Friday, August 18, 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:

0.348 — Daniel Murphy batting against Luis Perdomo
0.336 — Howie Kendrick batting against Luis Perdomo
0.325 — Buster Posey batting against Zach Eflin
0.323 — Gerardo Parra batting against Matt Garza
0.323 — Jean Segura batting against Austin Pruitt
0.321 — Justin Turner batting against Jordan Zimmermann
0.320 — Charlie Blackmon batting against Matt Garza
0.319 — Jose Altuve batting against Sean Manaea
0.315 — Corey Seager batting against Jordan Zimmermann
0.310 — Ryan Zimmerman batting against Luis Perdomo

Kendrick turned out to be a pretty good pickup for the Nationals. He’s hitting .353/.400/.667 since joining the team, a little better than his numbers with Philadelphia. In his two seasons in the majors, Perdomo allowed a .302 BA. That ties him with Kyle Gibson for highest in the majors among pitchers who faced at least 1100 batters. So it’s a good day to pick Nationals hitters.

Here is how the NN with Park ranks the players:

0.348, 0.775 — Daniel Murphy batting against Luis Perdomo.
0.319, 0.769 — Jose Altuve batting against Sean Manaea.
0.320, 0.759 — Charlie Blackmon batting against Matt Garza.
0.323, 0.757 — Gerardo Parra batting against Matt Garza.
0.336, 0.748 — Howie Kendrick batting against Luis Perdomo.
0.323, 0.747 — Jean Segura batting against Austin Pruitt.
0.307, 0.746 — DJ LeMahieu batting against Matt Garza.
0.315, 0.737 — Corey Seager batting against Jordan Zimmermann.
0.321, 0.737 — Justin Turner batting against Jordan Zimmermann.
0.325, 0.737 — Buster Posey batting against Zach Eflin.

Murphy is the unanimous choice, with Kendrick and Parra tied for consensus 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
Aaron Hill 23
Matthew Szczur 23
Jarrod Saltalamacchia 23
Raul Mondesi 23
Kyle Higashioka 20
Taylor Featherston 19
Ben Revere 18
Mark Zagunis 18
Jorge Soler 18
Andrelton Simmons 18
Joc Pederson 16
Brandon Moss 16
Allen Cordoba 16
Tony John Wolters 16
Greg Bird 15
Miguel Sano 15
Kaleb Cowart 15
Whit Merrifield 15
Chris Gimenez 15
Chase D'Arnaud 15
Rio Ruiz 15
Paul Janish 15
Abraham Almonte 14
Jon Jay 14
Rafael Lopez 14
Emilio Bonifacio 14
Ryan Schimpf 14
Cristhian Adames 14
Chris Coghlan 13
Francisco Cervelli 13
Stephen Drew 13
Tommy Joseph 13
Lewis Brinson 13
Matt Wieters 12
Cam Perkins 12
Martin Prado 12
Dee Gordon 12
Alen Hanson 12
Nolan Fontana 12
Jose Osuna 12
Nick Ahmed 12
Scott Van Slyke 11
Eric Thames 11
Salvador Perez 11
Brock Stassi 11
Kevin Plawecki 11
Danny Ortiz 11
Miguel Montero 11
Aaron Hicks 11
Tucker Barnhart 11
Carlos Ruiz 11
Jefry Marte 11
Jared W. Hoying 10
Zach Granite 10
Jordan Luplow 10
Carlos Correa 10
Daniel Murphy 10
Tom Murphy 10
Yandy Diaz 10
JaCoby Jones 10
Adrian Gonzalez 10
Tyler Collins 10
Hernan Perez 10
Erik Gonzalez 10
Dusty Coleman 10
Luis Sardinas 10
Jabari Blash 10

Good luck!



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