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:
0.336 — Daniel Murphy batting against Justin Nicolino
0.320 — Ben Gamel batting against Anibal Sanchez
0.319 — Jon Jay batting against Clayton Richard
0.307 — Ryan Zimmerman batting against Justin Nicolino
0.306 — Robinson Cano batting against Anibal Sanchez
0.306 — Corey Dickerson batting against Scott Feldman
0.305 — Matt Kemp batting against Johnny Cueto
0.302 — Brandon Phillips batting against Johnny Cueto
0.302 — Jose Altuve batting against Daniel Gossett
0.302 — Albert Almora batting against Clayton Richard
The 2016 season weight heavily on Nicolino right now. He allowed .307 BA with a .348 OBP, so he was hittable. His 2017 numbers still represent a small sample size. Murphy is a pretty good bet against any pitcher, however. Gamel is one of the hottest hitters in the league right now.
Here is how the NN with Park ranks the players:
0.336, 0.778 — Daniel Murphy batting against Justin Nicolino.
0.302, 0.744 — Jose Altuve batting against Daniel Gossett.
0.301, 0.733 — Xander Bogaerts batting against Jason Hammel.
0.302, 0.733 — Brandon Phillips batting against Johnny Cueto.
0.298, 0.730 — Justin Turner batting against Zack Wheeler.
0.306, 0.730 — Corey Dickerson batting against Scott Feldman.
0.296, 0.729 — Buster Posey batting against R.A. Dickey.
0.305, 0.726 — Matt Kemp batting against Johnny Cueto.
0.291, 0.726 — Trea Turner batting against Justin Nicolino.
0.320, 0.724 — Benjamin Gamel batting against Anibal Sanchez.
Murphy is the unanimous pick, but Altuve and Gamel flip places. That’s probably right, as Altuve has a lengthier track record of success.
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 | 29 |
Jett Bandy | 24 |
Raul Mondesi | 23 |
Daniel Robertson | 23 |
Jarrod Saltalamacchia | 23 |
Kyle Higashioka | 20 |
Conor Gillaspie | 19 |
Aaron Hill | 17 |
Robbie Grossman | 15 |
Jose Pirela | 15 |
Greg Bird | 15 |
Jorge Polanco | 14 |
Emilio Bonifacio | 14 |
Cristhian Adames | 14 |
Ryan Schimpf | 14 |
Peter Kozma | 13 |
Chris Coghlan | 13 |
Jesus Sucre | 12 |
Domingo Santana | 12 |
Leonys Martin | 12 |
Matthew Szczur | 12 |
Nolan Fontana | 12 |
Kelby Tomlinson | 12 |
Giancarlo Stanton | 12 |
Starling Marte | 11 |
Deven Marrero | 11 |
Miguel Sano | 11 |
Rio Ruiz | 11 |
Elvis Andrus | 11 |
Craig Gentry | 11 |
Matt Olson | 11 |
Orlando Calixte | 11 |
Kevin Plawecki | 11 |
Greg Garcia | 11 |
Danny Ortiz | 11 |
Stuart Turner | 11 |
C.J. Cron | 11 |
Scott Van Slyke | 10 |
Ryan Braun | 10 |
Adrian Gonzalez | 10 |
Kris Bryant | 10 |
Tyler Collins | 10 |
Jared W. Hoying | 10 |
Boog Powell | 10 |
Joey Rickard | 10 |
Luis Sardinas | 10 |
Yandy Diaz | 10 |
JaCoby Jones | 10 |
Good luck!
from baseballmusings.com http://ift.tt/2rHwIg9
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