Abstract: A method and system for automated continuous validation for regulatory compliance of CS with dynamic component. On identification of learning in the CS, a User Acceptance Testing (UAT) is performed using automated test cases of varying types in accordance with what-if scenarios and synthetic data generated using a unique approach. Thereafter, a base validation testing of the CS is performed with clean data (positive scenarios of outcome of the CS) and dirty data (negative scenarios) by conducting repeatability, stability (consistency) and reliability checks. The base validation testing is then followed by learning saturation testing on only if the dynamic component is validated, is rolled out in production environment else is rolled back to the earlier version.

Abstract: Systems for issuing authentication challenges based on fraud initiation requests are provided. The system may calculate a fraud risk level based on a fraud initiating request comprising identity-based data. In response to the fraud risk level indicating a risk of fraud, the system may determine an authentication challenge type. The system may cause a display on the client device of an authentication challenge and verify an authentication challenge response received from a client device.

Abstract: Systems for issuing authentication challenges based on fraud initiation requests are provided. The system may calculate a fraud risk level based on a fraud initiating request comprising identity-based data. In response to the fraud risk level indicating a risk of fraud, the system may generate an authentication challenge based on an authentication challenge type and an authentication challenge delivery channel. The system may transmit the authentication challenge and receive back an authentication challenge response. The system may verify the authentication challenge response and generate an authentication outcome based on the verification.

Abstract: A method of managing applications installed on a computing device and a computing device using the method are provided. The method includes identifying at least one application based on usage data of the computing device, fetching archive data and user data corresponding to the at least one application, creating backup data by correlating the archive data with the user data, and uninstalling the at least one application from the computing device once the creating of the backup data is completed.

Abstract: Systems for issuing authentication challenges based on fraud initiation requests are provided. The system may calculate a fraud risk level based on a fraud initiating request comprising identity-based data. In response to the fraud risk level indicating a risk of fraud, the system may generate an authentication challenge based on an authentication challenge type and an authentication challenge delivery channel. The system may transmit the authentication challenge and receive back an authentication challenge response. The system may verify the authentication challenge response and generate an authentication outcome based on the verification.

Abstract: A method of managing applications installed on a computing device and a computing device using the method are provided. The method includes identifying at least one application based on usage data of the computing device, fetching archive data and user data corresponding to the at least one application, creating backup data by correlating the archive data with the user data, and uninstalling the at least one application from the computing device once the creating of the backup data is completed.

Abstract: Systems, methods, and other embodiments associated with a unit of work for incremental data processing are described. In one embodiment, a method includes selecting a unit of work key for a program that processes records in a source table. The unit of work key is selected such that modifications to a record having a certain unit of work key value will not affect the program's processing of records having a different unit of work key value. The selected unit of work key is associated with the program. When a record in the source table is created, modified, or deleted, a unit of work key value is identified for the record and a selected set of records having the identified unit of work key value is provided to the program. Thus, records in the data source that do not have the identified unit of work key values are not provided to the program.

Abstract: Systems, methods, and other embodiments associated with a unit of work for incremental data processing are described. In one embodiment, a method includes selecting a unit of work key for a program that processes records in a source table. The unit of work key is selected such that modifications to a record having a certain unit of work key value will not affect the program's processing of records having a different unit of work key value. The selected unit of work key is associated with the program. When a record in the source table is created, modified, or deleted, a unit of work key value is identified for the record and a selected set of records having the identified unit of work key value is provided to the program. Thus, records in the data source that do not have the identified unit of work key values are not provided to the program.

Abstract: The present invention provides an improved process for the preparation of alpha form of imatinib mesylate with (long needle) and ?-crystal form (small needle) in a consistent manner and novel alpha crystal forms of imatinib mesylate. The present invention in particular provides a reproducible and efficient process. In particular the present invention provides a efficient process which gives higher yields and consistent results.

Abstract: A process for preparation of 10-oxo-10,11-dihydro-5H-dibenz[b,f]azepine-5-carboxamide (oxcarbazepine) via intermediate 10-methoxy-5H-dibenz[b,f]azepine-5-carbonyl chloride, comprising the steps: a) Preparation of an intermediate 10-methoxy-5H-dibenz[b,f]azepine-5 carbonyl, chloride from 10-methoxyiminostillbene using bis (trichloromethyl) carbonate (BTC) with organic base such as aliphatic or aromatic tertiary amines in organic solvent; b) Conversion of the intermediate to 10-methoxy-5H-dibenz[b,f]azepine-5-carboxamide using ammonia in organic solvent; c) Formation of oxcarbazepine from step (b) using Bronsted acid in an organic solvent at a temperature between 25° C.-80° C., preferably at 50° C. to 70° C.; and d) Isolation of oxcarbazepine.