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公开(公告)号:US20180211209A1
公开(公告)日:2018-07-26
申请号:US15914408
申请日:2018-03-07
Applicant: eBay Inc.
Inventor: Amit Reuven Menipaz , Ravi Polisetty , Suresh Raman , Gerald Law , Ming Liu
CPC classification number: G06Q10/087 , G06F16/285 , G06Q10/0875 , G06Q30/0601
Abstract: A method for defining, generating, and using a global back-end taxonomy is disclosed. It is identified that a listing of an item is exposed to a plurality of users of a first subsystem via a set of categories of a first front-end taxonomy. The listing of the item is mapped to a set of categories of a global back-end taxonomy, the global back-end taxonomy being maintained independently of the first front-end taxonomy and a second front-end taxonomy, the second front-end taxonomy being associated with a second subsystem. A category of the set of categories of the global back-end taxonomy is mapped to a category of a set of categories of the second front-end taxonomy associated with the second subsystem. The listing of the item is exposed to a plurality of users of the second subsystem via the set of categories of the second front-end taxonomy.
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公开(公告)号:US09299098B2
公开(公告)日:2016-03-29
申请号:US13966144
申请日:2013-08-13
Applicant: eBay Inc.
Inventor: Suresh Raman , Ming Liu
CPC classification number: G06Q30/0625 , G06F17/30401 , G06F17/30598 , G06Q30/0627
Abstract: Techniques for generating a globally applicable taxonomy of e-commerce goods are described. According to various exemplary embodiments described herein, a taxonomy management system is configured to analyze item listing titles and user search queries in order to identify a set of globally applicable product types that serve as universal descriptors of the underlying things or objects that are the subject of an item listing or the likely user intended subject of a user search query. Such globally applicable product types are agnostic as to any specific product inventory or product category structure of an e-commerce website. After the taxonomy management system identifies product types, the taxonomy management system may incorporate the identified product types into a global product taxonomy that identifies the globally applicable product types.
Abstract translation: 描述了生成电子商务商品全球适用分类法的技术。 根据本文描述的各种示例性实施例,分类管理系统被配置为分析项目列表标题和用户搜索查询,以便识别作为主题的基础事物或对象的通用描述符的一组全局适用的产品类型 项目列表或用户搜索查询的可能用户预期主题。 这种全球适用的产品类型与电子商务网站的任何特定产品库存或产品类别结构无关。 在分类管理系统识别产品类型之后,分类管理系统可将所识别的产品类型纳入全球产品分类标准,以识别全球适用的产品类型。
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公开(公告)号:US09760932B2
公开(公告)日:2017-09-12
申请号:US14081138
申请日:2013-11-15
Applicant: eBay Inc.
CPC classification number: G06Q30/0627
Abstract: Techniques for ranking the importance of various attributes associated with various product categories are described. According to various embodiments, product category information identifying various products in a particular product category in the inventory of a marketplace website is accessed. The product category information may further identify a set of attributes associated with the products in the particular product category. An importance value associated with each of the attributes is then calculated, the importance values indicating an importance of each of the attributes for uniquely identifying the products in the product category. Thereafter, each of the attributes are ranked, based on the importance value associated with each of the attributes.
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公开(公告)号:US09311644B2
公开(公告)日:2016-04-12
申请号:US13966160
申请日:2013-08-13
Applicant: eBay Inc.
Inventor: Ming Liu , Suresh Raman , Rui Li
CPC classification number: G06F17/30601 , G06F17/30705 , G06F17/3089 , G06Q30/00 , G06Q30/0601
Abstract: Techniques for categorizing item listings based on parsing item listing titles are described. According to various embodiments, listing titles of one or more item listings on a marketplace website are accessed, the item listings being associated with a particular product category in a product category structure of the marketplace website. Words in each of the listing titles may then be converted to semantic tokens in a token symbol space, based on a tokenization process. Thereafter, n-gram modeling may be performed on the tokens corresponding to each of the listing titles of the item listings in the particular product category. One or more dominant n-gram models associated with the listing titles of the item listings in the particular product category may then be identified.
Abstract translation: 描述了基于解析项目列表标题对项目列表进行分类的技术。 根据各种实施例,访问在市场网站上列出一个或多个项目列表的标题,该项目列表与市场网站的产品类别结构中的特定产品类别相关联。 然后,可以基于标记化处理将每个列表标题中的单词转换为令牌符号空间中的语义令牌。 此后,可以对与特定产品类别中的项目列表的每个列表标题相对应的令牌执行n元建模。 然后可以识别与特定产品类别中的商品列表的列表标题相关联的一个或多个主要的n-gram模型。
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公开(公告)号:US11074546B2
公开(公告)日:2021-07-27
申请号:US15914408
申请日:2018-03-07
Applicant: eBay Inc.
Inventor: Amit Reuven Menipaz , Ravi Polisetty , Suresh Raman , Gerald Law , Ming Liu
Abstract: A method for defining, generating, and using a global back-end taxonomy is disclosed. It is identified that a listing of an item is exposed to a plurality of users of a first subsystem via a set of categories of a first front-end taxonomy. The listing of the item is mapped to a set of categories of a global back-end taxonomy, the global back-end taxonomy being maintained independently of the first front-end taxonomy and a second front-end taxonomy, the second front-end taxonomy being associated with a second subsystem. A category of the set of categories of the global back-end taxonomy is mapped to a category of a set of categories of the second front-end taxonomy associated with the second subsystem. The listing of the item is exposed to a plurality of users of the second subsystem via the set of categories of the second front-end taxonomy.
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公开(公告)号:US09934484B2
公开(公告)日:2018-04-03
申请号:US14455678
申请日:2014-08-08
Applicant: eBay Inc.
Inventor: Amit Reuven Menipaz , Ravi Polisetty , Suresh Raman , Gerald Law , Ming Liu
CPC classification number: G06Q10/087 , G06F17/30598 , G06Q10/0875 , G06Q30/0601
Abstract: A method for defining, generating, and using a global back-end taxonomy is disclosed. It is identified that a listing of an item is exposed to a plurality of users of a first subsystem via a set of categories of a first front-end taxonomy. The listing of the item is mapped to a set of categories of a global back-end taxonomy, the global back-end taxonomy being maintained independently of the first front-end taxonomy and a second front-end taxonomy, the second front-end taxonomy being associated with a second subsystem. A category of the set of categories of the global back-end taxonomy is mapped to a category of a set of categories of the second front-end taxonomy associated with the second subsystem. The listing of the item is exposed to a plurality of users of the second subsystem via the set of categories of the second front-end taxonomy.
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公开(公告)号:US20160224658A1
公开(公告)日:2016-08-04
申请号:US15095975
申请日:2016-04-11
Applicant: eBay Inc.
Inventor: Ming Liu , Suresh Raman , Rui Li
CPC classification number: G06F16/287 , G06F16/35 , G06F16/958 , G06Q30/00 , G06Q30/0601
Abstract: Techniques for categorizing item listings based on parsing item listing titles are described. According to various embodiments, listing titles of one or more item listings on a marketplace website are accessed, the item listings being associated with a particular product category in a product category structure of the marketplace website. Words in each of the listing titles may then be converted to semantic tokens in a token symbol space, based on a tokenization process. Thereafter, n-gram modeling may be performed on the tokens corresponding to each of the listing titles of the item listings in the particular product category. One or more dominant n-gram models associated with the listing titles of the item listings in the particular product category may then be identified.
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公开(公告)号:US09767382B2
公开(公告)日:2017-09-19
申请号:US15203715
申请日:2016-07-06
Applicant: eBay Inc.
Inventor: Ming Liu , Sumit Borar , Surya Kallumadi
IPC: G06K9/68 , G06K9/62 , G06T11/60 , G06K9/52 , G06T7/60 , G06K9/46 , G06Q30/02 , G06Q30/06 , G06F17/30
CPC classification number: G06K9/6215 , G06F17/30256 , G06K9/4652 , G06K9/52 , G06K9/62 , G06K9/6267 , G06Q30/0276 , G06Q30/0629 , G06T7/60 , G06T11/60
Abstract: A method to determine image similarities. The method may include obtaining a first image and a second image and determining a discrete transform difference between a first discrete transform of the first image and a second discrete transform of the second image. The method may also include determining multiple first intensity vectors for the first image and determining multiple second intensity vectors for the second image. The method may also include determining an intensity vector difference between the multiple first intensity vectors and the multiple second intensity vectors and determining a color difference between a first color histogram of the first image and a second color histogram of the second image. The method may also include determining a similarity between the first image and the second image based on the discrete transform difference, the intensity vector difference, and the color difference.
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公开(公告)号:US09454713B2
公开(公告)日:2016-09-27
申请号:US14586318
申请日:2014-12-30
Applicant: EBAY INC.
Inventor: Ming Liu , Sumit Borar , Surya Kallumadi
CPC classification number: G06K9/6215 , G06F17/30256 , G06K9/4652 , G06K9/52 , G06K9/62 , G06K9/6267 , G06Q30/0276 , G06Q30/0629 , G06T7/60 , G06T11/60
Abstract: A method to determine image similarities. The method may include obtaining a first image and a second image and determining a discrete transform difference between a first discrete transform of the first image and a second discrete transform of the second image. The method may also include determining multiple first intensity vectors for the first image and determining multiple second intensity vectors for the second image. The method may also include determining an intensity vector difference between the multiple first intensity vectors and the multiple second intensity vectors and determining a color difference between a first color histogram of the first image and a second color histogram of the second image. The method may also include determining a similarity between the first image and the second image based on the discrete transform difference, the intensity vector difference, and the color difference.
Abstract translation: 确定图像相似性的方法。 该方法可以包括获得第一图像和第二图像,并且确定第一图像的第一离散变换和第二图像的第二离散变换之间的离散变换差。 该方法还可以包括确定第一图像的多个第一强度矢量并确定第二图像的多个第二强度矢量。 该方法还可以包括确定多个第一强度矢量与多个第二强度矢量之间的强度矢量差异,并且确定第一图像的第一颜色直方图与第二图像的第二颜色直方图之间的色差。 该方法还可以包括基于离散变换差,强度矢量差和色差来确定第一图像和第二图像之间的相似度。
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公开(公告)号:US20160210678A1
公开(公告)日:2016-07-21
申请号:US15081863
申请日:2016-03-26
Applicant: eBay Inc.
Inventor: Suresh Raman , Ming Liu
CPC classification number: G06Q30/0625 , G06F16/243 , G06F16/285 , G06Q30/0627
Abstract: Techniques for generating a globally applicable taxonomy of e-commerce goods are described. According to various exemplary embodiments described herein, a taxonomy management system is configured to analyze item listing titles and user search queries in order to identify a set of globally applicable product types that serve as universal descriptors of the underlying things or objects that are the subject of an item listing or the likely user intended subject of a user search query. Such globally applicable product types are agnostic as to any specific product inventory or product category structure of an e-commerce website. After the taxonomy management system identifies product types, the taxonomy management system may incorporate the identified product types into a global product taxonomy that identifies the globally applicable product types.
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