Abstract: [Object] To provide an information processing apparatus, an information processing method, and a program capable of providing more useful information to a driver. [Solution] An information processing apparatus including: a prediction section configured to predict accident probability of a vehicle driven by a user; and an output control section configured to cause information to be output to the user, the information corresponding to a factor that increases the accident probability predicted by the prediction section.

Abstract: The present technology relates to an information processing device, an information processing method, that facilitate comparisons between insurances. The information processing device includes an acquisition unit that acquires an output from one sensor or outputs from a plurality of sensors different from each other as behavior-monitoring data items of a user, and a diagnosis-result prediction unit that predicts a diagnosis result about one insurance or diagnosis results about a plurality of insurances for the user on the basis of a prediction model calculated in advance by learning for the one insurance or each of the plurality of insurances and on the basis of the behavior-monitoring data items. The present technology is applicable to comparison systems.

Abstract: An information processing apparatus according to an embodiment of the present technology includes a first learning unit, a second learning unit, an evaluation unit, and an adjustment unit. The first learning unit causes a predetermined learning model to perform learning. The second learning unit causes a conversion model to perform learning, the conversion model converting an output of the predetermined learning model into a rule group described in a format that can be interpreted by a user. The evaluation unit acquires evaluation information obtained by evaluating the rule group in accordance with a predetermined standard. The adjustment unit adjusts learning processing of the predetermined learning model on the basis of the evaluation information.

Abstract: There is provide an information processing device capable of reducing the time taken for selection of the learning setting, the information processing device including: a data acquisition unit configured to acquire a learning setting corresponding to information related to previous learning processing in which a degree of similarity with information related to learning processing specified by a user is higher than a predetermined degree of similarity as a learning setting to be recommended to the user; and a display control unit configured to control display corresponding to the learning setting to be recommended.

Abstract: An information processing apparatus (1) includes a learning unit (32), a calculation unit (33), and a presentation unit (34). The learning unit (32) learns the first model based on predetermined new data acquired from a terminal device (100) possessed by the user and the second model based on joined data obtained by joining shared data stored in advance in the storage unit (4) as additional data with the new data. The calculation unit (33) calculates the improvement degree indicating the degree of improvement in the output precision of the second model to the output of the first model. The presentation unit (34) generates predetermined presentation information based on the improvement degree calculated by the calculation unit (33).

Abstract: [Object] To provide an information processing apparatus, an information processing method, a program, and a system capable of providing a more appropriate vehicle insurance by selecting a vehicle insurance in accordance with a current situation. [Solution] An information processing apparatus including: a selection section configured to select an insurance to be applied to a vehicle from one or more insurances calculated on a basis of a set vehicle insurance condition, attribute information of the vehicle and a user, and real-time characteristic information of the vehicle which includes movement route information.

Abstract: There is provided an information processing method, an information processing device, and a program that facilitates a security measure for a machine learning model or an API for using the machine learning model, the information processing system including one or more information processing devices controls a user interface for performing a setting related to security of a machine learning model, and generates the machine learning model corresponding to content set via the user interface. The present technology can be applied to, for example, a system that generates and discloses, for example, a machine learning model or an API for using the machine learning model.

Abstract: The present technology relates to an information processing method, an information processing device, and a program capable of improving prediction accuracy of a prediction model. An information processing system including one or more information processing devices performs training of the prediction model on the basis of prediction data used for predictive analysis using the prediction model and learning data. Furthermore, the information processing system including one or more information processing devices performs the predictive analysis on the basis of the prediction model trained on the basis of the learning data and the prediction data, and the prediction data. The present technology can be applied to, for example, a system that performs the predictive analysis for various services.

Abstract: An information processing apparatus (100) according to the present disclosure includes: a control unit (130) that acquires a past case including a past prediction target and an analysis data set used for predictive analysis for the prediction target, acquires data to be used for predictive analysis, extracts a prediction target in a case of performing the predictive analysis by using the data based on the data and the past case, and constructs, based on the data, a data set to be used for the predictive analysis for the extracted prediction target.

Abstract: An information processing device including: an input unit to which a first data set including a plurality of pieces of data is input; a determination unit that determines processing applied when a prediction model based on a second data set similar to the first data set is generated; and a prediction model generation unit that generates a prediction model based on the first data set by applying the processing determined by the determination unit to the first data set.

Abstract: The object is to provide an information processing apparatus, an information processing method, and a program capable of appropriately handling a difference between detection results of sensors. The solution is an information processing apparatus including: a detection section configured to detect first information regarding a mobile object; an acquisition section configured to acquire second information regarding the mobile object, the second information being detected by an external apparatus; and a control section configured to control processing based on a comparison result of the first information and the second information detected for the same mobile object.

Abstract: An information processing apparatus is provided which includes a sensor information acquisition unit that acquires sensor information including at least biological information of a user and a biological information change prediction unit that predicts a change of the biological information from the sensor information in accordance with a framework based on knowledge concerning poor physical condition of the user.

Abstract: [Object] To provide an information processing apparatus, an information processing method, and a program capable of providing more useful information to a driver. [Solution] An information processing apparatus including: a prediction section configured to predict accident probability of a vehicle driven by a user; and an output control section configured to cause information to be output to the user, the information corresponding to a factor that increases the accident probability predicted by the prediction section.

Abstract: This technology relates to an information processing apparatus, an information processing method, and a program for permitting relatively easy comparison and examination of learning histories. An information processing apparatus includes a control section configured to perform control to display multiple prediction models as models trained by machine learning, and respective pieces of model information regarding the prediction models. This technology can be applied, for example, to information processing apparatuses that perform learning and prediction by machine learning.

Abstract: [Object] To provide an information processing apparatus, an information processing method, and a program capable of providing more useful information to a driver. [Solution] An information processing apparatus including: a prediction section configured to predict accident probability of a vehicle driven by a user; and an output control section configured to cause information to be output to the user, the information corresponding to a factor that increases the accident probability predicted by the prediction section.

Abstract: There is provided an information processing device capable of intuitively adding a hardware resource intended to execute the learning, the information processing device including: a display control unit configured to control display of information indicating progress of a learning process and an addition button used to add dynamically a second hardware resource intended to execute the learning process to a first hardware resource on which the learning process is being executed.

Abstract: The object is to provide an information processing apparatus, an information processing method, and a program capable of appropriately handling a difference between detection results of sensors. The solution is an information processing apparatus including: a detection section configured to detect first information regarding a mobile object; an acquisition section configured to acquire second information regarding the mobile object, the second information being detected by an external apparatus; and a control section configured to control processing based on a comparison result of the first information and the second information detected for the same mobile object.

Abstract: The present disclosure relates to an information processing apparatus, an information processing method, and a program that allow improvement of a learning data set to be facilitated. A prediction analysis section calculates an evaluation value for an evaluation data set used to evaluate a prediction model, for a predetermined number of data samples in a learning data set used for training of the prediction model, and on the basis of the evaluation value for all the data samples in the learning data set and gradients of the data samples, an advice generation section generates presentation information for presenting advice related to at least one of the data samples in the learning data set or feature amounts of the data samples. A technique according to the present disclosure can be applied to prediction of a contract price of a previously used condominium, for example.

Abstract: The object is to provide an information processing apparatus, an information processing method, and a program capable of appropriately handling a difference between detection results of sensors. The solution is an information processing apparatus including: a detection section configured to detect first information regarding a mobile object; an acquisition section configured to acquire second information regarding the mobile object, the second information being detected by an external apparatus; and a control section configured to control processing based on a comparison result of the first information and the second information detected for the same mobile object.

Abstract: There is provided an information processing apparatus and an information processing method, the information processing apparatus including: a display size decision unit configured to decide a display size of data that is based on learning of a label corresponding to a class, on the basis of a distance between a position of the data arranged on the basis of a likelihood vector obtained by recognition of the data, and a position of a class to which the data belongs; and a communication control unit configured to cause the display size to be transmitted.