Learning Device, Learning Method, Learning Data Generation Device, Learning Data Generation Method, Inference Device, And Inference Method

Abstract: These learning devices (100, 100a, 100b) are provided with: a learning data acquisition unit (109) which acquires a plurality of pieces of learning data, each of which is a combination of first information based on one time series data among one or a plurality of pieces of time series data including time series observation values, second information based on one prediction period among a plurality of prediction periods including at least two different prediction periods, and third information based on an observation value after the prediction period expires; and a learning unit (110) which adopts, as an explanatory variable, information obtained by combining the first information and the second information in the learning data, adopts the third information as a response variable, is trained by using the plurality of pieces of learning data acquired by the learning data acquisition unit (109), and generates a trained model that can infer an inference observation value after a designated prediction time expires.

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