Thursday, June 8, 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:

0.337 — David Peralta batting against Clayton Richard
0.331 — Chris Owings batting against Clayton Richard
0.330 — Brandon Drury batting against Clayton Richard
0.314 — Paul Goldschmidt batting against Clayton Richard
0.313 — Jose Altuve batting against Jason Hammel
0.313 — Marcell Ozuna batting against Gerrit Cole
0.312 — Jonathan Schoop batting against Joe Ross
0.307 — Robinson Cano batting against Kyle Gibson
0.305 — Nelson Cruz batting against Kyle Gibson
0.303 — Dee Gordon batting against Gerrit Cole
0.303 — Jacob Lamb batting against Clayton Richard

Diamondbacks hitters dominate this list as Richard allows a .307 BA, and although this program doesn’t take this into account, .316 on the road. The stars of the Mariners look like a good bet as well.

Here is how the NN with Park ranks the players:

0.300, 0.752 — Daniel Murphy batting against Alec Asher.
0.313, 0.747 — Jose Altuve batting against Jason Hammel.
0.337, 0.743 — David Peralta batting against Clayton Richard.
0.330, 0.735 — Brandon Drury batting against Clayton Richard.
0.294, 0.731 — Xander Bogaerts batting against Michael Pineda.
0.294, 0.731 — Charlie Blackmon batting against Jon Lester.
0.331, 0.730 — Chris Owings batting against Clayton Richard.
0.303, 0.722 — Dee Gordon batting against Gerrit Cole.
0.313, 0.722 — Marcell Ozuna batting against Gerrit Cole.
0.290, 0.720 — Buster Posey batting against Paolo Espino.

It is somewhat amazing how sometimes these two systems see things very differently. Asher gives up hits at a much lower rate than Richard, but Murphy’s high one-year and three-year hit rates wash that out. David Peralta 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
Christopher Herrmann 31
Michael Freeman 29
Logan Forsythe 28
Raul Mondesi 23
Jarrod Saltalamacchia 23
Jose Reyes 22
Kyle Higashioka 20
Conor Gillaspie 19
Jeff Mathis 17
Greg Bird 15
Christian Yelich 15
Rio Ruiz 15
Matthew Szczur 15
Cristhian Adames 14
Franklin Gutierrez 14
Raimel Tapia 14
Emilio Bonifacio 14
Ryan Schimpf 13
Brandon Crawford 13
Chris Coghlan 13
Michael Martinez 12
Keon Broxton 12
Kurt Suzuki 12
Nolan Fontana 12
Leonys Martin 12
Danny Ortiz 11
Ryan Hanigan 11
Starling Marte 11
Kevin Plawecki 11
Jose Peraza 11
Eric Young Jr. 11
Jesus Sucre 11
Craig Gentry 11
Deven Marrero 10
Luis Sardinas 10
Tyler Collins 10
Darwin Barney 10
Devin Mesoraco 10
Joshua Phegley 10
Orlando Calixte 10
Russell Martin 10
Derek Norris 10
Yandy Diaz 10
JaCoby Jones 10
Michael Taylor 10
Ryan Braun 10
Peter Kozma 10
Colby Rasmus 10
Kennys Vargas 10
Stuart Turner 10
Andres Blanco 10
Scott Van Slyke 10
Matt Davidson 10

Good luck!



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