I'm working on a problem where in I have some data sets about some power generating units. Each of these units have been activated to run in the past and while activation, some units went into some issues. I now have all these data and I would like to come up with some sort of Ranking for these generating units. The criteria for ranking would be pretty simple to start with. They are:
- Maximum number of times a particular generating unit was activated
- How many times did the generating unit ran into problems during activation
Later on I would expand on this ranking algorithm by adding more criteria. I will be using Apache Spark MLIB library and I can already see that there are quite a few algorithms already in place.
I'm just not sure which algorithm would fit my purpose. Any suggestions?