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 information more useful to users by applying an estimation model for a relation between items more widely. [Solution] There is provided an information processing apparatus including: a status information acquisition unit configured to acquire information representing a first situation of a user and information representing a second situation of the user; a status feature quantity extraction unit configured to extract a first status feature quantity corresponding to the first situation and a second status feature quantity corresponding o the second situation; a result information acquisition unit configured to acquire information indicating a first result generated in the first situation; a result feature quantity extraction unit configured to extract a result feature quantity corresponding to the first result; a relation feature quantity generation unit configured to generate a relation feature quantity indicating a relation between the first situation and the first result on the basis of the first status feature quantity and the result feature quantity; a result estimation unit configured to estimate a second result generated in the second situation on the basis of the relation feature quantity and the second status feature quantity; and an information generation unit configured to generate information reflecting the second result.
Abstract:
[Object] To further improve the efficiency of livestock management. [Solution] Provided is an information processing device including: a display control unit that controls display of condition information indicating conditions of livestock; an acquisition unit that acquires task information indicating a task related to the livestock, which is input on a basis of the condition information; and an output unit that outputs command information for providing a command for the task indicated by the task information.
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:
There is provided an information processing apparatus including an obtaining unit configured to obtain one or more other information elements corresponding to one information element based on a degree of association between the one information element and the other information elements, an extraction unit configured to extract a description of a type of association between the one information element and the obtained other information elements, and a presentation control unit configured to perform control in a manner that the one information element, the other information elements, the type of association, and the description of the type of association are presented.
Abstract:
Disclosed is an information processing apparatus including an expression extraction unit, a feature extraction unit, a clustering unit, a related expression extraction unit, and an output unit. The expression extraction unit extracts a plurality of expressions from a plurality of documents. The feature extraction unit extracts feature amounts of the extracted respective expressions while distinguishing the expressions having the same notation. The clustering unit clusters the extracted respective expressions together while distinguishing the expressions having the same notation and calculates assignment degree vectors having assignment degrees of the respective expressions to two or more respective clusters as components. The related expression extraction unit extracts related expressions having the assignment degree vectors similar to those of a provided input expression while distinguishing the expressions having the same notation. The output unit outputs the related expressions and identification information for identifying the related expressions.