Abstract: Methods and apparatus for ensuring the privacy of users and/or devices in a content delivery network from which data regarding the users' interaction with content is collected and distributed. In one embodiment, “tuning” records which describe the interaction of users with content or other activities of interest are collected. It is determined whether an opportunity for compromise of the user's privacy (e.g., by derivative association) is present. If it is determined that such an opportunity exists, at least portions of the data are modified (e.g., collapsed). The modification may comprise replacing a first explicit data value with a second descriptive data value, increasing a range for the value, generalizing the value, removing the value, or encoding the value. Further processing of the collected tuning records may include, validating the data, accounting for latency, and generating reports based thereon.

Abstract: Methods and apparatus for collection, validation, analysis, and automated error correction of data regarding user interaction with content. In one embodiment, statistical methods are used to arrive at expected values for the collected data. The data is compared to the expected value and must meet one or more acceptance criteria (e.g., be within a prescribed range) to be considered valid. The prescribed range is determined by the network operator, or a computer program adapted to generate this value. The invention enables a network operator to assess a large volume of data without requiring significant amounts of manual monitoring and/or error correction. The ability to collect, validate and analyze data across multiple platforms is also provided. Still further, an automated system capable of learning evaluation and error correction patterns is disclosed.

Abstract: The present disclosure relates to an amorphous aluminum alloy coating. The aluminum alloy coating may specifically include one of cerium, cobalt and/or molybdenum as alloying elements and be applied by a physical vapor deposition process to a desired thickness. The coating may supply improved corrosion resistance to a given environmental condition.