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:
0.340 — Xander Bogaerts batting against Jordan Zimmermann
0.319 — David Peralta batting against Zach Davies
0.315 — Daniel Murphy batting against Andrew Cashner
0.313 — Marcell Ozuna batting against Tyler Glasnow
0.312 — Chris Owings batting against Zach Davies
0.305 — Ryon Healy batting against Alexander Cobb
0.304 — Brandon Drury batting against Zach Davies
0.304 — J.T. Realmuto batting against Tyler Glasnow
0.304 — Christian Vazquez batting against Jordan Zimmermann
0.302 — Dee Gordon batting against Tyler Glasnow
0.299 — Mookie Betts batting against Jordan Zimmermann
Zimmermann is getting hit hard this season, both for average and for power. Bogaerts continues to produce great offensive numbers for a shotstop.
Here is how the NN with Park ranks the players:
0.315, 0.761 — Daniel Murphy batting against Andrew Cashner.
0.340, 0.756 — Xander Bogaerts batting against Jordan Zimmermann.
0.286, 0.734 — Jose Altuve batting against Matthew Shoemaker.
0.319, 0.732 — David Peralta batting against Zach Davies.
0.289, 0.724 — Brandon Phillips batting against Matt Harvey.
0.296, 0.722 — Matt Kemp batting against Matt Harvey.
0.305, 0.722 — Ryon Healy batting against Alexander Cobb.
0.281, 0.720 — Trea Turner batting against Andrew Cashner.
0.287, 0.720 — Ender Inciarte batting against Matt Harvey.
0.313, 0.719 — Marcell Ozuna batting against Tyler Glasnow.
0.304, 0.719 — J.T. Realmuto batting against Tyler Glasnow.
0.302, 0.719 — Dee Gordon batting against Tyler Glasnow.
Murphy edges out Bogaerts for the top slot, as Murphy’s one and three-year numbers are better than Bogaerts’s marks, even though Zimmermann has much worse numbers than Cashner. The consensus pick is Bogaerts. Note that tied at the end of the top ten are three Marlins players. They get their in different ways, however, as Ozuna owns a much better one year than three year hit average, Gordon is much better on the three year scale, and Realmuto is pretty even.
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 |
Christopher Herrmann | 31 |
Michael Freeman | 29 |
Logan Forsythe | 28 |
Raul Mondesi | 23 |
Jarrod Saltalamacchia | 23 |
Jose Reyes | 22 |
Kyle Higashioka | 20 |
Matthew Szczur | 19 |
Rio Ruiz | 19 |
Conor Gillaspie | 19 |
Jeff Mathis | 17 |
Keon Broxton | 17 |
Raimel Tapia | 15 |
Greg Bird | 15 |
Cristhian Adames | 14 |
Franklin Gutierrez | 14 |
Kennys Vargas | 14 |
Emilio Bonifacio | 14 |
Ryan Schimpf | 14 |
Steven Souza | 13 |
Chris Coghlan | 13 |
Adam Frazier | 12 |
Michael Martinez | 12 |
Kurt Suzuki | 12 |
Nolan Fontana | 12 |
Leonys Martin | 12 |
Ryan Hanigan | 11 |
Starling Marte | 11 |
Orlando Calixte | 11 |
Danny Ortiz | 11 |
Chase D'Arnaud | 11 |
Craig Gentry | 11 |
Billy Hamilton | 11 |
Jesus Sucre | 11 |
Kevin Plawecki | 11 |
Peter Kozma | 10 |
Devin Mesoraco | 10 |
Joshua Phegley | 10 |
Tyler Collins | 10 |
Andres Blanco | 10 |
JaCoby Jones | 10 |
Russell Martin | 10 |
Darwin Barney | 10 |
Pablo Sandoval | 10 |
Boog Powell | 10 |
Matt Wieters | 10 |
Eric Hosmer | 10 |
Christian Vazquez | 10 |
Yandy Diaz | 10 |
Stuart Turner | 10 |
Scott Van Slyke | 10 |
Matt Davidson | 10 |
Cameron Rupp | 10 |
Deven Marrero | 10 |
Ryan Braun | 10 |
Luis Sardinas | 10 |
Good luck!
from baseballmusings.com http://ift.tt/2rHXKCE
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