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Governmental regulations and privacy concerns restrict access to data sets for individuals and only provide researchers with data in aggregated form. However, current machine learning and data mining techniques are restricted in their ability to effectively use such data. These limitations create roadblocks for companies looking for ways to better respond to their consumers’ needs while also providing safety and security for individual users.  

As communication systems embrace ever wider bandwidths and the FCC seeks to codify next-generation standards, Analog-to-Digital-Converters (ADCs) struggle to meet rate, resolution and power requirements for these systems. The massive antenna arrays under consideration for next-generation wireless, which include tens or even hundreds of receiver channels, only exacerbate the problem.