公开(公告)号：US20190130281A1

公开(公告)日：2019-05-02

申请号：US15799396

申请日：2017-10-31

Applicant: Microsoft Technology Licensing, LLC

Inventor： Jaewon Yang ,  Qi He ,  How Jing ,  Bee-Chung Chen ,  Liangyue Li

IPC: G06N5/02

Abstract: Techniques for predicting a next company and next title of a user are disclosed herein. In some embodiments, an encoder is used for encoding a representation of the user's profile. The encoding includes accessing discrete entities comprising context information included in the user's profile, constructing a plurality of embedding vectors from the context information, and generating a context vector from the plurality of embedding vectors. The plurality of embedding vectors including a skill embedding vector, a school embedding vector, and a location embedding vector. A decoder is for decoding a career path from the context vector. The decoding includes applying a long short-term memory (LSTM) model to the context vector to generate perform the prediction of the user's next company and next title for presentation in a user interface.