Abstract: The present disclosure introduces a new technique for environmental recognition of audio input using feature selection. In one embodiment, audio data may be identified using feature selection. A plurality of audio descriptors may be ranked by calculating a Fisher's discriminant ratio for each audio descriptor. Next, a configurable number of highest ranking audio descriptors based on the Fisher's discriminant ratio of each audio descriptor are selected to obtain a selected feature set. The selected feature set is then applied to audio data. Other embodiments are also described.

Abstract: The present disclosure introduces a new technique for environmental recognition of audio input using feature selection. In one embodiment, audio data may be identified using feature selection. A plurality of audio descriptors may be ranked by calculating a Fisher's discriminant ratio for each audio descriptor. Next, a configurable number of highest ranking audio descriptors based on the Fisher's discriminant ratio of each audio descriptor are selected to obtain a selected feature set. The selected feature set is then applied to audio data. Other embodiments are also described.

Abstract: Disclosed is an access and information flow control framework. The framework includes: creating consistent and conflict-free authorization requirement(s) from the raw authorization requirement(s); creating consistent case authorization(s); creating information flow and propagated information flow requirement(s) that are consistent with an information flow policy; creating operation authorization(s); resolving inconsistencies in operation authorization(s); and ensuring that the operation authorization(s) are conflict-free.