公开(公告)号：US20190303773A1

公开(公告)日：2019-10-03

申请号：US15941236

申请日：2018-03-30

Applicant: Microsoft Technology Licensing, LLC

Inventor： Chi-Yi Kuan ,  Shen Huang ,  Yu Wang ,  Yongzheng Zhang ,  Paul Ko ,  Shady Elasra ,  Fanbin Bu

IPC: G06N5/04 ,  G06N99/00

Abstract: Techniques are provided for predicting talent flow to and/or from a geographical region. In one technique, multiple entity profiles are stored and analyzed to generate training data that is labeled indicating whether a corresponding entity has moved to or moved from a region. A machine-learned prediction model is generated or trained based on the training data. Using the machine-learned prediction model, a prediction is made whether, for each entity corresponding to another entity profile, that entity will move to or move from a particular geographic region. Based on multiple predictions, a number of entities that are predicted to move to or move from the particular geographic region is determined. Talent flow data that is based on the number of entities is presented on a computer display.

公开(公告)号：US11238352B2

公开(公告)日：2022-02-01

申请号：US15941236

申请日：2018-03-30

Applicant: Microsoft Technology Licensing, LLC

Inventor： Chi-Yi Kuan ,  Shen Huang ,  Yu Wang ,  Yongzheng Zhang ,  Paul Ko ,  Shady Elasra ,  Fanbin Bu

IPC: G06N5/04 ,  G06N99/00 ,  G06N20/00 ,  H04L29/08

Abstract: Techniques are provided for predicting talent flow to and/or from a geographical region. In one technique, multiple entity profiles are stored and analyzed to generate training data that is labeled indicating whether a corresponding entity has moved to or moved from a region. A machine-learned prediction model is generated or trained based on the training data. Using the machine-learned prediction model, a prediction is made whether, for each entity corresponding to another entity profile, that entity will move to or move from a particular geographic region. Based on multiple predictions, a number of entities that are predicted to move to or move from the particular geographic region is determined. Talent flow data that is based on the number of entities is presented on a computer display.