Abstract: In accordance with various embodiments of the disclosed subject matter, a method and framework configured for modeling a pattern of life (POL) by processing both categorical data and non-categorical data (e.g., numeric, spatial etc.), conducting pattern of life estimation (POLE), and detecting anomalous data in a multi-dimensional data set in a substantially simultaneous manner by comparing statistical PoL results.

Abstract: Apparatus and method for employing autonomous air vehicles to perform high risk observation, interaction, and interrogation with individuals. Invention comprises an autonomously controlled air vehicle with mounting and transporting means being attachable to automobiles and other first responder vehicle types. Mounting and transporting means serves also as a base station for commanding autonomous air vehicle and relaying communications to and from autonomous air vehicle to and from remote data base sources. Autonomously controlled air vehicle is equipped with a variety of sensors which air in observation and detection of suspects, their vehicles and possessions therein, and any documentation produced during the interrogation.

Abstract: Apparatus and method for employing autonomous air vehicles to perform high risk observation, interaction, and interrogation with individuals. Invention comprises an autonomously controlled air vehicle with mounting and transporting means being attachable to automobiles and other first responder vehicle types. Mounting and transporting means serves also as a base station for commanding autonomous air vehicle and relaying communications to and from autonomous air vehicle to and from remote data base sources. Autonomously controlled air vehicle is equipped with a variety of sensors which air in observation and detection of suspects, their vehicles and possessions therein, and any documentation produced during the interrogation.

Abstract: A method for detecting and tracking multiple moving targets from airborne video within the framework of a cloud computing infrastructure. The invention simultaneously utilizes information from an optical flow generator and an active-learning histogram matcher in a complimentary manner so as to rule out erroneous data that may otherwise, separately, yield false target information. The invention utilizes user-based voice-to-text color feature description for track matching with hue features from image pixels.

Abstract: A method for detecting and tracking multiple moving targets from airborne video within the framework of a cloud computing infrastructure. The invention simultaneously utilizes information from an optical flow generator and an active-learning histogram matcher in a complimentary manner so as to rule out erroneous data that may otherwise, separately, yield false target information. The invention utilizes user-based voice-to-text color feature description for track matching with hue features from image pixels.