Abstract: A system for image classification is disclosed that includes a central system configured to provide high reliability image data processing and recognition and a plurality of endpoint systems, each configured to provide image data processing and recognition with a lower reliability than the central system and to generate probability data. A decision switch disposed at each of the plurality of endpoint systems is configured to receive the probability data and to determine whether to deny access, grant access or generate a referral message to the central system, wherein the referral message includes at least a set of image data generated at the endpoint system.

Abstract: A system for optimization of data transmission, comprising a content protection extraction system configured to operate on a remote processor and to extract content protection data associated with a data file and to transmit the content protection data to a central processor and a content protection confirmation system configured to operate on the central processor and to receive the content protection data and to verify whether the content protection data is associated with an authenticated data file.

Abstract: A data loss prevention mechanism for a cloud-based security analytics system is provided that utilizes a compact repository that improves the ratio of false positives over traditional methods, maintains a small data size, permits distribution of compact repository files to a large number of analyzing nodes, and provides metadata for matched events. A compressed bitmap of information found in a compact repository is used, thereby improving the utilization of storage space for a repository containing information associated with a significant number of data fingerprints. Compression further allows for a larger entry size in the compact repository, thereby providing a lower false positive rate. A mechanism for distributing updates to compact repositories residing on cloud servers is provided by updating a central server and propagating the updates to remote servers.

Abstract: A system for image classification is disclosed that includes a central system configured to provide high reliability image data processing and recognition and a plurality of endpoint systems, each configured to provide image data processing and recognition with a lower reliability than the central system and to generate probability data. A decision switch disposed at each of the plurality of endpoint systems is configured to receive the probability data and to determine whether to deny access, grant access or generate a referral message to the central system, wherein the referral message includes at least a set of image data generated at the endpoint system.

Abstract: A system for image classification is disclosed that includes a central system configured to provide high reliability image data processing and recognition and a plurality of endpoint systems, each configured to provide image data processing and recognition with a lower reliability than the central system and to generate probability data. A decision switch disposed at each of the plurality of endpoint systems is configured to receive the probability data and to determine whether to deny access, grant access or generate a referral message to the central system, wherein the referral message includes at least a set of image data generated at the endpoint system.

Abstract: A system for optimization of data transmission, comprising a content protection extraction system configured to operate on a remote processor and to extract content protection data associated with a data file and to transmit the content protection data to a central processor and a content protection confirmation system configured to operate on the central processor and to receive the content protection data and to verify whether the content protection data is associated with an authenticated data file.

Abstract: A method for routing data packets to a distribution server, comprising generating server load data at the server using a processor. Compiling the server load data into a data update using the processor. Transmitting the data update from the server to one or more routers using a network data transmission system. Modifying a routing algorithm at the one or more routers to utilize the data update using an associated router processor.

Abstract: A system for image classification is disclosed that includes a central system configured to provide high reliability image data processing and recognition and a plurality of endpoint systems, each configured to provide image data processing and recognition with a lower reliability than the central system and to generate probability data. A decision switch disposed at each of the plurality of endpoint systems is configured to receive the probability data and to determine whether to deny access, grant access or generate a referral message to the central system, wherein the referral message includes at least a set of image data generated at the endpoint system.