Thursday, August 24, 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:

0.316 — David Peralta batting against Rafael Montero
0.312 — Paul DeJong batting against Luis Perdomo
0.309 — Yadier Molina batting against Luis Perdomo
0.301 — Andrelton Simmons batting against Martin Perez
0.300 — Kolten Wong batting against Luis Perdomo
0.300 — Mike Trout batting against Martin Perez
0.300 — Paul Goldschmidt batting against Rafael Montero
0.299 — Gerardo Parra batting against Jakob Junis
0.298 — Charlie Blackmon batting against Jakob Junis
0.297 — Eduardo Nunez batting against Trevor Bauer

There’s a great pitching matchup in Houston, with Stepehn Strasburg facing Dallas Keuchel, so the two big guns of Jose Altuve and Daniel Murphy do not make the list. David Peralta takes the top spot, and the Log5 method likes the Cardinals against Perdomo and the Angels against Perez.

Here is how the NN with Park ranks the players:

0.277, 0.747 — Jose Altuve batting against Stephen Strasburg.
0.298, 0.742 — Charlie Blackmon batting against Jakob Junis.
0.299, 0.738 — Gerardo Parra batting against Jakob Junis.
0.297, 0.733 — Eduardo Nunez batting against Trevor Bauer.
0.316, 0.732 — David Peralta batting against Rafael Montero.
0.268, 0.730 — Daniel Murphy batting against Dallas Keuchel.
0.285, 0.729 — DJ LeMahieu batting against Jakob Junis.
0.309, 0.727 — Yadier Molina batting against Luis Perdomo.
0.312, 0.724 — Paul DeJong batting against Luis Perdomo.
0.291, 0.721 — Dee Gordon batting against Jake Thompson.

The NN provides a very different list, with Altuve taking the top spot against Strasburg, and Daniel Murphy the list as well. All the Angels disappear. Peralta would be the consensus first choice. Note that the NN probabilities are much lower than than they’ve been lately.

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
Aaron Hill 23
Jarrod Saltalamacchia 23
Raul Mondesi 23
Wil Myers 21
Kyle Higashioka 20
Jose Ramirez 19
Taylor Featherston 19
Jorge Soler 18
Mark Zagunis 18
David Freese 17
Yandy Diaz 17
Asdrubal Cabrera 17
Joey Gallo 16
Tony John Wolters 16
Allen Cordoba 16
Greg Bird 15
Jefry Marte 15
Rio Ruiz 15
Paul Janish 15
Chase D'Arnaud 15
Abraham Almonte 14
Emilio Bonifacio 14
Yan Gomes 14
Cristhian Adames 14
Ryan Schimpf 14
Guillermo Heredia 14
Ehire Adrianza 13
Raimel Tapia 13
Carlos Ruiz 13
Chris Coghlan 13
Mikie Mahtook 13
Lewis Brinson 13
Francisco Cervelli 13
Stephen Drew 13
Logan Morrison 13
Curtis Granderson 12
Nolan Fontana 12
Martin Prado 12
Nick Ahmed 12
Mark Trumbo 11
Danny Ortiz 11
Scott Van Slyke 11
Tyler Flowers 11
Wilmer Flores 11
Brock Stassi 11
Tom Murphy 10
Kris Bryant 10
Nick Delmonico 10
Chris Stewart 10
A.J. Pollock 10
Max Kepler 10
Matt Reynolds 10
Jared W. Hoying 10
Carlos Correa 10
Christopher Herrmann 10
Jordan Luplow 10
Giovanny Urshela 10
Erik Gonzalez 10
Zach Granite 10
Luis Sardinas 10
Tyler Collins 10
Juan Graterol 10

Good luck!



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