Title:
ELECTRONIC DEVICE AND METHOD FOR PREDICTING USER ACTIONS ON UBIQUITOUS DEVICES
Document Type and Number:
WIPO Patent Application WO/2020/013577
Kind Code:
A1
Abstract:
A method includes that for each model from multiple models, evaluating a model prediction accuracy based on a dataset of a user over a first time duration. The dataset includes a sequence of actions with corresponding contexts based on electronic device interactions. Each model is trained to predict a next action at a time point within the first time duration, based on a first behavior sequence over a first time period from the dataset before the time point, a second behavior sequence over a second time period from the dataset before the time point, and context at the time point. A model is selected from the multiple models based on its model prediction accuracy for the user based on a domain. An action to be initiated at a later time using an electronic device of the user is recommended using the selected model during a second time duration.
Inventors:
SRINIVASAN VIJAY (US)
JIN HONGXIA (US)
JIN HONGXIA (US)
Application Number:
PCT/KR2019/008431
Publication Date:
January 16, 2020
Filing Date:
July 09, 2019
Export Citation:
Assignee:
SAMSUNG ELECTRONICS CO LTD (KR)
International Classes:
H04N21/466; H04N21/472; H04N21/845; H04N21/8545
Foreign References:
US20150185995A1 | 2015-07-02 | |||
US20160019460A1 | 2016-01-21 | |||
US7778715B2 | 2010-08-17 | |||
US9558452B2 | 2017-01-31 | |||
US20120310785A1 | 2012-12-06 |
Other References:
See also references of EP 3782376A4
Attorney, Agent or Firm:
LEE, Keon-Joo et al. (KR)
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