Ntt Docomo, Inc.

Haruka Kikuchi

Yusuke Fukazawa

Ajay Chander

Satoshi Kawasaki

Dachuan Yu

Tsukasa Demizu

Shin Ishiguro

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.

Learning and using a single forecast model for demand forecasting

The at-home prediction device is a device that makes a prediction relating to a resident in a household being at home, and the at-home prediction device includes: a household information acquiring unit configured to acquire household information according to the number of households of each type in an area in which the household are located; a prediction information acquiring unit configured to acquire prediction information of a plurality of types other than the household information in the area that is used for the prediction; a dimension compressing unit configured to perform dimension compression on the prediction information together with the household information for each type of the prediction information; a prediction unit configured to make a prediction relating to the resident in the household being at home on the basis of information that is compressed in dimensions; and an output unit configured to output information representing a prediction result.

At-home prediction device

A method and apparatus is disclosed herein for constructing security policies for content instrumentation against attacks. In one embodiment, the method comprises constructing one or more security policies for web content using at least one rewriting template, at least one edit automata policy, or at least one policy template; and rewriting a script program in a document to cause behavior resulting from execution of the script to conform to the one or more policies.

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Chiyoda-ku, Japan

Haruka Kikuchi