Monday, August 7, 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:

0.309 — Daniel Murphy batting against Chris O’Grady
0.292 — Adam Frazier batting against Jordan Zimmermann
0.290 — Josh Harrison batting against Jordan Zimmermann
0.290 — Howie Kendrick batting against Chris O’Grady
0.289 — Starling Marte batting against Jordan Zimmermann
0.287 — Jon Jay batting against Matt Moore
0.285 — Willson Contreras batting against Matt Moore
0.283 — Andrew McCutchen batting against Jordan Zimmermann
0.282 — Javier Baez batting against Matt Moore
0.282 — Jose Osuna batting against Jordan Zimmermann

It’s a good night to pick someone from the Pirates, although Murphy ranks head and shoulders above everyone else. O’Grady’s ERA is high, but not because he allows a lot of hits. Zimmerman gets knocked around for average and power.

Here is how the NN with Park ranks the players:

0.309, 0.757 — Daniel Murphy batting against Chris O’Grady.
0.290, 0.718 — Howie Kendrick batting against Chris O’Grady.
0.289, 0.709 — Starling Marte batting against Jordan Zimmermann.
0.290, 0.704 — Josh Harrison batting against Jordan Zimmermann.
0.292, 0.702 — Adam Frazier batting against Jordan Zimmermann.
0.273, 0.702 — Jonathan Schoop batting against J.C. Ramirez.
0.273, 0.699 — Trey Mancini batting against J.C. Ramirez.
0.287, 0.698 — Jon Jay batting against Matt Moore.
0.285, 0.695 — Willson Contreras batting against Matt Moore.
0.253, 0.694 — Eric Hosmer batting against Carlos Martinez.
0.266, 0.694 — Eddie Rosario batting against Brent Suter.

Murphy is the unanimous choice. Hot Howie Kendrick is the consensus second choice if you want to double down.

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
Christopher Herrmann 27
Raul Mondesi 23
Aaron Hill 23
Jarrod Saltalamacchia 23
Joc Pederson 21
Kyle Higashioka 20
Mark Trumbo 20
Arismendy Alcantara 19
Taylor Featherston 19
Chris Stewart 19
Jorge Soler 18
Mark Zagunis 18
Eric Sogard 16
Tony John Wolters 16
Paul Janish 15
Rio Ruiz 15
Adam Lind 15
Victor Martinez 15
Chase D'Arnaud 15
Greg Bird 15
Manuel Pina 15
Mike Zunino 15
Dexter Fowler 14
Austin Romine 14
Corey Dickerson 14
Ryan Schimpf 14
Emilio Bonifacio 14
Allen Cordoba 14
Cristhian Adames 14
Ryder Jones 13
Chris Coghlan 13
Joe Mauer 13
Lewis Brinson 13
Stephen Drew 13
Matthew Adams 13
Buster Posey 13
Martin Prado 12
Avisail Garcia 12
Nolan Fontana 12
Jay Bruce 12
Asdrubal Cabrera 12
Martin Maldonado 12
Nick Ahmed 12
Alcides Escobar 12
Miguel Rojas 12
Matthew Szczur 11
Jose Pirela 11
Jose Reyes 11
Scott Van Slyke 11
Danny Ortiz 11
Jose Lobaton 11
Tommy Joseph 11
Kevin Plawecki 11
Alex Presley 11
Salvador Perez 11
Brock Stassi 11
Jordy Mercer 10
Luis Sardinas 10
JaCoby Jones 10
Jordan Luplow 10
Brock Holt 10
Erik Gonzalez 10
Tyler Collins 10
Yandy Diaz 10
Jabari Blash 10
Tom Murphy 10
Adrian Gonzalez 10
Jared W. Hoying 10
Zach Granite 10
Carlos Correa 10

Good luck!



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