Abstract: An apparatus and a method for performing machine learning by executing steps of: generating a decision tree-based machine learning model based on training data; selecting two variables from a decision tree of the machine learning model and determining a correlation between two selected variables; and performing the machine learning based on determined correlation are provided.

Abstract: A machine learning method for incremental learning builds a model by using training data and incrementally updates the built model by using only a new weight generated based on new training data.

Abstract: An apparatus and a method for performing machine learning by executing steps of: generating a decision tree-based machine learning model based on training data; selecting two variables from a decision tree of the machine learning model and determining a correlation between two selected variables; and performing the machine learning based on determined correlation are provided.

Abstract: Disclosed herein is an apparatus for supporting setting of a network routing path, which includes a sub-cast list management unit for managing a sub-cast list that contains information about one or more other apparatuses for supporting setting of a network routing path with which the apparatus establishes a network session; a session management unit for simultaneously transmitting a SYNC message to at least some of the apparatuses included in the sub-cast list and establishing a network session with one of the apparatuses included in the sub-cast list in consideration of responses to the SYNC message; and a communication unit for transmitting data via the established network session.

Abstract: Provided is an autonomous electric generator including: a stator includes generator coil for generating electricity and motor coil for generating electromagnetic force; a primary rotator includes a first permanent magnet; and a secondary rotator includes a second permanent magnet. The primary rotator and secondary rotator are rotated by the electromagnetic force generated by the motor coil. The autonomous electric generator is to generate renewable, portable and sustainable energy, using a self-sufficient electric generator that produces electricity from naturally abundant resources in a self-sufficient and sustainable method. The autonomous electric generator does not cause any harmful impacts to the environmental ecosystem or to the human health.

Abstract: Disclosed herein is an apparatus for supporting setting of a network routing path, which includes a sub-cast list management unit for managing a sub-cast list that contains information about one or more other apparatuses for supporting setting of a network routing path with which the apparatus establishes a network session; a session management unit for simultaneously transmitting a SYNC message to at least some of the apparatuses included in the sub-cast list and establishing a network session with one of the apparatuses included in the sub-cast list in consideration of responses to the SYNC message; and a communication unit for transmitting data via the established network session.

Abstract: An application as a service provided in a secure environment. A sandbox in a user's computing environment may be created. An application may be downloaded to the user's computing environment to run within the sandbox. Data sources associated with the user's computing environment may be searched and connectivity established with data registry of the data sources based on data description received with the application. The application may be run within the sandbox using the established connectivity. Metering may be performed to monitor usage of the application at the user's computing environment.

Abstract: An application as a service provided in a secure environment. A sandbox in a user's computing environment may be created. An application may be downloaded to the user's computing environment to run within the sandbox. Data sources associated with the user's computing environment may be searched and connectivity established with data registry of the data sources based on data description received with the application. The application may be run within the sandbox using the established connectivity. Metering may be performed to monitor usage of the application at the user's computing environment.

Abstract: A method and system for managing semantic and syntactic metadata. Heterogeneous data is received. After the heterogeneous data is received, the semantic metadata associated with the received heterogeneous data is captured and syntactic metadata associated with the received heterogeneous data is captured. The semantic metadata describes contextually relevant or domain-specific information about data based on an industry-specific or enterprise-specific metadata model or ontology. The syntactic metadata included grammatical rules and structural patterns governing an ordered use of formats and arrangement pertaining to specified data. The received heterogeneous data and said captured semantic metadata and said syntactic metadata are logically linked. The heterogeneous data is stored in a repository.

Abstract: An application as a service provided in a secure environment. A sandbox in a user's computing environment may be created. An application may be downloaded to the user's computing environment to run within the sandbox. Data sources associated with the user's computing environment may be searched and connectivity established with data registry of the data sources based on data description received with the application. The application may be run within the sandbox using the established connectivity. Metering may be performed to monitor usage of the application at the user's computing environment.

Abstract: An application as a service provided in a secure environment. A sandbox in a user's computing environment may be created. An application may be downloaded to the user's computing environment to run within the sandbox. Data sources associated with the user's computing environment may be searched and connectivity established with data registry of the data sources based on data description received with the application. The application may be run within the sandbox using the established connectivity. Metering may be performed to monitor usage of the application at the user's computing environment.

Abstract: There is disclosed a software engineering system and method for engineering software components. In an embodiment, the method comprises providing the software component with an input interface, an output interface, and a control interface, the control interface being configurable to receive external conditions or parameters that are specific to an environment or to a domain; and providing one or more externally modifiable adapters, the one or more externally modifiable adapters having environment-specific or domain-specific data, and being configurable to be dynamically bound to the software component in dependence upon external conditions or parameters that are specific to an environment or to a domain in which the software component is to be executed.

Abstract: An event management system that plays a central role in handling varying loads of metadata events from each of a large number of touch-points or data servers that come into a Data Centric computing environment. As a matter of distinction when compared to conventional method-centric computing environments, there is broadly contemplated herein the concept not of physically installing a software agent on a designated system as stationary entity, but of launching it in a distributed computing environment and permitting it to “roam” around the numerous data servers to ensure consistency, accuracy and currency between the data entities managed by multiple data servers and the metadata servers in a data-centric computing environment.

Abstract: There is disclosed a software engineering system and method for engineering software components. In an embodiment, the method comprises providing the software component with an input interface, an output interface, and a control interface, the control interface being configurable to receive external conditions or parameters that are specific to an environment or to a domain; and providing one or more externally modifiable adapters, the one or more externally modifiable adapters having environment-specific or domain-specific data, and being configurable to be dynamically bound to the software component in dependence upon external conditions or parameters that are specific to an environment or to a domain in which the software component is to be executed.

Abstract: There is disclosed a software engineering system and method for engineering software components. In an embodiment, the method comprises providing the software component with an input interface, an output interface, and a control interface, the control interface being configurable to receive external conditions or parameters that are specific to an environment or to a domain; and providing one or more externally modifiable adapters, the one or more externally modifiable adapters having environment-specific or domain-specific data, and being configurable to be dynamically bound to the software component in dependence upon external conditions or parameters that are specific to an environment or to a domain in which the software component is to be executed.

Abstract: A system, method and program product for managing data for researchers. A research data server receives and manages experimental data and research data and results from the researchers, and operates with a virtual storage device to maintain the experimental data and research data and results. A reference data access server receives and manages external reference data relating to the research and operating with the virtual storage device to maintain the external reference data. Computational resources allow researchers to capture, process and analyze experimental data to obtain results. A research data network connects the virtual storage device, research data server, reference data access server and the computational resources to allow transfer of data there between. Security management services authenticate and authorize access by the researchers to the system.

Abstract: A method and system for managing semantic and syntactic metadata. Heterogeneous data is received. After the heterogeneous data is received, the semantic metadata associated with the received heterogeneous data is captured and syntactic metadata associated with the received heterogeneous data is captured. The semantic metadata describes contextually relevant or domain-specific information about data based on an industry-specific or enterprise-specific metadata model or ontology. The syntactic metadata included grammatical rules and structural patterns governing an ordered use of formats and arrangement pertaining to specified data. The received heterogeneous data and said captured semantic metadata and said syntactic metadata are logically linked. The heterogeneous data is stored in a repository.

Abstract: A method for managing semantic and syntactic metadata. The method begins with receiving heterogeneous data from either a machine or a human. Next, the method captures the semantic metadata corresponding to the received heterogeneous data by means of a semantic template. Next, the method captures the syntactic metadata corresponding to the received heterogeneous data by means of a syntactic template. After capturing the semantic and syntactic metadata, the method logically links the received heterogeneous data with the captured semantic and syntactic metadata. Finally, the method stores the received heterogeneous data in a repository.

Abstract: A system, method and program product for managing data for researchers. A research data server receives and manages experimental data and research data and results from the researchers, and operates with a virtual storage device to maintain the experimental data and research data and results. A reference data access server receives and manages external reference data relating to the research and operating with the virtual storage device to maintain the external reference data. Computational resources allow researchers to capture, process and analyze experimental data to obtain results. A research data network connects the virtual storage device, research data server, reference data access server and the computational resources to allow transfer of data there between. Security management services authenticate and authorize access by the researchers to the system.

Abstract: A method for managing semantic and syntactic metadata. The method begins with receiving heterogeneous data from either a machine or a human. Next, the method captures the semantic metadata corresponding to the received heterogeneous data by means of a semantic template. Next, the method captures the syntactic metadata corresponding to the received heterogeneous data by means of a syntactic template. After capturing the semantic and syntactic metadata, the method logically links the received heterogeneous data with the captured semantic and syntactic metadata. Finally, the method stores the received heterogeneous data in a repository.