Defenses against adversarial attacks are essential to ensure the reliability of machine learning models as their applications are expanding in different domains. Existing ML defense techniques have several limitations in practical use. I proposed a trustworthy framework that employs an adaptive strategy to inspect both inputs and decisions. In…

The problem of information sharing and coordination was made starkly evident by the September 11th attacks. September 11th illuminated the problems that justice agencies had in sharing information in a timely and collaborative nature without an interoperable data-sharing system. A number of government audits and justice agency leaders have sought…

Smart spaces, or smart environments, represent the next evolutionary development in buildings, banking, homes, hospitals, transportation systems, industries, cities, and government automation. By riding the tide of sensor and event processing technologies, the smart environment captures and processes information about its surroundings as well as…