Abstract: This specification describes methods for performing inferencing based on input data, the methods comprising: initialising a neural network based on a set of stored model information, which defines a plurality of orthogonal binary basis vectors which are to be used to implement kernels in one or more hidden layers of the neural network, and plural sets of plural coefficients, each set of plural coefficients corresponding to a respective one of the kernels, wherein each of the coefficients in a given set of coefficients is associated with a respective one of the one or more orthogonal binary basis vectors; passing input data through the neural network such that convolution operations between the kernels and data arriving at the kernels are performed, wherein each of the kernels is implemented using a respective set of coefficients and the orthogonal binary basis vectors with which the coefficients in the set are associated; and outputting data from the neural network, the output data representing an inference c

Abstract: This specification describes methods for performing inferencing based on input data, the methods comprising: initialising a neural network based on a set of stored model information, which defines a plurality of orthogonal binary basis vectors which are to be used to implement kernels in one or more hidden layers of the neural network, and plural sets of plural coefficients, each set of plural coefficients corresponding to a respective one of the kernels, wherein each of the coefficients in a given set of coefficients is associated with a respective one of the one or more orthogonal binary basis vectors; passing input data through the neural network such that convolution operations between the kernels and data arriving at the kernels are performed, wherein each of the kernels is implemented using a respective set of coefficients and the orthogonal binary basis vectors with which the coefficients in the set are associated; and outputting data from the neural network, the output data representing an inference c

Abstract: A surveillance system for residential buildings that monitors the status of occupants for their location, position, and movement. The system employs a sensor that is mounted near the ceiling or on the floor in each room of the residence. Each sensor continuously scans the X, Y and Z axes for the location and position of objects each room. The sensors are coupled to a digital image processor that uses software to evaluate the stream of location and position data to determine whether occupants are moving, and whether their activity indicates an or normal or emergency condition. The surveillance system can be adapted for any building or room configuration because upon setup it generates and stores a database of map information about the building it is installed within and that map data is thereafter used to evaluate the stream of location and position data.

Abstract: Systems and methods for managing a seal of certification including compliance with requirements for such a seal of certification in electronic commerce including an online marketplace, particular sectors of an online marketplace and a web site and dynamic display of a media object representative of such a seal of certification and systems and methods for applying, customizing, displaying and administering such seals of certification.

Abstract: Systems and methods for managing a seal of certification including compliance with requirements for such a seal of certification in electronic commerce including an online marketplace, particular sectors of an online marketplace and a web site and dynamic display of a media object representative of such a seal of certification and systems and methods for applying, customizing, displaying and administering such seals of certification.

Abstract: Systems and methods for managing a seal of certification including compliance with requirements for such a seal of certification in electronic commerce including an online marketplace, particular sectors of an online marketplace and a web site and dynamic display of a media object representative of such a seal of certification and systems and methods for applying, customizing, displaying and administering such seals of certification.