首页> 外国专利> USER CUSTOMISED SEARCH ENGINE USING MACHINE LEARNING, NATURAL LANGUAGE PROCESSING AND READABILITY ANALYSIS

USER CUSTOMISED SEARCH ENGINE USING MACHINE LEARNING, NATURAL LANGUAGE PROCESSING AND READABILITY ANALYSIS

机译:用户自定义搜索引擎使用机器学习,自然语言处理和可读性分析

摘要

A computer implemented method, computerised system and computer readable recording medium are disclosed. In one aspect, the computer implemented method comprises steps of: generating an index of electronic objects, comprising steps of: performing, upon each electronic object, natural language processing, using a natural language processor, and readability analysis, using a readability analyser, to generate natural language processing data and a readability score for the respective object; and storing in the index, for each electronic object, electronic object data indicative of the electronic object and associated meta-data indicative of the natural language processing data and the readability score; receiving, from a user operating a user processing system, a request to perform a search of the index, wherein the request has associated therewith input data; performing, upon the input data, natural language processing, using the natural language processor to generate natural language processing data and a readability range for the input data; searching, using a search engine, the index based upon the readability range and the natural language processing data for the input data, to determine a plurality of correlated electronic objects; generating, using a ranking engine, a ranked list of the plurality of correlated electronic objects based on a correlation level for each of the plurality of electronic objects and a machine learned rating generated by a machine learned rating prediction system trained according to a profile associated with the user, the profile being indicative of natural language processing data generated, by the natural language processor, based on previous search requests received from the user and performed by the search engine; and transferring, to the user processing system, search results indicative of at least a portion of the ranked list of the plurality of correlated electronic objects.
机译:公开了一种计算机实现的方法,计算机化系统和计算机可读记录介质。在一个方面,计算机实现的方法包括以下步骤:生成电子对象的索引,包括步骤:在每个电子对象时,使用自然语言处理器和可读性分析,在每个电子对象,使用自然语言处理器时,使用可读性分析仪生成自然语言处理数据和相应对象的可读性分数;并存储在索引中,对于每个电子对象,电子对象数据,指示电子对象的电子对象和相关的元数据,指示自然语言处理数据和可读性分数;从操作用户处理系统的用户接收请求执行索引的请求,其中请求与输入数据相关联;在输入数据,自然语言处理时执行使用自然语言处理器生成自然语言处理数据和输入数据的可读性范围;根据可读性范围和输入数据的自然语言处理数据,使用搜索引擎搜索索引,以确定多个相关的电子对象;使用排名引擎产生基于多个电子对象中的每一个的相关电平以及由根据与与之相关的轮廓训练的机器学习额定预测系统产生的计算机学习额定值的相关电平来产生多个相关电子对象的排名列表。用户,基于从用户接收并由搜索引擎执行的先前搜索请求,由自然语言处理器指示生成的自然语言处理数据。并将其传送到用户处理系统,搜索结果指示多个相关电子对象的排名列表的至少一部分。

著录项

  • 公开/公告号US2021216560A1

    专利类型

  • 公开/公告日2021-07-15

    原文格式PDF

  • 申请/专利权人 INQUISITIVE PTY LIMITED;

    申请/专利号US201816772664

  • 发明设计人 TIMOTHY POWER;LUKE TOMES;MITCHELL LANE;

    申请日2018-12-14

  • 分类号G06F16/2457;G06F40/30;G06F16/248;G06F16/22;

  • 国家 US

  • 入库时间 2022-08-24 19:56:45

相似文献

  • 专利
  • 外文文献
  • 中文文献
获取专利

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号