Friday, June 9, 2017

Beat the Streak Picks

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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