Abstract: A learning network includes: a first extraction unit that extracts each feature vector of different pieces of teaching data designated in a support set using a first inception neural network that extracts a feature vector of time-series data by convolution layers with different filter sizes; a second extraction unit that extracts a feature vector of teaching data designated in a query set using a second inception neural network that extracts a feature vector of time-series data by a plurality of convolution layers with different filter sizes; and a learning unit that updates a network parameter of the learning network such that a relative distance between feature vectors of teaching data of the query set and of a positive sample of the support set is small and a relative distance between feature vectors of teaching data of the query set and of a negative sample of the support set is large.

Abstract: According to one embodiment, there is provided an information processing apparatus of a data processing system in which one or more application programs and a plurality of sensor devices are connected to a database via a network, where the information processing apparatus includes: a request receiving unit configured to receive requests from the application programs or data from the sensor devices via the network; a resource processing unit configured to process the data; and a perpetuation function unit configured to perform a conversion appropriate to a resource on the data processed by the resource processing unit and stores the data in an appropriate schema in the database. The resource processing unit includes a resource management unit provided with a memory and configured to manage attribute information about the resource in the memory.

Abstract: A data processing system according to an embodiment is a data processing system in which one or more application programs and one or more devices are connected to a database via a network, the system including a processor configured to: perform acceptance processing for accepting a request from the application programs or data from the devices; have a plurality of types of perpetuation functions of performing processing in accordance with a type of the request or the data and perpetually storing a processing result in the database, perform, using the perpetuation functions, processing corresponding to the type of the accepted request or data, and perform perpetuation processing for perpetually storing the processing result in the database; and perform switching processing for switching a destination at which the accepted request or data is processed to one of the plurality of types of perpetuation functions, based on the type of the accepted request or data.

Abstract: A communication signal sent out by an application is transferred to a communication signal control unit, and then is controlled or processed by a communication signal control module. Then, the communication signal is sent out to a network after being sequentially passed to a next communication signal control module. A communication control adjustment module included in a communication control adjustment unit, based on request conditions from a user, determines an execution position of the communication signal control module used for the control of the communication flow. The communication signal control module and the communication control adjustment module can change their structure even during communication.

Abstract: A communication signal sent out by an application is transferred to a communication signal control unit, and then is controlled or processed by a communication signal control module. Then, the communication signal is sent out to a network after being sequentially passed to a next communication signal control module. A communication control adjustment module included in a communication control adjustment unit, based on request conditions from a user, determines an execution position of the communication signal control module used for the control of the communication flow. The communication signal control module and the communication control adjustment module can change their structure even during communication.

Abstract: In order to make an extension/deletion of management function possible without interruption of a system operation and make a conversion between a plurality of management protocols possible in a network communication system for use and maintenance of a communication network, a managed object obtained by abstracting a physical subject such as a communication device or a communication service to be managed transfers from a management manager or an object server storing a plurality of managed objects on the basis of an instruction from the management manager performing a management operation and the transferred managed object is executed.