Abstract: A learning device generates a first learned model by subjecting a learning model to learning such that a correlation coefficient between a first explanatory variable for learning and an explained variable output from the learning model is maximized when the learning model that outputs an explained variable in a case where an explanatory variable is input is subjected to learning on the basis of first learning data representing a pair of the first explanatory variable for learning and a first explained variable for learning. When the first learned model is subjected to relearning on the basis of the second learning data representing the pair of the second explanatory variable for learning and the second explained variable for learning, the learning device generates the second learned model by subjecting the first learned model to relearning such that the error between the second explained variable for learning and the explained variable output from the first learned model is minimized.

Abstract: An estimation device collects sensor data representing a change in a load along a time series as a change in a voltage value from a sensor that generates a voltage when a load applied to an area changes, and estimates a matter related to a measurement target passing through a predetermined area by using sensor data collected from the sensor installed in the predetermined area.

Abstract: An infectious disease prevention supporting device according to an embodiment of the present invention is an infectious disease prevention supporting device including a processor. The processor is configured to perform a detection process that detects a motion of a forearm or a wrist by a user, a proximity determination process that determines whether the user's hand is in proximity to a mucosa of the user's face based on the motion detected by the detection process for a predetermined period of time, and a warning generation process that generates a warning to suppress the proximity of the user's hand to the mucosa when it is determined by the proximity determination process that the user's hand is in proximity to the mucosa.

Abstract: Provided is a highly reliable technology for optimizing an action for controlling an environment in a target space.

Abstract: A prediction method of performing heat source demand prediction in a space having a predetermined air conditioning control region, includes predicting a required heat quantity in the air conditioning control region by using a predetermined parameter related to a surrounding environment of the air conditioning control region and a setting value of an air conditioner set in the air conditioning control region as inputs, and predicting a heat source demand of the entire space from the predicted required heat quantity for each air conditioning control region.

Abstract: A hand washing supporting device according to embodiments is a hand washing supporting device including a processor, in which the processor is configured to perform a detection process that detects, upon detecting the motion of the hand by the user for a predetermined period of time by the detection process, a motion of a hand by a user, a determination process that determines a start of hand washing by the user, and a notification process that notifies, in accordance with a determination of the start of the hand washing by the determination process, the user of a difference between time required from the start to an end of the hand washing by the user and the predetermined period of time.

Abstract: Provided is a learning support device capable of providing highly reliable parameter estimation. A learning support device for supporting user learning acquires correct/incorrect answer data indicating whether each of answers from a plurality of users to a plurality of items to be learned is correct or incorrect, and calculates, based on the acquired correct/incorrect answer data, a proficiency level indicating an ability level of each user, a difficulty level indicating a difficulty of each item, and reliabilities indicating reliability levels of the proficiency level and the difficulty level.

Abstract: A hand washing supporting device according to embodiments is a hand washing supporting device including a processor, in which the processor is configured to perform a detection process that detects, upon detecting the motion of the hand by the user for a predetermined period of time by the detection process, a motion of a hand by a user, a determination process that determines a start of hand washing by the user, and a notification process that notifies, in accordance with a determination of the start of the hand washing by the determination process, the user of a difference between time required from the start to an end of the hand washing by the user and the predetermined period of time.

Abstract: An infectious disease prevention supporting device according to an embodiment of the present invention is an infectious disease prevention supporting device including a processor. The processor is configured to perform a detection process that detects a motion of a forearm or a wrist by a user, a proximity determination process that determines whether the user's hand is in proximity to a mucosa of the user's face based on the motion detected by the detection process for a predetermined period of time, and a warning generation process that generates a warning to suppress the proximity of the user's hand to the mucosa when it is determined by the proximity determination process that the user's hand is in proximity to the mucosa.

Abstract: Provided is a highly reliable technology for optimizing an action for controlling an environment in a target space.

Abstract: A learning schedule of a user is generated on the basis of information indicating a learning history of the user. A question answer data acquisition section (111) acquires the information.