International Business Machines Corporation

Di Li Hu

Shi Kun Li

Ka Lin

Lin Fu

Peng Hui Jiang

Wei Zuo

Jun Su

Li Ping Wang

Nan Li

Guang Han Sui

Qin Yue Chen

Xian Wei Zhang

Ying Li

Xiao Feng Ji

Xiao Yi Tian

Liu Yao He

XiangXing Shi

Zu Rui Li

Ya Niu

A present invention embodiment analyzes documents. A first document is received comprising a plurality of sentences that each include one or more words. A matrix is populated with the plurality of sentences, wherein each of the one or more words of each sentence in the matrix is encoded as a numerical value. The matrix is processed using a machine learning model to generate a first feature map. The first feature map is compared to a second feature map of a corresponding second document to identify a shared document element between the first document and the second document based on a common feature in the first feature map and the second feature map. The shared document element is indicated via a user interface.

Method implemented in computer system for analyzing document versions to identify shared document elements using machine learning, and non-transitory computer-readable storage medium

Method, computer program product, and computer system are provided. Traffic is collected against a NoSQL database by an activity collector. A database transaction log is periodically extracted and analyzed. The collected traffic and the analyzed database transaction log are input to building a knowledge base of database access patterns. Current traffic is captured and used to compute an activity threshold. Traffic is directed to a workload processor based on the activity threshold. Traffic is directed to an intensive insert/update/delete (IUD) processor in response to the activity threshold exceeding a configured threshold. A plurality of temporary shards is generated along with an adaptive key and adaptive index in the plurality of temporary shards. The intensive IUD processor traffic is re-directed to the plurality of temporary shards while the activity threshold exceeds the configured threshold.

Data ingestion to avoid congestion in NoSQL databases

A user requests explanation of a term. In response, a definition is provided. The user can indicate that the user does not understand a new term included in the definition. In response, explanation information is customized based on analysis of the initial term and the new term, and then the explanation information is provided to the user.

Providing customized term explanation

Methods, computer program products, and/or systems are provided that perform the following operations: in a data replication environment, analyzing a database workload to generate a knowledge base of information related to compression; dividing a transfer data stream into different segments based, at least in part, on the knowledge base; obtaining candidate compression types for the transfer data stream based, at least in part, on the knowledge base; assigning respective compression types of the candidate compression types to the different segments; generating compressed segments based, at least in part, on the respective compression types assigned to the different segments; and providing the compressed segments to a replication target.

Database replication using adaptive compression

In an approach for creating a screen capture, a computer selects at least a portion of visual output on a computing device, wherein the selected visual output includes one or more instances of application software. The computer identifies metadata associated with the one or more instances of application software in the selected visual output. The computer creates a screen capture file that includes the selected visual output and the identified metadata.

Intelligent interactive screen capture

Embodiments of the present invention provide efficient and automatic systems and methods for regulating the viewing posture of a user. Embodiments of the present invention can be used to regulate the viewing posture of both juveniles and adults, by providing real-time data analysis of a viewing distance and viewing angle of a device, and generating feedback to a user related to their current viewing posture, while also providing increased supervision of the viewing posture of juvenile device users.

Detection of improper viewing posture

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Beijing, China

Di Li Hu