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Ask HN: Would a Markov Model be appropriate in this situation?
I am trying to predict bandwidth usage for organizations to create a plan for when organizations should get their bandwidth "turned up" (e.g. 25Mbps to 50Mbps). Would some sort of a Markov Model be appropriate or is there a better alternative?
- enkiv2 12y agoBandwidth usage patterns often occur over much longer periods of time. As a result, while a markov model could be used, you'd need a large order, and you'd need to give it a lot of data (like, ten to fifteen years because bandwidth patterns occur on a week or year scale in many cases). Obviously, this is a tall order -- many organizations haven't even been online for fifteen years. Instead, I'd recommend just graphing average usage over a year, a month, and a week periodicity and eyeballing it. You'll get better results with less work, despite using less tech.
- rankam 12y agoThanks - I only have about 3 years worth of daily usage data so that's good to know. I'll give your suggestion a shot.