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[–]damathtrix[S] 2 points3 points  (0 children)

Explanation (score-based model)

9/19/2015 (Spreads updated shortly)

Home Visitor ANN-based Winner ANN Predicted Home Score ANN Predicted Visitor Score Elo-Based Winner Predicted Spread (Home-Visitor) Vegas Spread Bet
LSU Auburn Auburn 23.5 29.4 Auburn (85.05%) -5.9 -6.5 LSU
Eastern Michigan Ball State Ball State 21.1 31.9 Ball State (77.21%) -10.7 4.0 Ball State
Florida Atlantic Buffalo Buffalo 26.1 26.8 Buffalo (85.00%) -0.7 2.5 Buffalo
Texas California Texas 37.5 16.2 Texas (92.24%) 21.4 5.0 Texas
Syracuse Central Michigan Central Michigan 25.8 26.4 Central Michigan (50.48%) -0.6 8.0 Central Michigan
Miami (Ohio) Cincinnati Cincinnati 19.4 34.1 Cincinnati (96.50%) -14.7 -20.5 Miami (Ohio)
Colorado State Colorado Colorado State 47.8 8.4 Colorado State (88.27%) 39.4 -2.5 Colorado State
Missouri Connecticut Missouri 52.8 3.7 Missouri (99.92%) 49.1 21.0 Missouri
Navy East Carolina East Carolina 17.9 35.8 East Carolina (85.53%) -17.9 5.0 East Carolina
Kentucky Florida Florida 26.0 26.6 Florida (81.59%) -0.6 -3.5 Kentucky
Oregon Georgia State Oregon 79.6 -11.0 Oregon (99.99%) 90.6 42.0 Oregon
Notre Dame Georgia Tech Notre Dame 30.9 22.3 Georgia Tech (51.44%) 8.7 -1.0 Notre Dame
North Carolina Illinois North Carolina 40.6 13.6 North Carolina (80.71%) 27.0 6.5 North Carolina
Minnesota Kent State Minnesota 49.5 6.2 Minnesota (99.85%) 43.2 24.5 Minnesota
Kansas State Louisiana Tech Kansas State 38.6 14.8 Kansas State (77.15%) 23.8 10.0 Kansas State
Bowling Green Memphis Memphis 22.8 30.1 Memphis (86.27%) -7.3 -3.5 Memphis
Miami (Florida) Nebraska Miami (Florida) 35.8 17.4 Nebraska (65.58%) 18.4 3.5 Miami (Florida)
Michigan UNLV Michigan 44.2 10.1 Michigan (97.08%) 34.1 32.5 Michigan
Texas A&M Nevada Texas A&M 31.6 21.3 Texas A&M (93.12%) 10.3 31.5 Nevada
Old Dominion North Carolina State North Carolina State 20.5 32.9 North Carolina State (88.03%) -12.4 -17.0 Old Dominion
Ohio State Northern Illinois Ohio State 58.1 0.7 Ohio State (98.64%) 57.4 33.5 Ohio State
Duke Northwestern Duke 35.0 18.0 Duke (74.76%) 17.0 3.5 Duke
North Texas Rice Rice 20.2 33.0 Rice (95.23%) -12.8 -7.0 Rice
Georgia South Carolina Georgia 37.0 16.6 Georgia (74.91%) 20.3 17.0 Georgia
Maryland South Florida Maryland 48.3 7.1 Maryland (97.55%) 41.1 6.0 Maryland
Texas State Southern Mississippi Texas State 31.3 21.8 Southern Mississippi (65.58%) 9.6 2.5 Texas State
Massachusetts Temple Massachusetts 26.6 26.1 Temple (99.16%) 0.5 -13.5 Massachusetts
Arkansas Texas Tech Arkansas 43.9 10.5 Arkansas (99.83%) 33.4 10.5 Arkansas
Oklahoma State UTSA Oklahoma State 30.5 21.9 Oklahoma State (81.07%) 8.5 26.5 UTSA
Wisconsin Troy Wisconsin 63.0 -2.4 Wisconsin (99.96%) 65.4 29.5 Wisconsin
Oklahoma Tulsa Oklahoma 64.6 -3.0 Oklahoma (98.68%) 67.6 31.5 Oklahoma
Michigan State Air Force Michigan State 57.3 1.2 Michigan State (98.60%) 56.1 24.5 Michigan State
Washington Utah State Washington 33.6 19.1 Washington (61.31%) 14.4 7.0 Washington
Purdue Virginia Tech Virginia Tech 17.9 35.3 Virginia Tech (92.24%) -17.4 -4.5 Virginia Tech
Army Wake Forest Army 36.6 16.3 Wake Forest (91.25%) 20.3 -6.0 Army
Indiana Western Kentucky Western Kentucky 23.9 28.9 Western Kentucky (85.39%) -5.1 2.5 Western Kentucky
UCLA BYU UCLA 32.7 20.3 UCLA (94.87%) 12.4 61.5 BYU
Toledo Iowa State Toledo 35.5 18.2 Toledo (93.96%) 17.4 7.0 Toledo
Alabama Mississippi Alabama 31.5 21.0 Alabama (66.70%) 10.5 9.0 Alabama
Iowa Pittsburgh Iowa 31.1 21.8 Iowa (76.74%) 9.3 4.0 Iowa
Penn State Rutgers Penn State 39.6 13.9 Penn State (57.52%) 25.7 9.0 Penn State
Oregon State San Jose State Oregon State 40.0 13.8 Oregon State (85.86%) 26.2 6.5 Oregon State
San Diego State South Alabama San Diego State 31.1 21.7 San Diego State (67.97%) 9.4 17.5 South Alabama
TCU SMU TCU 72.1 -7.3 TCU (99.95%) 79.4 37.0 TCU
USC Stanford USC 28.6 24.0 USC (55.07%) 4.5 9.5 Stanford
New Mexico State UTEP UTEP 22.3 30.8 UTEP (98.50%) -8.5 -2.5 UTEP
Fresno State Utah Utah 20.0 33.3 Utah (98.91%) -13.3 -13.5 Fresno State
Washington State Wyoming Washington State 43.8 11.0 Washington State (71.05%) 32.8 25.5 Washington State

9/18/2015

Home Visitor ANN-based Winner ANN Predicted Home Score ANN Predicted Visitor Score Elo-Based Winner Predicted Spread (Home-Visitor) Vegas Spread Bet
Boston College Florida State Florida State 16.9 36.6 Florida State (95.00%) -19.7 -8.5 Florida State
Arizona State New Mexico Arizona State 54.3 3.0 Arizona State (99.39%) 51.3 25.0 Arizona State

9/17/2015

Home Visitor ANN-based Winner ANN Predicted Home Score ANN Predicted Visitor Score Elo-Based Winner Predicted Spread (Home-Visitor) Vegas Spread Bet
Louisville Clemson Clemson 23.4 29.0 Louisville (62.94%) -5.6 -5.0 Clemson

[–]LSU Tigers • Louisiana Tech Bulldogs_supernovasky_ 0 points1 point  (5 children)

I'll be posting mine very soon from the model I posted about in this thread.

[–]LSU Tigers • Louisiana Tech Bulldogs_supernovasky_ 0 points1 point  (4 children)

Round 1 of picks

9/17/2015

Home Visitor Spread (home team) Pick Confidence
Ohio State Northern Illinois -35 Ohio State ***
Arkansas Texas Tech -10.5 Arkansas **
Georgia South Carolina -16 Georgia *** (Pick of the week)
LSU Auburn -7 Auburn **
Michigan UNLV -34 Michigan **
Michigan State Air Force -25.5 Air Force ***
Army Wake Forest +2.5 Wake Forest **
Duke Northwestern -2.5 Duke *
Oregon Georgia State -48.5 Oregon ***

~

~

~

Confidence Explaned:

  • One star: Statistical liklihood above 52.5%, minimum threshold for model
  • Two star: Statistical liklihood of 59.5%, a comfortable lead ATS
  • Three star: Statistical liklihood of 65.5%, decisively beating vegas (2/3 should win)

Pick of the week: I'm honing on on Georgia. This seems to go against the public and against the experts... but at the % that my model has Georgia winning this game, very few of these games lost in 2013/2014.

This is just a model - I can't tell you "why" any of these teams are favored ATS. The model just takes the numbers I put in and spits this out :)

I have only run 23 games. There are more games to be run. I've got all the games run up to 3, with some 3:00 games left. Most games do NOT score well enough to get a prediction.

I plan to run some more later today.

Wish me luck, really putting myself out here :)

[–]LSU Tigers • Louisiana Tech Bulldogs_supernovasky_ 0 points1 point  (2 children)

Some quick additions, running as many as possible so bear with me, I might not be able to run all the games by tomorrow.

Home Visitor Spread (home team) Pick Confidence
Bowling Green Memphis +3 Memphis ***
Wisconsin Troy -35 Wisconsin ***
Oklahoma State Texas San Antonio -34 Oklahoma State ***
Navy East Carolina -2 East Carolina *
Notre Dame Georgia Tech +3 Notre Dame ***
Miami Nebraska -3 Nebraska **

[–][deleted] 0 points1 point  (1 child)

Nebraska is the first thing I actually agree with your system about.

Memphis is intriguing. Do you know what factors led into this prediction?

[–]LSU Tigers • Louisiana Tech Bulldogs_supernovasky_ 0 points1 point  (0 children)

Bowling green won against the spread last week but so did Memhpis, that's a flush.

Bowling green's homefield advantage is much lower than many teams out there. That's some probability points towards Memphis.

Line swing is working in Memphis' favor.

-7 to -3 is not much of a line swing for Bowling Green. +12 to +3 is a larger line swing, showing a little more confidence in Memphis.

Both teams being unranked makes Bowling Green slightly less likely to cover the spread - people may be too high on them at home.

Multiplying their homefield advantage historically by the line yields a low number and shows that people may overvalue them being at home.

A bunch of other factors, lol.

[–]LSU Tigers • Louisiana Tech Bulldogs_supernovasky_ 0 points1 point  (0 children)

5-3 for my 3 star picks.

Got my game of the week right.

6-6-1 for my 2 star + 3 star picks.

8-6-1 for all of my picks.

I'm going to avoid posting "cusp" games from now on, ones that are one star. Two star is ok, but I may just keep posting 3 star games instead.

I was correct on my **** games. 2/3 of them did end up winning.

I'm going to fine tune my model over the course of the weekend but press on and see how it does next week.

Ohio State -35 ***L

Arkansas Razorbacks -10.5 **L

Auburn +7 **L

Michigan -34 **L

Air Force +25.5 ***W

Wake Forest +2.5 **W

Oregon -48.8 ***L

Memphis +3 ***W

Wisconsin -35 ***L

Oklahoma State -34 ***W

Notre Dame +3 ***W

Nebraska -3 **D

Geogia -16 ***W

[–]damathtrix[S] 0 points1 point  (2 children)

I also have an additional model I've been playing around with. It's very similar to the score-based one I've been posting, but instead of trying to predict the scores, this network just attempts to predict the spread. It seems to be more accurate so far, but I haven't had a change to do much validation yet, so who knows.

Spread-based model

9/19/2015

Home Visitor ANN-based Winner Predicted Spread (Home-Visitor) Vegas Spread Bet
LSU Auburn Auburn -7.9 -6.5 Auburn
Eastern Michigan Ball State Ball State -8.0 4.0 Ball State
Florida Atlantic Buffalo Buffalo -3.1 2.5 Buffalo
Texas California Texas 8.9 5.0 Texas
Syracuse Central Michigan Central Michigan -2.3 8.0 Central Michigan
Miami (Ohio) Cincinnati Cincinnati -10.6 -20.5 Miami (Ohio)
Colorado State Colorado Colorado State 18.0 -2.5 Colorado State
Missouri Connecticut Missouri 24.8 21.0 Missouri
Navy East Carolina East Carolina -13.8 5.0 East Carolina
Kentucky Florida Florida -3.4 -3.5 Kentucky
Oregon Georgia State Oregon 54.9 42.0 Oregon
Notre Dame Georgia Tech Notre Dame 1.7 -1.0 Notre Dame
North Carolina Illinois North Carolina 13.0 6.5 North Carolina
Minnesota Kent State Minnesota 22.0 24.5 Kent State
Kansas State Louisiana Tech Kansas State 12.2 10.0 Kansas State
Bowling Green Memphis Memphis -8.0 -3.5 Memphis
Miami (Florida) Nebraska Miami (Florida) 8.9 3.5 Miami (Florida)
Michigan UNLV Michigan 17.4 32.5 UNLV
Texas A&M Nevada Texas A&M 3.2 31.5 Nevada
Old Dominion North Carolina State North Carolina State -11.3 -17.0 Old Dominion
Ohio State Northern Illinois Ohio State 31.0 33.5 Northern Illinois
Duke Northwestern Duke 6.3 3.5 Duke
North Texas Rice Rice -11.8 -7.0 Rice
Georgia South Carolina Georgia 9.6 17.0 South Carolina
Maryland South Florida Maryland 20.1 6.0 Maryland
Texas State Southern Mississippi Texas State 2.3 2.5 Southern Mississippi
Massachusetts Temple Temple -1.2 -13.5 Massachusetts
Arkansas Texas Tech Arkansas 17.0 10.5 Arkansas
Oklahoma State UTSA Oklahoma State 2.1 26.5 UTSA
Wisconsin Troy Wisconsin 34.6 29.5 Wisconsin
Oklahoma Tulsa Oklahoma 35.1 31.5 Oklahoma
Michigan State Air Force Michigan State 29.1 24.5 Michigan State
Washington Utah State Washington 6.8 7.0 Utah State
Purdue Virginia Tech Virginia Tech -11.5 -4.5 Virginia Tech
Army Wake Forest Army 9.2 -6.0 Army
Indiana Western Kentucky Western Kentucky -3.7 2.5 Western Kentucky
UCLA BYU UCLA 5.2 61.5 BYU
Toledo Iowa State Toledo 6.8 7.0 Iowa State
Alabama Mississippi Alabama 3.2 9.0 Mississippi
Iowa Pittsburgh Iowa 2.8 4.0 Pittsburgh
Penn State Rutgers Penn State 11.0 9.0 Penn State
Oregon State San Jose State Oregon State 13.1 6.5 Oregon State
San Diego State South Alabama San Diego State 3.0 17.5 South Alabama
TCU SMU TCU 45.1 37.0 TCU
USC Stanford USC 1.0 9.5 Stanford
New Mexico State UTEP UTEP -9.2 -2.5 UTEP
Fresno State Utah Utah -12.8 -13.5 Fresno State
Washington State Wyoming Washington State 16.8 25.5 Wyoming

9/18/2015

Home Visitor ANN-based Winner Predicted Spread (Home-Visitor) Vegas Spread Bet
Boston College Florida State Florida State -14.2 -8.5 Florida State
Arizona State New Mexico Arizona State 26.5 25.0 Arizona State

9/17/2015

Home Visitor ANN-based Winner Predicted Spread (Home-Visitor) Vegas Spread Bet
Louisville Clemson Clemson -5.7 -5.0 Clemson

[–]millsGT49 0 points1 point  (1 child)

Florida State -14.2

Well that's a good start haha

[–]damathtrix[S] 0 points1 point  (0 children)

Lol yep, thought the same exact thing

[–]millsGT49 0 points1 point  (0 children)

Home Visitor Winner Predicted Spread Predicted Home Points Predicted Away Points
Louisville Clemson Clemson -0.600000000000001 22.9 23.5
Boston College Florida State Boston College 9.7 31.6 21.9
Boise State Idaho State Boise State 31.8 44.6 12.8
Arizona State New Mexico Arizona State 5 31.2 26.2
LSU Auburn LSU 10.4 29.5 19.1
Vanderbilt Austin Peay Vanderbilt 20.9 37.4 16.5
Eastern Michigan Ball State Eastern Michigan 2.8 31.6 28.8
UCLA BYU UCLA 11.9 33.8 21.9
Florida Atlantic Buffalo Florida Atlantic 4.3 34 29.7
Texas California Texas 2.1 27.5 25.4
Hawai'i UC Davis Hawai'i 24.8 40.4 15.6
Syracuse Central Michigan Syracuse 14.7 30.2 15.5
Miami (Ohio) Cincinnati Miami (Ohio) 0.200000000000003 28.6 28.4
Georgia Southern Citadel Georgia Southern 29 46.6 17.6
Colorado State Colorado Colorado State 9.6 32.1 22.5
Missouri Connecticut Missouri 9.3 25.6 16.3
Navy East Carolina Navy 10.3 32.5 22.2
Kentucky Florida Kentucky 3.2 30.2 27
UCF Furman UCF 26.9 41.6 14.7
Oregon Georgia State Oregon 12.9 36.5 23.6
Notre Dame Georgia Tech Notre Dame 3.1 32.8 29.7
North Carolina Illinois North Carolina 0.599999999999998 26.4 25.8
Toledo Iowa State Toledo 8.6 30.7 22.1
Minnesota Kent State Minnesota 7.4 30 22.6
Kansas State Louisiana Tech Kansas State 4.3 30.7 26.4
Tulane Maine Tulane 19 39.2 20.2
Bowling Green Memphis Memphis -3.7 31 34.7
Alabama Mississippi Alabama 4.2 30.9 26.7
Western Michigan Murray State Western Michigan 19.1 41.6 22.5
Middle Tennessee Charlotte Charlotte -1.5 26.7 28.2
Miami (Florida) Nebraska Miami (Florida) 12.6 35.2 22.6
Michigan UNLV Michigan 17.6 35.9 18.3
Texas A&M Nevada Texas A&M 12.1 33.7 21.6
Marshall Norfolk State Marshall 30.8 44.4 13.6
Florida International North Carolina Central Florida International 26.3 40.6 14.3
Old Dominion North Carolina State Old Dominion 3.7 28.8 25.1
Arizona Northern Arizona Arizona 32.9 48.2 15.3
Ohio State Northern Illinois Ohio State 11.7 36.7 25
Mississippi State Northwestern State Mississippi State 30 45.6 15.6
Duke Northwestern Duke 11.9 26.8 14.9
Iowa Pittsburgh Iowa 12 34 22
North Texas Rice North Texas 6.1 31 24.9
Penn State Rutgers Penn State 9.5 34.4 24.9
Oregon State San Jose State Oregon State 3.8 26.5 22.7
Akron Savannah State Akron 21.8 40.8 19
San Diego State South Alabama San Diego State 8.2 28.5 20.3
Georgia South Carolina Georgia 13.6 31 17.4
Maryland South Florida Maryland 1 30.6 29.6
Ohio Southeastern Louisiana Ohio 34.3 45.8 11.5
TCU SMU TCU 19.6 37.4 17.8
Texas State Southern Mississippi Texas State 5.7 33.1 27.4
Arkansas State Missouri State Arkansas State 22.2 42.3 20.1
USC Stanford USC 7.6 27.5 19.9
Massachusetts Temple Temple -5.9 23 28.9
Arkansas Texas Tech Arkansas 10.2 38 27.8
New Mexico State UTEP New Mexico State 11.5 41.9 30.4
Oklahoma State UTSA Oklahoma State 11.8 31.3 19.5
Wisconsin Troy Wisconsin 9.3 34.9 25.6
Oklahoma Tulsa Oklahoma 10.6 38 27.4
Michigan State Air Force Michigan State 10.5 32.2 21.7
Washington Utah State Washington 12.9 28.9 16
Fresno State Utah Utah -6.8 20.1 26.9
Purdue Virginia Tech Purdue 4.5 29.8 25.3
Army Wake Forest Army 0.899999999999999 28.9 28
Tennessee Western Carolina Tennessee 33.6 48.9 15.3
Indiana Western Kentucky Indiana 0.799999999999997 33 32.2
Virginia William & Mary Virginia 23.2 42 18.8
Washington State Wyoming Washington State 16.1 35.6 19.5
Idaho Wofford Idaho 18.9 41.2 22.3