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  • Ký hiệu PL/XG: 005
    Nhan đề: Factorization Forecasting Approach For User Modeling /

DDC 005
Tác giả CN Nguyen Thai-Nghe
Nhan đề Factorization Forecasting Approach For User Modeling / Nguyen Thai-Nghe, Lars Schmidt-Thieme
Mô tả vật lý 15 p.
Tóm tắt In this work, an approach which integrates forecasting model into matrix factorization modelto take into account sequential/temporal effects in user modeling since users' need /knowledge maychange overtime is introduced. The model as well as how to use stochastic gradient descent to learn this model, thenresulting with an algorithm are thoroughly presented. The proposed modelis validated using several data sets which are extracted from both e—commerce and e—learning areas.
Từ khóa tự do Factorization forecasting
Từ khóa tự do Intelligent tutoring systems
Từ khóa tự do Matrix factorization
Từ khóa tự do Remunmender systems
Từ khóa tự do Sequential effect
Từ khóa tự do User modeling
Tác giả(bs) CN Lars Schmidt-Thieme
Nguồn trích Tạp chí Tin học và Điều khiển học = Journal of Computer Science And Cybernetics 2015P. 133-147 Số: 2 Tập: 31
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100 |aNguyen Thai-Nghe
245 |aFactorization Forecasting Approach For User Modeling / |cNguyen Thai-Nghe, Lars Schmidt-Thieme
300 |a15 p.
520 |aIn this work, an approach which integrates forecasting model into matrix factorization modelto take into account sequential/temporal effects in user modeling since users' need /knowledge maychange overtime is introduced. The model as well as how to use stochastic gradient descent to learn this model, thenresulting with an algorithm are thoroughly presented. The proposed modelis validated using several data sets which are extracted from both e—commerce and e—learning areas.
653 |aFactorization forecasting
653 |aIntelligent tutoring systems
653 |aMatrix factorization
653 |aRemunmender systems
653 |aSequential effect
653 |aUser modeling
700 |aLars Schmidt-Thieme
773 |tTạp chí Tin học và Điều khiển học = Journal of Computer Science And Cybernetics |d2015|gP. 133-147|v31|i2
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