Title:
INFORMATION RECOMMENDATION MODEL TRAINING METHOD AND RELATED DEVICE
Document Type and Number:
WIPO Patent Application WO/2022/041979
Kind Code:
A1
Abstract:
Disclosed in embodiments of the present application are an artificial intelligence-based information recommendation model training method and a related device. The method comprises: obtaining historical user behavior data of multiple product fields; using a generation model of a generative adversarial network to generate, according to the historical user behavior data, candidate sample data of product fields to be expanded of the multiple product fields, so as to generate a false sample to expand user behavior data;using each of the multiple product fields as a target product field, separately, and performing, by means of a discrimination model of the generative adversarial network, discrimination of true and false samples for a user on the candidate sample data of the target product field and user click sample data to obtain a discrimination result; and performing adversarial training on the generation model and the discrimination model according to the discrimination result to obtain a trained generative adversarial network,the trained generative adversarial network being used for determining an information recommendation model. The method can improve the training effect of a generation model and improve the accuracy of generation of a false sample, thereby further improving a recommendation effect.
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Inventors:
HAO XIAOBO (CN)
GE KAIKAI (CN)
LIU YUDAN (CN)
TANG LINYAO (CN)
XIE RUOBING (CN)
ZHANG XU (CN)
LIN LEYU (CN)
GE KAIKAI (CN)
LIU YUDAN (CN)
TANG LINYAO (CN)
XIE RUOBING (CN)
ZHANG XU (CN)
LIN LEYU (CN)
Application Number:
PCT/CN2021/101522
Publication Date:
March 03, 2022
Filing Date:
June 22, 2021
Export Citation:
Assignee:
TENCENT TECH SHENZHEN CO LTD (CN)
International Classes:
G06F16/9035; G06N3/08
Foreign References:
CN111931062A | 2020-11-13 | |||
CN106776873A | 2017-05-31 | |||
CN111291274A | 2020-06-16 | |||
CN111460130A | 2020-07-28 | |||
CN106897464A | 2017-06-27 |
Attorney, Agent or Firm:
SHENPAT INTELLECTUAL PROPERTY AGENCY (CN)
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