ESTIMATION PROGRAM, ESTIMATION METHOD, AND INFORMATION PROCESSING DEVICE

ESTIMATION PROGRAM, ESTIMATION METHOD, AND INFORMATION PROCESSING DEVICE

An information processing apparatus inputs input data into a trained variational autoencoder that includes an encoder and a decoder and converts, into a first probability distribution, a probability distribution of a latent variable that is generated by the trained variational autoencoder according...

Ausführliche Beschreibung

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Bibliographische Detailangaben
Hauptverfasser: KAMATA, Yuichi, KATO, Keizo, NAKAGAWA, Akira
Format: Patent
Sprache:eng ; fre ; ger
Schlagworte:
CALCULATING
COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
COMPUTING
COUNTING
PHYSICS
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Beschreibung
Zusammenfassung:An information processing apparatus inputs input data into a trained variational autoencoder that includes an encoder and a decoder and converts, into a first probability distribution, a probability distribution of a latent variable that is generated by the trained variational autoencoder according to the input, on the basis of a magnitude of a standard deviation output from the encoder. The information processing apparatus converts the first probability distribution into a second probability distribution on the basis of an output error of the decoder regarding the input data. Thereafter, the information processing apparatus outputs the second probability distribution as an estimated value of a probability distribution of the input data.