Building a predictive model.

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  • Bread
    SBR Posting Legend
    • 03-16-08
    • 23726

    #1
    Building a predictive model.
    Alright, trying to get something more serious here... I want to come up with a model to pick winners. To make sure that I'm looking for the right things, I have some questions.

    Lets take for example NBA over/under bets. I have a simple prediction model of the total score in the game (that doesn't work of course) and I want to tweak it to make it more accurate. In Minitab (statistical software) I run a "Descriptive Statistics" analysis, which tells me how far I am off, by looking at standard deviation. Here is what it told me:

    Descriptive Statistics: diff

    Variable N N* Mean SE Mean StDev Minimum Q1 Median Q3
    diff 13194 0 -1.196 0.155 17.813 -113.469 -12.512 -0.759 10.891

    Variable Maximum
    diff 61.307


    Standard deviation of 17.8. What is my goal here? Is it to bring down the standard deviation to a minimum? Would the model be more predictive if the standard deviation was, lets say, 4.6?

    Also I checked how far off the actual over/under line. There isn't much of a difference:

    Descriptive Statistics: diffBooks

    Variable N N* Mean SE Mean StDev Minimum Q1 Median
    diffBooks 13194 0 -0.411 0.151 17.292 -109.000 -11.500 0.000

    Variable Q3 Maximum
    diffBooks 11.500 69.000



    Lines are way off too. Besides standard deviation, is there anything else I should look at? I have a very basic understanding of statistics, so I'm not sure what some of the numbers represent or what is of interest to me.


    I also ran a regressional analysis on the same variables that are trying to predict the total score. Here is the result:

    Regression Analysis: actualScore versus pvscore, phscore

    The regression equation is
    actualScore = - 8.15 + 1.06 pvscore + 1.03 phscore


    Predictor Coef SE Coef T P
    Constant -8.148 3.126 -2.61 0.009
    pvscore 1.05628 0.03409 30.99 0.000
    phscore 1.03302 0.03418 30.23 0.000


    S = 17.7913 R-Sq = 23.8% R-Sq(adj) = 23.8%


    Analysis of Variance

    Source DF SS MS F P
    Regression 2 1303249 651625 2058.64 0.000
    Residual Error 13191 4175375 317
    Total 13193 5478624


    Source DF Seq SS
    pvscore 1 1014079
    phscore 1 289171


    I have a question about the variable "R-Sq". The 23.8%, does that mean I only have 23.8% of all factors that make up an accurate predictive model? Do I need to search for the other 76.2%?


    ?
  • durito
    SBR Posting Legend
    • 07-03-06
    • 13173

    #2
    i've read this post before

    hi bread
    Comment
    • Bread
      SBR Posting Legend
      • 03-16-08
      • 23726

      #3




      hi!
      Comment
      • durito
        SBR Posting Legend
        • 07-03-06
        • 13173

        #4


        lol
        Comment
        • Bread
          SBR Posting Legend
          • 03-16-08
          • 23726

          #5
          Oh oh...you may have just uncovered one of my ghosts!

          Damn you are good!
          Comment
          • durito
            SBR Posting Legend
            • 07-03-06
            • 13173

            #6
            I miss buddybear
            Comment
            • B1GER1C828
              SBR Posting Legend
              • 07-31-07
              • 10244

              #7
              Comment
              • Bread
                SBR Posting Legend
                • 03-16-08
                • 23726

                #8
                Durito did you like the touch how I made the avatar a corpse (ghost)?

                I was full of tricks back then.

                Comment
                • durito
                  SBR Posting Legend
                  • 07-03-06
                  • 13173

                  #9
                  i turned avatars off
                  Comment
                  • Bread
                    SBR Posting Legend
                    • 03-16-08
                    • 23726

                    #10
                    How rude!
                    Comment
                    • pavyracer
                      SBR Aristocracy
                      • 04-12-07
                      • 82899

                      #11
                      Bread if your model is too complicated to be undestood by the average sports gambler it will be too troublesome to work. Forget about models. Keep track of a record for a month. Bet the games you like. If you can win by beating the vig at the end of the month then bet with real money. If you don't keep practicing until you get better. Models are a way for touts to say they are smart when in reality they have no clue on how to pick winners. My favorite cliche is this: "I am really sorry I lost 3 bets in a row but I was on the right side of the bet all 3 times so even though I lost I'm still sharp!"
                      Comment
                      • durito
                        SBR Posting Legend
                        • 07-03-06
                        • 13173

                        #12
                        hi pavy
                        Comment
                        • Bread
                          SBR Posting Legend
                          • 03-16-08
                          • 23726

                          #13
                          Originally posted by pavyracer
                          Bread if your model is too complicated to be undestood by the average sports gambler it will be too troublesome to work. Forget about models. Keep track of a record for a month. Bet the games you like. If you can win by bitting the vig at the end of the month then bet with real money. If you don't keep practicing until you get better. Models are a way for touts to say they are smart when in reality they have no clue on how to pick winners. My favorite cliche is this: "I am really sorry I lost 3 bets in a row but I was on the right side of the bet all 3 times so even though I lost I'm still sharp!"
                          Thanks for the info, Pavy. I might give this predictive model crap less consideration.

                          Comment
                          • Shark79
                            SBR Posting Legend
                            • 11-19-07
                            • 11211

                            #14
                            U got toasted
                            Comment
                            • CarpeDime
                              SBR Hall of Famer
                              • 09-01-09
                              • 7873

                              #15
                              I despise people who understand all this sh*t




                              I have done some regression analysis on the Vancouver/Toronto game. Check this out:


                              VAR -><#34 * total goals - (.4x) +.862 DEV (nar std) %^*(.45)#<>^3

                              so,

                              STD DIFF .26 * -EV + POS RTSQ (.48)*^3

                              and if you fill in the linear data points you get:

                              P VAL = RT SQR ^ .5 AB<>X!!!


                              I have 96% confidence that I have a .03% edge on my bet
                              Comment
                              • Swinging Johnson
                                SBR Hall of Famer
                                • 08-12-09
                                • 7604

                                #16
                                Originally posted by pavyracer
                                Bread if your model is too complicated to be undestood by the average sports gambler it will be too troublesome to work. Forget about models. Keep track of a record for a month. Bet the games you like. If you can win by beating the vig at the end of the month then bet with real money. If you don't keep practicing until you get better. Models are a way for touts to say they are smart when in reality they have no clue on how to pick winners. My favorite cliche is this: "I am really sorry I lost 3 bets in a row but I was on the right side of the bet all 3 times so even though I lost I'm still sharp!"
                                Pavy...I believe you missed this Building a predictive model - what to look for? which was splendidly uncovered by durito above. Listen Bread, you just keep being the sexy bitch that you are and leave the statistical analysis for those less aesthetically blessed than you. You don't have to be a star baby to be in my (my my my) show.
                                Comment
                                • pavyracer
                                  SBR Aristocracy
                                  • 04-12-07
                                  • 82899

                                  #17
                                  Originally posted by Swinging Johnson
                                  Pavy...I believe you missed this Building a predictive model - what to look for? which was splendidly uncovered by durito above. Listen Bread, you just keep being the sexy bitch that you are and leave the statistical analysis for those less aesthetically blessed than you. You don't have to be a star baby to be in my (my my my) show.
                                  OK. I didn't see this earlier. What is durito doing in the Players Talk? I thought that elitist snob was only good in his comfort zone.
                                  Comment
                                  • MrMonkey
                                    SBR MVP
                                    • 11-09-08
                                    • 2278

                                    #18
                                    Originally posted by durito
                                    I miss buddybear
                                    So does Taco!
                                    Comment
                                    • Bread
                                      SBR Posting Legend
                                      • 03-16-08
                                      • 23726

                                      #19
                                      Originally posted by CarpeDime
                                      I despise people who understand all this sh*t I have done some regression analysis on the Vancouver/Toronto game. Check this out: VAR -><#34 * total goals - (.4x) +.862 DEV (nar std) %^*(.45)#<>^3 so, STD DIFF .26 * -EV + POS RTSQ (.48)*^3 and if you fill in the linear data points you get: P VAL = RT SQR ^ .5 AB<>X!!! I have 96% confidence that I have a .03% edge on my bet

                                      UPSURD!!

                                      You state that

                                      VAR -><#34 * total goals - (.4x) +.862 DEV (nar std) %^*(.45)#<>^3
                                      When CLEARLY...

                                      VAR -><#34 * total goals - (.4x) +.862 DEV (nar std) %^*(.45)#<>^3 if ( ( )==D


                                      Comment
                                      • MrMonkey
                                        SBR MVP
                                        • 11-09-08
                                        • 2278

                                        #20
                                        You guys think Taco can't wait till Curious tour of with the Iraseli military is over?
                                        Comment
                                        • durito
                                          SBR Posting Legend
                                          • 07-03-06
                                          • 13173

                                          #21
                                          Originally posted by pavyracer
                                          OK. I didn't see this earlier. What is durito doing in the Players Talk? I thought that elitist snob was only good in his comfort zone.
                                          Hi pavy
                                          Comment
                                          • Richkas
                                            SBR Posting Legend
                                            • 02-03-08
                                            • 19396

                                            #22
                                            Models will get you 54% winners at best.
                                            Comment
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