Abstract: The present invention relates to a pop count-based deep learning neural network computation method, a multiply accumulator, and a device thereof. The computation method according to an exemplary embodiment of the present invention is a computation method for a deep learning neural network, including a step of generating one-hot encoding codes according to the type of first multiplication result values for a multiplication (first multiplication) of weights (W) and input values (A); a step of performing a pop-count for each generated code; and a step of accumulating result values for a constant multiplication (second multiplication) between each type of the first multiplication result value and each count value of the pop-count which are different constant values.

Abstract: The present invention relates to a pop count-based deep learning neural network computation method, a multiply accumulator, and a device thereof. The computation method according to an exemplary embodiment of the present invention is a computation method for a deep learning neural network, including a step of generating one-hot encoding codes according to the type of first multiplication result values for a multiplication (first multiplication) of weights (W) and input values (A); a step of performing a pop-count for each generated code; and a step of accumulating result values for a constant multiplication (second multiplication) between each type of the first multiplication result value and each count value of the pop-count which are different constant values.

Abstract: A system for producing promotional media content includes a strategic meta information analysis processing unit configured to process various types of pieces of strategic meta information in various formats to an unstructured data batch having a certain weight value, a media content analysis processing unit configured to classify and analyze each meta information by similarity by using meta information of various types of media content or meta information actively extracted by analyzing each media content, an association analyzing unit configured to calculate association between strategic meta information processed through the strategic meta information analysis processing unit and the media content processed through the media content analysis processing unit, and a media content synthesizing unit configured to finally synthesize promotional media content by using the various types of strategic meta information, the media content, and the association information calculated by the association analyzing unit.

Abstract: A method of providing a context based service is performed by a user terminal. The method includes: generating a user profile about at least one entity; providing user profile characteristic information obtained or inferred from the user terminal associated with the at least one entity; and controlling to provide a user description generated based on the user profile and the user profile characteristic information to a recommendation engine for a required service if a recommendation of a context based service is required to the at least one entity, the recommendation engine performing a service recommendation according to a situation of the at least one entity.

Abstract: A method of organizing a user-customizable content adaptation object being performed on a user-customizable content adaptation object organizing server, the server being coupled to a user terminal, the method includes: (a) selecting a layout comprising at least one object collector; (b) generating at least one content adaptation object, each corresponding to a computer executable object and being capable of receiving a remote response by the user terminal or being applicable to the user terminal; and (c) inserting the at least one content adaptation object into the at least one object collector based on a property and a number of objects acceptable in the at least one object collector.

Abstract: A system for producing promotional media content includes a strategic meta information analysis processing unit configured to process various types of pieces of strategic meta information in various formats to an unstructured data batch having a certain weight value, a media content analysis processing unit configured to classify and analyze each meta information by similarity by using meta information of various types of media content or meta information actively extracted by analyzing each media content, an association analyzing unit configured to calculate association between strategic meta information processed through the strategic meta information analysis processing unit and the media content processed through the media content analysis processing unit, and a media content synthesizing unit configured to finally synthesize promotional media content by using the various types of strategic meta information, the media content, and the association information calculated by the association analyzing unit.

Abstract: A method of organizing a user-customizable content adaptation object being performed on a user-customizable content adaptation object organizing server, the server being coupled to a user terminal, the method includes: (a) selecting a layout comprising at least one object collector; (b) generating at least one content adaptation object, each corresponding to a computer executable object and being capable of receiving a remote response by the user terminal or being applicable to the user terminal; and (c) inserting the at least one content adaptation object into the at least one object collector based on a property and a number of objects acceptable in the at least one object collector.

Abstract: Disclosed are a wearable device including a modular functional block and a method for extending a function of a wearable device using a modular functional block. The wearable device including the modular functional block according to an embodiment of the present invention includes a plurality of functional blocks that are removably fastened to a strap connected to a main block of the wearable device. Here, a processing block of at least one of the main block and the plurality of functional blocks recognizes a mounting state of each of the other functional blocks, and generates application information provided in a combination of the functional blocks fastened to the strap.

Abstract: A method of organizing a user-customizable content adaptation object being performed on a user-customizable content adaptation object organizing server, the server being coupled to a user terminal, the method includes: (a) classifying at least one resource based on a context category; (b) selecting at least one classified content adaptation object based on a context to associate the at least one classified content adaptation object with an object collector, the at least one classified content adaptation object respectively corresponding to a computer-executable object, and being capable of receiving a remote response by the user terminal or being applied to the user terminal; (c) generating a collector layout page including the at least one content adaptation object in the object collector; and (d) providing the generated collector layout page to the user terminal.

Abstract: When a user wants to move or share the contents, information on network status, a position of a terminal, and a property of the terminal is collected and displayed intuitively to the user. Then, quality of the contents is adjusted in accordance with selection of the user adaptively. The contents can be displayed through the selected terminal with adaptively adjusted quality based on the information on network status, the position of a terminal, and the property of the selected terminal.

Abstract: A method of providing a context based service is performed by a user terminal. The method includes: generating a user profile about at least one entity; providing user profile characteristic information obtained or inferred from the user terminal associated with the at least one entity; and controlling to provide a user description generated based on the user profile and the user profile characteristic information to a recommendation engine for a required service if a recommendation of a context based service is required to the at least one entity, the recommendation engine performing a service recommendation according to a situation of the at least one entity.

Abstract: Provided is a method for automatically obtaining position information of virtual resources such as a network device in a virtual space such as a house, an office, and the like. The method for mapping position information of a virtual resource includes recognizing virtual resources virtualized according to services or characteristics unique to devices in a particular space, and collecting virtual resource information including internal states and providing services of the virtual resources, obtaining event occurrence information regarding the virtual resources by using the virtual resource information, when an event occurs in at least any one among the virtual resources, obtaining image information regarding the particular space, and obtaining position information regarding the virtual resources by using the event occurrence information and the image information.

Abstract: Provided is a method for providing a collaborative service based on virtual resources including generating virtual resources virtualized according to unique services or characteristics of devices connected through an assist gateway in a specific space and collecting virtual resource information including internal states of the virtual resources and services provided by the virtual resources, configuring a collaborative service with respect to the virtual resources using the virtual resource information, and generating a control command with respect to at least one or more virtual resources defined in a requested collaborative service.

Abstract: If a content creator that creates content and a service provider that provides the content are different, the content should be reconfigured and provided. In order to provide an interface suitable for a user environment, only a limited user environment should be considered. Thus, flexibility is low when an adaptive user interface is provided. It is possible to provide a user interface, independently of the relevant designer, by redefining content, a usage environment, and a relation between a page and a service provider and dynamically providing a user interface suitable for the user environment.

Abstract: When a user wants to move or share the contents, information on network status, a position of a terminal, and a property of the terminal is collected and displayed intuitively to the user. Then, quality of the contents is adjusted in accordance with selection of the user adaptively. The contents can be displayed through the selected terminal with adaptively adjusted quality based on the information on network status, the position of a terminal, and the property of the selected terminal.

Abstract: Disclosed are application service and sharing method in a home network system. An application service method in a home network system according to an exemplary embodiment of the present invention includes: receiving characteristic information of the terminal from each of the terminals; analyzing the characteristic information; generating the application corresponding to each of the terminals by selecting and extracting at least some components from an integrated document including a plurality of components according to the characteristic information; and providing the generated application to the corresponding application.

Abstract: Disclosed are a method and a server for application service in a home network. An application service method in a home network system according to an exemplary embodiment of the present invention includes: receiving characteristic information of the terminals and application requests from the terminals; downloading an integrated document including a plurality of components in response to the application requests; generating the application corresponding to each of the terminals by selecting and extracting at least some components from the integrated document according to the characteristic information; and providing the generated application to the corresponding terminal.

Abstract: Disclosed is a method or an operation for providing a personalized TV-Anytime metadata service. According to an embodiment of the present invention, there is provided a method of providing a table field element using a get_Data operation in the TV-Anytime metadata service. In the table field element provision method, a requested fields type element (RequestedFieldsType) required to designate a field of a metadata table is included in a query result value type in the SOAP query operation. A request message of the SOAP query operation is received. When the request message includes the requested fields type element for designating the query result value, a query result value corresponding to the table field designated from the requested fields type element included in the request message is extracted, and the query result value is transmitted using a response message of the SOAP operation.

Abstract: Disclosed is a method or an operation for providing a personalized TV-Anytime metadata service. According to an embodiment of the present invention, there is provided a method of providing a table field element using a get_Data operation in the TV-Anytime metadata service. In the table field element provision method, a requested fields type element (RequestedFieldsType) required to designate a field of a metadata table is included in a query result value type in the SOAP query operation. A request message of the SOAP query operation is received. When the request message includes the requested fields type element for designating the query result value, a query result value corresponding to the table field designated from the requested fields type element included in the request message is extracted, and the query result value is transmitted using a response message of the SOAP operation.

Abstract: The present invention relates to a method or an operation for providing a personalized TV-Anytime metadata service. According to the present invention, there is provided a method of transmitting non-anonymous user metadata to a TV-Anytime service agent using a SOAP operation, comprising the steps of a) defining a SOAP operation which transmits user metadata and is capable of identifying transmission of non-anonymous user metadata, b) the service agent identifying a user, c) a client loading user metadata about the identified user on an element of the SOAP operation defined at step a) and transmitting the element with the user metadata to the service agent, and d) the service agent identifying the element of the SOAP operation transmitted at step c) and extracting the user metadata included in the element of the SOAP operation therefrom.