Abstract: Data quality awareness in security analytics solutions is provided. A system can include one or more processors, coupled to memory. The system can receive a data set comprising one or more events generated for interactions between a plurality of computing devices that execute applications over a network. The system can select a field in the one or more events of the data set that impacts an action performed with the data set based on a model trained via machine learning with a historical data set of events generated for interactions between computing devices. The system can determine a data quality score based on values of the field in the one or more events of the data set. The system can provide an indication of performance of the action with the data set based on a comparison of the data quality score with a threshold.

Abstract: Disclosed is a AI decision making solution under which the actions, reactions and behavior of an AI entity are defined in a virtual environment. In addition to gathering user interactive data within a given scenario, the disclosed principles also provide for a periodic analysis of the entire virtual environment, regardless of user interaction. This allows the disclosed AI entity to make more accurate decisions by constantly taking into account the status of the environment in addition to user interactions with the environment or other characters. Also, the disclosed principles provide an AI solution capable of modifying not only the weights assignable to data used in the decision making process, but also modifying the actual rules of the decision making process itself depending on the gathered and analyzed weighted data. As a result, the disclosed AI entity is capable of making varying decisions on the same or similar collection of data.

Abstract: Disclosed herein are systems and related methods for providing a gaming environment where users of a network system can be connected with each other, and by using predefined player virtual entities, or by creating new ones, they can play against each other, or against an artificial intelligence (AI) opponent alone or in a cooperative mode. The disclosed principles provide various options to users, and depending on a user's choice and/or the specifications of his virtual gaming entity, a system or process in accordance with the disclosed principles provides a very fast and efficient matchmaking process for identifying other virtual entities and/or users for gameplay with the searching user. This corresponds to a pleasing gaming experience for all the users participating in a virtual gaming environment, and provides a fair chance to all users to complete given goals within the gaming environment.