公开(公告)号：PH12016501474B1

公开(公告)日：2017-02-06

申请号：PH12016501474

申请日：2016-07-26

Applicant: NOKIA TECHNOLOGIES OY

Inventor： CHIN ALVIN ,  ZENG GUANGXIANG ,  TIAN JILEI ,  CHEN ENHONG

IPC: G06Q30/02

Abstract: Method, apparatus, system, computer program product and computer readable medium are disclosed for recommending content to a plurality of users. Each of the users is associated with a user score. The method comprises determining a recommending score for an item of content at least partly based on a user's promotion of the item and the user score of the promoting user; recommending the item according to its recommending score; and adjusting the user score of the promoting user based on other users' feedback with respect to the item promoted by said user.

公开(公告)号：PH12016501474A1

公开(公告)日：2017-02-06

申请号：PH12016501474

申请日：2016-07-26

Applicant: NOKIA TECHNOLOGIES OY

Inventor： CHIN ALVIN ,  ZENG GUANGXIANG ,  TIAN JILEI ,  CHEN ENHONG

IPC: G06Q30/02

Abstract: Method, apparatus, system, computer program product and computer readable medium are disclosed for recommending content to a plurality of users. Each of the users is associated with a user score. The method comprises determining a recommending score for an item of content at least partly based on a user's promotion of the item and the user score of the promoting user; recommending the item according to its recommending score; and adjusting the user score of the promoting user based on other users' feedback with respect to the item promoted by said user.

公开(公告)号：EP2926272A4

公开(公告)日：2016-07-13

申请号：EP12889372

申请日：2012-11-27

Applicant: NOKIA TECHNOLOGIES OY

Inventor： CHIN ALVIN ,  TIAN JILEI

IPC: G06F17/30

CPC classification number: G06F17/30707 ,  G06F17/30867 ,  G06F17/30873 ,  G06N99/005

Abstract: An approach is provided for a method for intelligent and personalized web information discovery and user interface. A method can comprise building a hierarchical, tree-structured topic model involving data intelligence and human intelligence, that comprises one or more nodes which have respective topics and are configured to map the respective topics to display spaces of a user interface. The method can further comprise collecting web contents matched with the respective topics causing to render information of the collected web contents in the display spaces mapped to the respective topics.

Abstract translation: 提供了一种用于智能和个性化的Web信息发现和用户界面的方法的方法。 一种方法可以包括构建涉及数据智能和人类智能的分级，树形结构的主题模型，其包括具有相应主题的一个或多个节点并被配置为将各个主题映射到用户界面的显示空间。 该方法还可以包括收集与相应主题匹配的网页内容，从而在映射到相应主题的显示空间中呈现所收集的网页内容的信息。

公开(公告)号：EP3100221A4

公开(公告)日：2017-07-19

申请号：EP14880661

申请日：2014-01-29

Applicant: NOKIA TECHNOLOGIES OY

Inventor： CHIN ALVIN ,  ZENG GUANGXIANG ,  TIAN JILEI ,  CHEN ENHONG

IPC: G06Q30/02

CPC classification number: G06Q30/0631 ,  G06F17/3053 ,  G06Q30/0269 ,  G06Q30/0277 ,  G06Q30/0278 ,  H04L63/10

Abstract: Method, apparatus, system, computer program product and computer readable medium are disclosed for recommending content to a plurality of users. Each of the users is associated with a user score. The method comprises determining a recommending score for an item of content at least partly based on a user's promotion of the item and the user score of the promoting user; recommending the item according to its recommending score; and adjusting the user score of the promoting user based on other users' feedback with respect to the item promoted by said user.

Abstract translation: 公开了用于向多个用户推荐内容的方法，装置，系统，计算机程序产品和计算机可读介质。 每个用户都与用户分数相关联。 该方法包括至少部分地基于用户对该物品的促销和该促销用户的用户分数来确定用于内容项目的推荐分数; 根据其推荐分数推荐该项目; 以及基于其他用户对于由所述用户推荐的项目的反馈来调整促销用户的用户分数。

公开(公告)号：EP3152679A4

公开(公告)日：2018-04-04

申请号：EP14893995

申请日：2014-06-06

Applicant: NOKIA TECHNOLOGIES OY

Inventor： ZENG GUANGXIANG ,  TIAN JILEI ,  CAO YANG ,  CHIN ALVIN

IPC: G06F17/30 ,  G06F17/18

CPC classification number: G06N99/005 ,  G06F17/16 ,  G06F17/30702 ,  G06F17/30867 ,  G06F17/30967 ,  G06Q30/0254

Abstract: A method, apparatus and computer-readable storage medium for determining one or more recommendations by applying efficient adaptive matrix factorization are disclosed. The method comprises causing, at least in part, an iterative performing of the following steps: a using of a current data set to optimize parameters used to adapt a current matrix factorization model by the end of the current time period, and a training of a current matrix factorization model and the current data set by the end of the current time period, based on the optimized parameters, to obtain an adapted matrix factorization model for service in a next time period.

公开(公告)号：EP3042483A4

公开(公告)日：2017-04-12

申请号：EP13892873

申请日：2013-09-06

Applicant: NOKIA TECHNOLOGIES OY

Inventor： CHIN ALVIN ,  TIAN JILEI

IPC: H04L29/06

CPC classification number: H04L67/22 ,  G06F17/3053 ,  G06F17/30867 ,  H04L67/306

公开(公告)号：EP2943897A4

公开(公告)日：2016-08-24

申请号：EP13870457

申请日：2013-01-11

Applicant: NOKIA TECHNOLOGIES OY

Inventor： CHIN ALVIN ,  TIAN JILEI

IPC: G06F17/30 ,  G06F17/24

CPC classification number: G06F17/241 ,  G06F17/30029 ,  G06F17/30525 ,  G06F17/30867

Abstract: A method and apparatus for enriching social media to improve personalized user experience are provide, the method comprising: receiving highlights and/or annotations in at least one electronic document made by at least one user; extracting keywords from the respective at least one electronic document with the highlights and/or annotations as tags of the respective at least one electronic document; and using the keywords as tags of the respective at least one electronic document to provide personalized contents from the at least one electronic document to a user. Thus, by having high quality/relevant tags from a plurality of users for a given document, we may better profile the document. Similarly, by having high quality and insightful tags that a user has given to a plurality of documents, we may better profile the user's interest and behavior. By having better document and user profiling, we may better recommend the right documents to right users. In addition, we may offer more interesting UI features to improve user experience and engagement.

Abstract translation: 用于富集社交媒体来提高个性化用户体验被提供，所述方法包括方法和设备，包括：接收由至少一个用户做出的至少一个电子文档中突出显示和/或注释; 从respectivement提取关键字的亮点和/或注释作为respectivement至少一个电子文档的一天的至少一个电子文件; 和使用该关键字作为respectivement的标签的至少一个电子文档，以提供从所述至少一个电子文件到一个用户的个性化内容。 因此，从用户的多个具有高品质/相关标签为一个给定的文件中，我们可以更好地配置文件中的文件。 同样，具有高品质和有见地的一天做了一个用户给文档的多元化，我们可以更好地剖析用户的兴趣和行为。 由于具有更好的文档和用户分析，我们可以更好地推荐合适的文件权限的用户。 此外，我们还可以提供更有趣的用户界面功能，以提高用户体验和互动。