Rumble questions and issues ...
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I'm not sure what's up with the 1.8.1.0 issues, what version of the JVM are you using? OpenJDK or Oracle?
As for the scoring columns, I added a link on the Literumble homepage which explains how the scores are calculated. NPP is your APS score normalised against the min and max score against this bot, so if you got 88% then you are close the the maximum score achieved, 0 would mean you got the lowest score and 100 the highest score. So somebody gets 0 NPP and somebody gets 100 NPP against every bot.
When looking for bugs I normally look at the lowest KNNPBI score, or compare to previous versions to see the biggest drop in score. However, in melee this is harder because the score in each battle obviously also depends on who else was in the battle at the time. I'm thinking of adding a 'variance' column, which should help point to bots which cause bugs to happen only some of the time, but I'm very busy right now so if I do that it will only be in late August (I'm in the final writing stage for my MSc!)
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Thank you for the donation =) Each rumble is completely independent, only the client knows that minirumble is related to nanorumble, microrumble and roborumble more than say, gigarumble. So the K value is dependant on the rumble that the scores are from, for example if you are looking at Yatagan scores in the nanorumble then K will be calculated from the nanorumble size, if you look at the Yatagan scores in the roborumble K will be larger.
I'm not sure how to do exactly what you are asking without storing every single pairing, which gets far too complicated (and expensive) with the design I have now. Checking the Survival will tell you how many battles you win/lose, but again that is only an average. I am thinking of keeping a Variance score for both APS and Survival (this will be easy to calculate incrementally just like I do the APS for a pairing), and from the variance I can also calculate Standard Deviation and Confidence Interval as I render the page.
About the NPP question, yes you have it, it is a problem that requires the entire score matrix to answer, so you need to check the scores on the other bot's page =)
Thanks for the good wishes for the MSc. Right now it just feels like lots of hard, boring work!