Here are the top picks my programs produced for use in Beat the Streak. This post mostly explains the ideas behind the calculations. In addition, this post shows tests on the Neural Network (NN). This post discusses an NN that includes the ballpark. I recently updated the models, and the results of those tests are here.
For 2017, I am just going to publish the Log5 hit averages and the NN probabilities with parks factored in. I am keeping track of the results here. I added a graph that gives a visual representation of the probability and success each day. The sheet also includes a table that summarizes the length of positive and negative streaks.
First, the Log5 Method picks:
0.360 — Starlin Castro batting against Bartolo Colon
0.344 — Didi Gregorius batting against Bartolo Colon
0.330 — Ronald Torreyes batting against Bartolo Colon
0.326 — Eric Hosmer batting against Matt Boyd
0.326 — Aaron Judge batting against Bartolo Colon
0.325 — Daniel Murphy batting against Jesse Chavez
0.322 — Gary Sanchez batting against Bartolo Colon
0.320 — Jose Ramirez batting against Ty Blach
0.318 — Justin Turner batting against Miguel A Gonzalez
0.316 — Clint Frazier batting against Bartolo Colon
There may have been a reason the Braves parted ways with Bartolo Colon. Colon used to allow a middle of the road BA with a very low OBP. Now, both are very high.
Here is how the NN with Park ranks the players:
0.325, 0.768 — Daniel Murphy batting against Jesse Chavez.
0.360, 0.756 — Starlin Castro batting against Bartolo Colon.
0.306, 0.752 — Jose Altuve batting against Sam J Gaviglio.
0.320, 0.743 — Jose Ramirez batting against Ty Blach.
0.344, 0.740 — Didi Gregorius batting against Bartolo Colon.
0.318, 0.737 — Justin Turner batting against Miguel A Gonzalez.
0.326, 0.734 — Eric Hosmer batting against Matt Boyd.
0.280, 0.733 — DJ LeMahieu batting against Dinelson Lamet.
0.282, 0.733 — Charlie Blackmon batting against Dinelson Lamet.
0.285, 0.729 — Gerardo Parra batting against Dinelson Lamet.
In the NN world, Daniel Murphy comes out on top again, but Colon does manage to drag Starlin Castro and Didi Gregorious into the mix of the usual suspects. The Rockies hitting trio is helped by Coors, of course. Castro is the consensus pick.
As always, your best pick will fail to get a hit about 25% of the time.
Here is the daily list of active streaks of plate appearances without a hit, with pitchers eliminated:
Batter | PA since Last Hit |
Michael Freeman | 34 |
Franchy Cordero | 27 |
Eric Fryer | 24 |
Aaron Hill | 23 |
Jarrod Saltalamacchia | 23 |
Raul Mondesi | 23 |
John Jaso | 20 |
Kyle Higashioka | 20 |
Andres Blanco | 19 |
Rougned Odor | 19 |
Mark Zagunis | 18 |
Jorge Soler | 18 |
Miguel Montero | 18 |
Taylor Featherston | 17 |
Tony John Wolters | 17 |
Paul Janish | 15 |
Chase D'Arnaud | 15 |
Rio Ruiz | 15 |
Ramon Torres | 15 |
Robinson Cano | 15 |
Zack Cozart | 15 |
Greg Bird | 15 |
Cristhian Adames | 14 |
Ryan Schimpf | 14 |
George Springer | 14 |
Curtis Granderson | 14 |
Lewis Brinson | 14 |
Emilio Bonifacio | 14 |
Xander Bogaerts | 13 |
Chris Davis | 13 |
Jarrod Dyson | 13 |
Brad Miller | 13 |
Bradley Zimmer | 13 |
Chris Coghlan | 13 |
Reymond Fuentes | 13 |
Cameron Maybin | 13 |
Hanley Ramirez | 13 |
Cliff Pennington | 12 |
Rob Refsnyder | 12 |
Martin Prado | 12 |
Daniel Nava | 12 |
Nolan Fontana | 12 |
Chris Young | 12 |
Nicholas Franklin | 12 |
Nick Ahmed | 12 |
Leonys Martin | 12 |
Devin Mesoraco | 11 |
Brett Gardner | 11 |
Jae-Gyun Hwang | 11 |
Orlando Calixte | 11 |
Darwin Barney | 11 |
Danny Ortiz | 11 |
Scott Van Slyke | 11 |
Kevin Plawecki | 11 |
Starling Marte | 11 |
Kevan Smith | 11 |
Sandy Leon | 10 |
Tom Murphy | 10 |
Brandon Guyer | 10 |
Carlos Sanchez | 10 |
Luis Sardinas | 10 |
Brandon Moss | 10 |
Carlos Correa | 10 |
Brock Stassi | 10 |
Mallex Smith | 10 |
Justin Upton | 10 |
Tyler Flowers | 10 |
Yandy Diaz | 10 |
JaCoby Jones | 10 |
Edwin Encarnacion | 10 |
Carlos Gonzalez | 10 |
Jared W. Hoying | 10 |
Tyler Collins | 10 |
Adrian Gonzalez | 10 |
Good luck!
from baseballmusings.com http://ift.tt/2tBaJ6W
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