USA As Represented by Secretary of the Navy

Antonio Gilliam

Stephen Douglas Russell

Mark Alan Livingston

Hesham Fouad

Jonathan W Decker

Suleyman Guleyupoglu

Systems and methods are provided for addressing the complexity inherent in evaluating Service Oriented Architecture (SOA) systems by using meta-agent based adaptation in multi-agent systems. Embodiments of the present disclosure provide a multi-agent based automated evaluation capability for distributed, SOA systems that can dynamically adapt to the non-deterministic nature of such systems to enable a continuous monitoring capability for detecting and circumventing operational errors as they arise.

Meta-agent based adaptation in multi-agent systems for SOA system evaluation

Systems and methods for enhancing exploratory data analysis using a recommender system are provided. The recommender system receives feedback when a set of raw data is analyzed (e.g., from one or more data analysts exploring a data set). Based on the collected feedback, the recommender system can automatically infer the need for certain analytical operations to be performed on a data set. These inferences can be used by the recommender system to infer analytical operations when new data sets are analyzed.

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Lorton, VA, United States of America

Antonio Gilliam