WO2023160947 - METHOD AND DEVICE FOR PROVIDING A RECOMMENDER SYSTEM
National phase entry is expected:
Publication Number
WO/2023/160947
Publication Date
31.08.2023
International Application No.
PCT/EP2023/052138
International Filing Date
30.01.2023
Title **
[English]
METHOD AND DEVICE FOR PROVIDING A RECOMMENDER SYSTEM
[French]
PROCÉDÉ ET DISPOSITIF POUR FOURNIR UN SYSTÈME DE RECOMMANDATION
Applicants **
SIEMENS AKTIENGESELLSCHAFT
Werner-von-Siemens-Straße 1
80333 München, DE
Inventors
DOLD, Dominik
Granaatplein 63
2332LG Leiden, NL
HILDEBRANDT, Marcel
Leonrodstraße 21
80634 München, DE
MOGOREANU, Serghei
Hugo-Weiss-Str 9
81827 München, DE
Priority Data
22158015.2
22.02.2022
EP
Application details
| Total Number of Claims/PCT | * |
| Number of Independent Claims | * |
| Number of Priorities | * |
| Number of Multi-Dependent Claims | * |
| Number of Drawings | * |
| Pages for Publication | * |
| Number of Pages with Drawings | * |
| Pages of Specification | * |
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International Searching Authority |
EPO
* |
| Applicant's Legal Status |
Legal Entity
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| * | |
| * | |
| * | |
| * | |
| Entry into National Phase under |
Chapter II
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| * | |
| * | |
| Translation |
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Recalculate
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Quotation for National Phase entry
| Country | Stages | Total | |
|---|---|---|---|
| China | Filing | 1091 | |
| EPO | Filing, Examination | 4722 | |
| Japan | Filing | 591 | |
| South Korea | Filing | 575 | |
| USA | Filing, Examination | 2710 |
Total: 9689 USD
The term for entry into the National Phase has expired. This quotation is for informational purposes only
Abstract[English]
A recommender system is provided for which in the training initial user encodings and initial item encodings are used as trainable parameters. This is opposite to the normal procedure, where weights of the encoder network are trained. The advantage thereof is that the computational complexity in the training process is significantly decreased thus that it can be employed on computationally restricted platforms such as end devices, FPGAs or ASICs.[French]
L’invention concerne un système de recommandation pour lequel, dans les codages d'utilisateur initiaux et codages d'éléments initiaux d'entraînement, sont utilisés en tant que paramètres pouvant être entraînés. Ceci est opposé à la procédure normale, les poids du réseau de codeur étant entraînés. L'avantage associé est que la complexité de calcul dans le processus d'entraînement est considérablement réduite, de sorte qu'elle peut être utilisée sur des plateformes limitées par ordinateur telles que des dispositifs d'extrémité, des FPGA ou des ASIC.