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Predicting Games

Posted: Tue May 29, 2012 2:28 pm
by marko123
I have been following this forum for a while now and have learned a ton of metrics based on an individual player level as well as a team level. However, it seems as most metrics cannot predict future performances, only allow me to evaluate PAST performances. I am trying to find a way to predict matchups between different teams but I have no clue what statistics and metrics are useful for forecasting performances and scores. I know people here post projected player stats but it is hard to sort of put that into a model to see which team is more probable to win. If anyone has any suggestions or comments feel free to post.

Re: Predicting Games

Posted: Tue May 29, 2012 4:33 pm
by J.E.
Pretty much every metric can be converted to forecast game point differential (or win%).

There are a couple that don't need much/any conversion like (R)APM, ORtg+DRtg (bbref), ASPM, eZpm(?), and those that need it like eWins and WP.

The most recent thread on forecasting/retrodicting is here http://apbr.org/metrics/viewtopic.php?f ... 4&start=15

Re: Predicting Games

Posted: Tue May 29, 2012 8:12 pm
by bbstats
A good start:

1) Find the percent of game-minutes each player plays (or estimate/predict). An OK rule-of-thumb is (MinutesPerGame/48)*(Games/66) unless the player is a heavy rotation/starter that was injured, in which case the (Games/66) should = 1 if they are healthy now.

2) Multiply this percentage by their RAPM (which is unfortunately not updated :) - http://stats-for-the-nba.appspot.com/ranking_rec

Sum of (Team A RAPM*Minutes%) minus (Team B RAPM*Minutes%) is a rough estimate for the team's predicted efficiency differential. If you want point differential, you'll have to predict pace, which is more of an NCAA thing to do :)

Re: Predicting Games

Posted: Wed May 30, 2012 1:57 pm
by J.E.
bbstats wrote: 2) Multiply this percentage by their RAPM (which is unfortunately not updated :) - http://stats-for-the-nba.appspot.com/ranking_rec
bbv is not updating their matchupfiles. No idea if it will stay that way forever, but I guess not.
Should Aaron never update again, I can fall back to crawling ESPN

Re: Predicting Games

Posted: Thu May 31, 2012 1:19 pm
by bbstats
Ah. Huge bummer!

Re: Predicting Games

Posted: Fri Dec 26, 2014 11:58 pm
by Crow

Re: Predicting Games

Posted: Sat Dec 27, 2014 1:32 am
by Crow

Re: Predicting Games

Posted: Sat Dec 27, 2014 1:38 am
by Crow

Re: Predicting Games

Posted: Sat Dec 27, 2014 1:41 am
by Crow
some discussion of play level analysis
http://dspace.mit.edu/handle/1721.1/85464
if anyone buys, maybe summarize impressions?

Re: Predicting Games

Posted: Sat Dec 27, 2014 1:45 am
by Crow

Re: Predicting Games

Posted: Sat Dec 27, 2014 2:38 am
by Crow
the importance of attributes
http://arxiv.org/pdf/1310.3607.pdf

Re: Predicting Games

Posted: Sat Dec 27, 2014 3:40 am
by Crow

Re: Predicting Games

Posted: Sat Dec 27, 2014 4:35 am
by Crow

Re: Predicting Games

Posted: Sat Dec 27, 2014 4:47 am
by Crow
http://www2.isye.gatech.edu/~jsokol/ncaa.pdf NCAA but good discussion of issues

Re: Predicting Games

Posted: Sat Dec 27, 2014 4:56 am
by Crow