Learning and using a single forecast model for demand forecasting

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United States of America

PATENT NO 11989654
APP PUB NO 20210049472A1
SERIAL NO

16967063

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Abstract

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A learning system includes a learning data acquisition unit that generates a neural network included in a single forecast model for performing a forecast of demand for a service through machine learning and acquires, as learning data, an actual demand value of the service and a feature amount for learning for each mesh associated with a past period, the feature amount for learning including the number of demands for the service in each mesh in each period as a feature amount, a learning data normalization unit that normalizes at least the number of demands in the feature amount for learning for each mesh, and a generation unit that performs machine learning on the basis of an actual demand value and a demand forecast value obtained by inputting the feature amount for learning including the normalized number of demands to the neural network, and generates the neural network.

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Patent Owner(s)

  • NTT DOCOMO INC.

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Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Fukazawa, Yusuke Chiyoda-ku, JP 50 79
Ishiguro, Shin Chiyoda-ku, JP 13 101
Kawasaki, Satoshi Chiyoda-ku, JP 69 786
Kikuchi, Haruka Chiyoda-ku, JP 8 100

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