The Comprehensive Analysis of Time Series (CATS) is an increasingly important use case in the field of Big Data analytics.  Cat videos on the Internet notwithstanding, the prevalence of time series is perhaps even more universally ubiquitous in big data applications: customer purchase histories, web click logs, social events, human behaviors, speech patterns, weather reports, climate science, numerical simulation science, spread of infectious diseases, market…