Abstract: A learning device calculates an estimation target item reference value according to a fixed value of each estimation target object. The learning device acquires learning data that includes the fixed value of each estimation target object, a variable item value, and an estimation target item value according to the fixed value and the variable item value. The learning device trains, using the learning data and an evaluation function, a model that outputs an estimated value of the estimation target item value in response to input of the fixed value of each estimation target object and the variable item value.

Abstract: A data transformation apparatus (1) includes: data transformation means (11) for performing data transformation on each of a plurality of data sets so that data distributions of the plurality of data sets are brought close to each other; first calculation means (12) for calculating a class classification loss from a result of class classification performed by class classification means on at least some of a plurality of first transformed data sets obtained after the data transformation; second calculation means (13) for calculating an upper bound and a lower bound of a domain classification loss from a result of domain classification performed by domain classification means on each of the plurality of first transformed data sets; and first learning means (14) for performing first learning by updating a parameter of the domain classification means so that the upper bound is reduced and updating a parameter of the data transformation means so that the class classification loss is reduced and the lower bound is

Abstract: A data conversion learning apparatus includes a data conversion unit that performs data conversion of source data and target data, a first deduction unit that deduces data of a non-appearing class on the basis of a domain certainty factor acquired by a domain identification using converted data, a second deduction unit that deduces data of a non-appearing class on the basis of a class certainty factor acquired by a class identification using converted data, a class identification learning unit that performs machine learning for class identification using the data of the non-appearing class deduced by the first deduction unit and the source data and the target data which are inputs, and a domain identification learning unit that performs machine learning for domain identification using the data of the non-appearing class deduced by the second deduction unit and the source data and the target data which are inputs.

Abstract: This prediction model preparation device is provided with: a calculation means which calculates, from a datum in which a sample and a label are associated with each other, an importance level according to the difference between a first possibility that an event influencing the sample occurs in a source domain and a second possibility that the event occurs in a target domain; and a preparation means which constructs prepares a prediction model relating to the target domain by calculating association between the sample and the label included in the datum to which the importance level is added.

Abstract: Provided is a three-dimensionally shaped thermally conductive molded body and manufacturing method thereof, that can ensure sufficient gap filling properties and contact surface area with regard to heat dissipating components such as heat sinks and the like and heat generating components such as IC chips and the like, without adding excessive stress to these components. The three-dimensionally shaped thermally conductive molded body of a first aspect of the present disclosure contains a thermally conductive material and a silicone-based material, the molded body has a substantially flat bottom surface, and a three-dimensional shaped part located on the inside of the bottom surface, and the height of the three-dimensionally shaped part that is higher than the bottom surface differs in at least two locations.

Abstract: A film-forming apparatus and method capable of film lamination with superior evenness and good followability regardless of the size, shape and number of articles being laminated. The film-forming apparatus provided has a first chamber that is provided with a heating means and that is capable of maintaining a vacuum or a pressurized state, a second chamber that is disposed so as to be able to be joined to, and separated from, the first chamber, that is provided with a movable supporting table on which an article is supported and that is capable of maintaining a vacuum or a pressurized state, a frame-like film holding member that is disposed between the first chamber and the second chamber and that holds a film, and an auxiliary film pressing tool having a film pressing part that inhibits lifting of the film when the film is laminated on a surface of the article.

Abstract: A container can be easily manufactured because the container can be manufactured by die-forming a resin sheet. The container widens toward an outer circumferential side from side parts differing from a long side part on which a hinge part is formed, and is furnished with joining parts having mating surfaces that join with one another, and bent parts at outer circumferential edges of the joining parts, the bent parts being bent between container body parts in a direction in which the two separate from one another. Consequently, the container can maintain a freestanding form on an installation surface using the bent parts which spread so as to mutually separate, as legs. The above facilitates production and makes it possible for the container to stand in a stable state.

Abstract: A film-forming apparatus and method capable of film lamination with superior evenness and good followability regardless of the size, shape and number of articles being laminated. The film-forming apparatus provided has a first chamber that is provided with a heating means and that is capable of maintaining a vacuum or a pressurized state, a second chamber that is disposed so as to be able to be joined to, and separated from, the first chamber, that is provided with a movable supporting table on which an article is supported and that is capable of maintaining a vacuum or a pressurized state, a frame-like film holding member that is disposed between the first chamber and the second chamber and that holds a film, and an auxiliary film pressing tool having a film pressing part that inhibits lifting of the film when the film is laminated on a surface of the article.

Abstract: The present application provides a projection system by which constraints placed on space use of a user can be reduced. The projection system includes: a projector and a screen. The screen includes a first film for transmitting image light incoming from the projector and a second film for transmitting the image light transmitted through the first film. A pattern for refracting or reflecting the image light toward the second film is formed on a light entrance face of the first film receiving the image light. The incident angle of the image light entering the first film is not less than 20 degrees.

Abstract: A film-forming apparatus (100) and method capable of film lamination with superior evenness and good followability regardless of the size, shape and number of articles being laminated.