Monday, August 28, 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:

0.353 — Gerardo Parra batting against Jordan Zimmermann
0.347 — Charlie Blackmon batting against Jordan Zimmermann
0.334 — DJ LeMahieu batting against Jordan Zimmermann
0.325 — Jean Segura batting against Chris Tillman
0.324 — Nolan Arenado batting against Jordan Zimmermann
0.324 — Eric Hosmer batting against Austin Pruitt
0.318 — Melky Cabrera batting against Austin Pruitt
0.313 — Jonathan Schoop batting against Marco Gonzalez
0.310 — Whit Merrifield batting against Austin Pruitt
0.307 — Lorenzo Cain batting against Austin Pruitt

There is a limited schedule today. Log5 likes the Rockies against Zimmermann, and the game takes place in Colorado. It also likes the Royals against Austin Pruitt, but the Royals offense is in a slump, shutout in the three games against Cleveland this weekend. Pruitt is a good choice for break a slump, as he allows a high batting average without walking too many batters.

Here is how the NN with Park ranks the players:

0.353, 0.773 — Gerardo Parra batting against Jordan Zimmermann.
0.347, 0.773 — Charlie Blackmon batting against Jordan Zimmermann.
0.334, 0.761 — DJ LeMahieu batting against Jordan Zimmermann.
0.324, 0.744 — Nolan Arenado batting against Jordan Zimmermann.
0.325, 0.741 — Jean Segura batting against Chris Tillman.
0.286, 0.738 — Daniel Murphy batting against Jose Urena.
0.324, 0.737 — Eric Hosmer batting against Austin Pruitt.
0.318, 0.734 — Melky Cabrera batting against Austin Pruitt.
0.300, 0.734 — Eduardo Nunez batting against Marcus Stroman.
0.313, 0.728 — Jonathan Schoop batting against Marco Gonzalez.

Hit average in Colorado is .271, while the MLB average is .232 (those numbers are for non-pitchers). The Rockies players are already good, and then they get a big boost from the ballpark. It’s a good day to double down on Parra and Blackmon.

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
Mike Trout 25
Tony John Wolters 24
Arismendy Alcantara 24
Raul Mondesi 23
Jarrod Saltalamacchia 23
Aaron Hill 23
Kyle Higashioka 20
Todd Frazier 20
Taylor Featherston 19
Mark Zagunis 18
Jorge Soler 18
Allen Cordoba 17
Joey Gallo 16
Ehire Adrianza 16
Mitch Haniger 16
Joey Votto 15
Paul Janish 15
Sean Rodriguez 15
Rio Ruiz 15
Tyler Flowers 15
Jason Heyward 15
Chase D'Arnaud 15
Abraham Almonte 14
Mike Napoli 14
Francisco Cervelli 14
Nick Delmonico 14
Emilio Bonifacio 14
Ryan Schimpf 14
Kaleb Cowart 14
Chris Taylor 14
Cristhian Adames 14
Chris Coghlan 13
Lewis Brinson 13
Stephen Drew 13
Ryan Braun 13
Juan Graterol 13
Martin Maldonado 13
Kyle Schwarber 12
Eric Thames 12
Daniel Robertson 12
Nick Ahmed 12
Martin Prado 12
Freddie Freeman 12
Michael Moustakas 12
Nolan Fontana 12
Jonathan Lucroy 12
Erik Gonzalez 12
Steve Pearce 11
Brock Stassi 11
Adam Duvall 11
Eduardo Nunez 11
Danny Ortiz 11
Rougned Odor 11
Boog Powell 11
Scott Van Slyke 11
Wilson Ramos 11
Curtis Granderson 11
Alcides Escobar 10
Keon Broxton 10
J.T. Realmuto 10
Tom Murphy 10
Tyler Collins 10
Cameron Rupp 10
Chase Headley 10
Carlos Correa 10
Benjamin Gamel 10
Dominic Smith 10
Jordan Luplow 10
Carlos Asuaje 10
Jared Hoying 10
Luis Sardinas 10

Wow, that’s quite the slump for Mike Trout. He’s been due for a few games now.

Good luck!



from baseballmusings.com http://ift.tt/2wVo3sb

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