发明名称 |
HIDDEN-VARIABLE-MODEL ESTIMATION DEVICE AND METHOD |
摘要 |
Provided is a hidden-variable-model estimation device that makes it possible to implement high-speed model selection even if the number of candidate models increases exponentially with the number of hidden states and the number of types of measurement probabilities. A variation-probability calculation unit (71) calculates a variation probability by maximizing a reference value defined as the lower bound of the Laplace approximation of the estimated value of a marginalized log-likelihood function with respect to a complete variable. A model estimation unit (72) produces an estimation of the optimal hidden-variable model by estimating the measurement-probability type of and parameters for each hidden state. A convergence determination unit (73) determines whether or not the reference value that the variation-probability calculation unit (71) used when calculating the variation probability converged. |
申请公布号 |
WO2013179579(A1) |
申请公布日期 |
2013.12.05 |
申请号 |
WO2013JP02900 |
申请日期 |
2013.04.30 |
申请人 |
NEC CORPORATION |
发明人 |
FUJIMAKI, RYOHEI;MORINAGA, SATOSHI |
分类号 |
G06N5/04 |
主分类号 |
G06N5/04 |
代理机构 |
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代理人 |
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主权项 |
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地址 |
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