US 11,721,090 B2
Adversarial method and system for generating user preferred contents
Yue Deng, Sunnyvale, CA (US); Yilin Shen, Sunnyvale, CA (US); and Hongxia Jin, Mountain View, CA (US)
Assigned to SAMSUNG ELECTRONICS CO., LTD., Suwon-si (KR)
Filed by Samsung Electronics Co., Ltd., Suwon-Si (KR)
Filed on Jul. 20, 2018, as Appl. No. 16/41,479.
Claims priority of provisional application 62/535,350, filed on Jul. 21, 2017.
Prior Publication US 2019/0026274 A1, Jan. 24, 2019
Int. Cl. G06V 10/82 (2022.01); G06N 3/08 (2023.01); G06V 20/40 (2022.01); H04N 21/25 (2011.01); H04N 21/466 (2011.01); H04N 21/45 (2011.01); G06F 18/241 (2023.01); G06F 18/245 (2023.01); G06F 18/214 (2023.01); G06N 3/045 (2023.01); G06N 3/047 (2023.01); G06V 10/764 (2022.01); G06V 10/774 (2022.01); G06F 16/435 (2019.01); G06Q 30/0251 (2023.01)
CPC G06V 10/82 (2022.01) [G06F 16/435 (2019.01); G06F 18/2155 (2023.01); G06F 18/241 (2023.01); G06F 18/245 (2023.01); G06N 3/045 (2023.01); G06N 3/047 (2023.01); G06N 3/08 (2013.01); G06Q 30/0269 (2013.01); G06V 10/764 (2022.01); G06V 10/7753 (2022.01); G06V 20/46 (2022.01); H04N 21/251 (2013.01); H04N 21/45 (2013.01); H04N 21/466 (2013.01); H04N 21/4666 (2013.01); H04N 21/4668 (2013.01)] 19 Claims
OG exemplary drawing
 
1. A recommendation method, comprising:
retrieving content consumption data comprising content consumed and content not consumed;
identifying, based on the content consumption data, a first piece of content not consumed;
determining a first feature of the first piece of content, wherein the first feature has a first feature value related to negative consumption of the first piece of content;
disguising the first piece of content as a second piece of content by changing, using a first system, the first feature of the first piece content from the first feature value to a second feature value different from the first feature value;
determining whether the disguising is successful by classifying, using a second system that is different from the first system, the second piece of content, wherein the disguising is successful in response to the second piece of content classified with a class representing positive consumption; and
providing, to an electronic device, the second piece of content in response to determining the disguising is successful;
wherein the first system is trained to disguise pieces of content that are not consumed such that the second system classifies the resulting disguised pieces of content with the class representing positive consumption, and the second system is trained to mimic user behavior on content consumption rating.