Invention Grant
US09213943B2 Parameter inference method, calculation apparatus, and system based on latent dirichlet allocation model
有权
基于潜在Dirichlet分配模型的参数推理方法,计算装置和系统
- Patent Title: Parameter inference method, calculation apparatus, and system based on latent dirichlet allocation model
- Patent Title (中): 基于潜在Dirichlet分配模型的参数推理方法,计算装置和系统
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Application No.: US14153257Application Date: 2014-01-13
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Publication No.: US09213943B2Publication Date: 2015-12-15
- Inventor: Kopylov Vladislav , Liufei Wen , Guangyu Shi
- Applicant: Huawei Technologies Co., Ltd.
- Applicant Address: CN Shenzhen
- Assignee: Huawei Technologies Co., Ltd.
- Current Assignee: Huawei Technologies Co., Ltd.
- Current Assignee Address: CN Shenzhen
- Agency: Conley Rose, P.C.
- Agent Grant Rodolph; Nicholas K. Beaulieu
- Main IPC: G06N5/04
- IPC: G06N5/04 ; G06F17/30 ; G06K9/62

Abstract:
A parameter inference method to solve a problem that precision of a Latent Dirichlet Allocation model is poor is provided. The method includes: calculating a Latent Dirichlet Allocation model according to a preset initial first hyperparameter, a preset initial second hyperparameter, a preset initial number of topics, a preset initial count matrix of documents and topics, and a preset initial count matrix of topics and words to obtain probability distributions; obtaining the number of topics, a first hyperparameter, and a second hyperparameter that maximize log likelihood functions of the probability distributions; and determining whether the number of topics, the first hyperparameter, and the second hyperparameter converge, and if not, putting the number of topics, the first hyperparameter, and the second hyperparameter into the Latent Dirichlet Allocation model until the optimal number of topics, an optimal first hyperparameter, and an optimal second hyperparameter that maximize the log likelihood functions of the probability distributions.
Public/Granted literature
- US20140129510A1 Parameter Inference Method, Calculation Apparatus, and System Based on Latent Dirichlet Allocation Model Public/Granted day:2014-05-08
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