Wednesday, August 23, 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 — Jose Altuve batting against Edwin Jackson
0.328 — Didi Gregorius batting against Jordan Zimmermann
0.311 — Cesar Hernandez batting against Justin Nicolino
0.308 — Ronald Torreyes batting against Jordan Zimmermann
0.301 — Nick Williams batting against Justin Nicolino
0.300 — Buster Posey batting against Matt Garza
0.298 — Yulieski Gurriel batting against Edwin Jackson
0.298 — Aaron Altherr batting against Justin Nicolino
0.298 — Jorge Alfaro batting against Justin Nicolino
0.291 — Justin Turner batting against Trevor Williams

Although Altuve is at the top, the Log5 method really likes the Phillies against Justin Nicolino. The league is hitting .320/.380/.492 against him.

Here is how the NN with Park ranks the players:

0.337, 0.777 — Jose Altuve batting against Edwin Jackson.
0.328, 0.744 — Didi Gregorius batting against Jordan Zimmermann.
0.289, 0.740 — Daniel Murphy batting against Michael Fiers.
0.275, 0.725 — Gerardo Parra batting against Ian Kennedy.
0.298, 0.725 — Yulieski Gurriel batting against Edwin Jackson.
0.270, 0.725 — Charlie Blackmon batting against Ian Kennedy.
0.300, 0.725 — Buster Posey batting against Matt Garza.
0.281, 0.723 — Jean Segura batting against R.A. Dickey.
0.289, 0.721 — Corey Seager batting against Trevor Williams.
0.311, 0.718 — Cesar Hernandez batting against Justin Nicolino.
0.308, 0.718 — Ronald Torreyes batting against Jordan Zimmermann.

The NN discounts Nicolino’s brief but poor 2017 season more than the NN does, so only Cesar Hernandez makes the top ten. Altuve is the unanimous pick, with Gregorious the unanimous second choice.

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
Arismendy Alcantara 24
Raul Mondesi 23
Aaron Hill 23
Jarrod Saltalamacchia 23
Brad Miller 20
Kyle Higashioka 20
Alen Hanson 19
Taylor Featherston 19
Jorge Soler 18
Mark Zagunis 18
Wil Myers 17
Joey Gallo 16
Tony John Wolters 16
Allen Cordoba 16
Jose Ramirez 15
Jean Segura 15
Jefry Marte 15
Paul Janish 15
Chase D'Arnaud 15
Greg Bird 15
Rio Ruiz 15
Emilio Bonifacio 14
Cristhian Adames 14
Abraham Almonte 14
Ryan Schimpf 14
David Freese 14
Rafael Devers 14
Logan Forsythe 13
Stephen Drew 13
Freddy Galvis 13
Carlos Ruiz 13
Mikie Mahtook 13
Thomas Pham 13
Lewis Brinson 13
Francisco Cervelli 13
Ehire Adrianza 13
Yandy Diaz 13
Chris Coghlan 13
Ryan Zimmerman 13
Asdrubal Cabrera 13
Nolan Fontana 12
Martin Prado 12
Juan Lagares 12
Nick Ahmed 12
Danny Ortiz 11
Brock Stassi 11
Scott Van Slyke 11
Victor Martinez 11
Jared W. Hoying 10
Kris Bryant 10
Juan Graterol 10
Yan Gomes 10
Tyler Collins 10
Christopher Herrmann 10
Erik Gonzalez 10
Jordan Luplow 10
DJ LeMahieu 10
Guillermo Heredia 10
Tom Murphy 10
Luis Sardinas 10
Zach Granite 10
Carlos Correa 10

Good luck!



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