Abstract: There is provided an information processing apparatus as a mechanism capable of more appropriately specifying reasons of prediction by a prediction model, the information processing apparatus including a control unit configured to extract a characteristic amount set from characteristic amounts included in a plurality of pieces of input data input to a prediction model configured by a non-linear model, in which an absolute value of a degree of contribution of the extracted characteristic amount set to a prediction result by the prediction model is equal to or greater than a first threshold, and an absolute value of a degree of contribution of a characteristic amount set obtained by excluding arbitrary one of the characteristic amounts from the extracted characteristic amount set to a prediction result by the prediction model is equal to or less than a second threshold.

Abstract: There is provided an information processing device capable of searching for a network structure more efficiently, the information processing device including: a structure acquisition unit configured to acquire a graph structure searched for on a basis of information related to a structure of a graph-structured network.

Abstract: The present disclosure relates to an information processing apparatus, a method, and a program capable of causing a system to efficiently learn a method of controlling a person. A control learning system calculates a reward based on an input objective state of a control target and a state of the control target based on a sensing result of the control target. The control learning system performs reinforcement learning using the calculated reward and the state of the control target to select a better action for bringing the control target closer to the objective state. The control learning system executes the selected action for the control target. For example, the present disclosure can be applied to a control learning system including a terminal and a cloud system.

Abstract: [Object] To provide an information processing apparatus, an information processing method, and a program capable of efficiently using information regarding a user evaluation of a target vehicle. [Solution] An information processing apparatus including: a recognition section configured to automatically recognize information of a target vehicle from environment information of a user; an acquisition section configured to acquire a user evaluation of the recognized target vehicle; and a generation section configured to generate information for issuing a notification of the acquired user evaluation.

Abstract: Proposed is a mechanism that is capable of more appropriately specifying grounds of prediction by a prediction model. An information processing apparatus includes a control unit configured to extract a first characteristic amount positively contributing to a prediction result by a prediction model configured by a non-linear model and a second characteristic amount negatively contributing to the prediction result, from among characteristic amounts of input data input to the prediction model.

Abstract: The present disclosure relates to an information processing apparatus, a method, and a program capable of causing a system to efficiently learn a method of controlling a person. A control learning system calculates a reward based on an input objective state of a control target and a state of the control target based on a sensing result of the control target. The control learning system performs reinforcement learning using the calculated reward and the state of the control target to select a better action for bringing the control target closer to the objective state. The control learning system executes the selected action for the control target. For example, the present disclosure can be applied to a control learning system including a terminal and a cloud system.

Abstract: The present technology relates to an information processing device, an information processing method, and a program 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: The present disclosure relates to an information processing apparatus and method, a program, and an information processing system that make it possible to effectively narrow down suspicious cases of fraud. A checkpoint generation section generates, as a checkpoint list, locations highly likely to be determined as dangerous driving even for driving as usual by using traveling information of a vehicle from a policyholder. A fraudulent user detection section generates a list of policyholders suspected of fraud in a declaration of the vehicle traveling information with reference to the generated checkpoint list by using the vehicle traveling information from the policyholder. The present disclosure is applicable, for example, to a fraud check support system that includes a terminal and a cloud system.

Abstract: [Object] To provide an information processing apparatus, an information processing method, and a program capable of efficiently using information regarding a user evaluation of a target vehicle. [Solution] An information processing apparatus including: a recognition section configured to automatically recognize information of a target vehicle from environment information of a user; an acquisition section configured to acquire a user evaluation of the recognized target vehicle; and a generation section configured to generate information for issuing a notification of the acquired user evaluation.

Abstract: There is provided an information processing apparatus and an information processing method that enable agents with different skills to cooperate with each other to efficiently execute a task, the information processing apparatus including: an allocation section configured to assign at least a part of a task to two or more agents on the basis of a skill model indicating a skill of each of the agents. An information processing method includes an allocation step of assigning at least a part of a task to two or more agents on the basis of a skill model indicating a skill of each of the agents. The present technology can be applied to, for example, an agent system in which a plurality of agents cooperates with each other to execute a task.

Abstract: There is provided an information processing apparatus and an information processing method each enabling a transmission apparatus which transmits observation information to be used in prediction to be readily selected from a plurality of transmission apparatuses. A selection section selects a sensor which transmits observation information to be used in prediction as a use sensor from a plurality of sensors on the basis of pieces of information associated with the plurality of sensors, respectively. The present disclosure, for example, can be applied to an information processing apparatus or the like which performs prediction of failure probability of an industrial robot by using observation information which is transmitted from a predetermined sensor of a plurality of sensors installed in an industrial robot.

Abstract: [Object] To provide an information processing apparatus, an information processing method, and a program capable of efficiently using information regarding a user evaluation of a target vehicle. [Solution] An information processing apparatus including: a recognition section configured to automatically recognize information of a target vehicle from environment information of a user; an acquisition section configured to acquire a user evaluation of the recognized target vehicle; and a generation section configured to generate information for issuing a notification of the acquired user evaluation.

Abstract: There is provided an information processing apparatus which is capable of more efficiently designing a neural network which is fit for processing by a plurality of hardware devices, and an information processing method. The information processing apparatus includes: an acquiring unit configured to acquire restrictions relating to a plurality of hardware devices; and a determining unit configured to perform determination as to whether or not a neural network satisfies the restrictions.

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: [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: [Object] To provide an information processing apparatus and an information processing method. [Solution] 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.

Abstract: There is provided an information processing apparatus to provide a mechanism capable of providing information indicating the appropriateness of a computational result by a model constructed by machine learning, the information processing apparatus including: a first acquisition section that acquires a first data set including a combination of input data and output data obtained by inputting the input data into a neural network; a second acquisition section that acquires one or more second data sets including an item identical to the first data set; and a generation section that generates information indicating a positioning of the first data set in a relationship with the one or more second data sets.

Abstract: [Object] To provide an information processing apparatus, an information processing method, and a program that can present an index to success of a policy for guiding a customer's continuing state to a targeted state. [Solution] The information processing apparatus includes an output unit configured to output an index to success of a policy that guides a customer to a targeted state, the index being calculated on a basis of past information indicating a change in a continuing state of the customer and past information indicating whether or not the policy that guides the customer who has been changed to the targeted state has been implemented.

Abstract: There is provided an information processing device capable of searching for a network structure more efficiently, the information processing device including: a structure acquisition unit configured to acquire a graph structure searched for on a basis of information related to a structure of a graph-structured network.

Abstract: [Object] To provide an information processing apparatus, an information processing method, and a program capable of appropriately handling a difference between detection results of sensors. [Solution] 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.