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Author: Daniel M

How Does the Committee Seed? Introducing ExpSd

March 14, 2011 by Daniel M 2 Comments

The Bracket was revealed yesterday.  Quick thoughts and long ramblings below: I have two rankings systems: my Bayesian predictive power ratings, which tell how good the teams are, and my DSMRPI ratings, which tell how much they have accomplished.  I would put teams in and seed them based on DSMRPI, which looks purely at win-loss … [Read more…]

Posted in: NCAA Basketball Tagged: Bayesian Analysis, NCAA Basketball, NCAA Tournament, Stat Theory, Statistics, Team Ratings

NCAA Bayesian Ratings, With Projection Prior

March 12, 2011 by Daniel M Leave a Comment

In my , I took as the Bayesian prior the overall distribution of NCAA teams.  Now, we know more than that–we can create a pretty good projection of how good a team will be based on how good the team has been the previous few years.  So let’s do it! I compiled the Pomeroy Ratings … [Read more…]

Posted in: NCAA Basketball Tagged: Bayesian Analysis, NCAA Basketball, Stat Theory, Statistics, Team Ratings

NCAA Bayesian Analysis & DSMRPI

March 7, 2011 by Daniel M Leave a Comment

 I posted my NCAA Bayesian Ratings and methodology.  Today I thought I’d update the numbers quickly and add a new twist. What is the objective in basketball? To win the game! When doing a predictive rating system (like this Bayesian method) or even trying to tell how good teams are over this season (KenPom’s ratings), … [Read more…]

Posted in: NCAA Basketball Tagged: Bayesian Analysis, NBA, NCAA Basketball, Stat Theory, Statistics, Team Ratings

The Carmelo Trade

February 22, 2011 by Daniel M 9 Comments

Carmelo Anthony was FINALLY traded yesterday, in a mega 3-team deal. How did the teams make out? There are several good trade analyses around, but none of them are really focusing on the financial aspect. Kevin Pelton’s article is a good primer on the trade as a starting point, and Joe Treutlein at Hoopdata has … [Read more…]

Posted in: NBA Stats Tagged: Advanced SPM, NBA, Player Ratings, Projections, Salaries, Statistics, Trade Analysis, VORP

Bayesian Efficiency Ratings: NCAA Basketball

February 18, 2011 by Daniel M 1 Comment

A few days ago, I put up a massive post on . Nathan Walker (the Basketball Distribution) commented that I should apply the system to NCAA basketball, and so I have. Thanks to Ken Pomeroy’s incredible NCAA basketball database, the data was quite easy to obtain. Since he already compiles a fully adjusted efficiency rating … [Read more…]

Posted in: NBA Adjusted Efficiencies, NBA Rankings, NCAA Basketball Tagged: Bayesian Analysis, NCAA Basketball, Projections, Stat Theory, Statistics, Team Ratings

On Bayesian Predictive Efficiency Rankings

February 15, 2011 by Daniel M 12 Comments
Bayesian Update

It is fairly easy to construct a retrospective efficiency rating. Take the efficiencies for each game, correct for location and rest, and then solve using an OLS regression for each team’s true efficiency rating. Nice and neat. However, how should a predictive rating work? The best approach would be to adjust for what players are … [Read more…]

Posted in: Google Motion Charts, NBA Adjusted Efficiencies, NBA Rankings, NBA Stats Tagged: Bayesian Analysis, Google Motion Charts, NBA, Projections, Stat Theory, Statistics, Team Ratings

NBA Adjusted Efficiency Rankings 2-6-2011

February 7, 2011 by Daniel M 1 Comment

It’s been a while since I last put together the fully adjusted NBA efficiency rankings. Here are the latest ratings (prev is 1-13-2011, the last time I updated): If you will recall, I last time was puzzling over what exponent to use when minimizing |residuals|^n. I tried out a number of different exponents in out-of-sample … [Read more…]

Posted in: Google Motion Charts, NBA Adjusted Efficiencies, NBA Rankings, NBA Stats Tagged: Google Motion Charts, NBA, Statistics, Team Ratings

ASPM VORP All-Stars 2011

February 4, 2011 by Daniel M 9 Comments

Well, everyone else has an All-Star post up already: The actual All-Stars Mike G at APBR, with his eWins selections (also PER shown) (his thread inspired me to write this up) EvanZ, with his ezPM on the West and East All-Stars Kevin Pelton, with his WARP All-Stars John Hollinger’s look at ESPN Zach Lowe’s take … [Read more…]

Posted in: Advanced SPM, NBA Stats Tagged: Advanced SPM, NBA, Player Ratings, Statistics, VORP

ASPM Prediction: Magic vs. Heat

February 3, 2011 by Daniel M 1 Comment

The ASPM spreadsheet (download here) has a sheet for estimating a game’s results, based on team rest, location, and the rotation of players expected to play. For a quick example, I’ll look at the Magic vs. Heat game this evening. Here’s the sheet: I estimated the minutes each player would play based upon the rotations … [Read more…]

Posted in: Advanced SPM, ASPM Prediction, NBA Stats Tagged: Advanced SPM, Game Prediction, NBA, Projections, Statistics

ASPM Box Score: Thunder-Heat

January 31, 2011 by Daniel M 6 Comments

Yesterday’s Thunder-Heat game was a fun game to watch and a great game to investigate. Oklahoma City started out with a significant advantage in this game: OKC was at home (worth 3.24 pts/100 poss) and was playing on 1 day of rest (+1.94), while Miami was playing their 3rd game in 4 days, and on … [Read more…]

Posted in: Advanced SPM, ASPM Box Score, NBA Stats Tagged: Advanced SPM, Box Score Analysis, NBA, Stat Theory, Statistics
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