Jiang

Bo Zong

Biplob Kumar Debnath

Jianwu Xu

Gurudatta Horantur Shivaswamy

Lili Yuan

A heterogeneous log pattern editing recommendation system and computer-implemented method are provided. The system has a processor configured to identify, from heterogeneous logs, patterns including variable fields and constant fields. The processor is also configured to extract a category feature, a cardinality feature, and a before-after n-gram feature by tokenizing the variable fields in the identified patterns. The processor is additionally configured to generate target similarity scores between target fields to be potentially edited and other fields from among the variable fields in the heterogeneous logs using pattern editing operations based on the extracted category feature, the extracted cardinality feature, and the extracted before-after n-gram feature. The processor is further configured to recommend, to a user, log pattern edits for at least one of the target fields based on the target similarity scores between the target fields in the heterogeneous logs.

Recommender system for heterogeneous log pattern editing operation

Techniques for mapping item listings from a first taxonomy to a second taxonomy are described. In an example embodiment, item listings from a first database storing a first taxonomy and item listings from a second database storing a second taxonomy are obtained. Then, for each of the obtained item listings, a plurality of features is extracted, including at least one feature related to an image associated with the item listing and at least one feature related to text associated with the item listing. Then a mapping between item listings in the first taxonomy and item listings in the second taxonomy is created based on the plurality of features extracted by the feature extraction component, wherein the mapping identifies which item listings in the first taxonomy correlate to a same product as which item listings in the second taxonomy.

Mapping products between different taxonomies

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College Station, TX, United States of America

Hancheng Ge