Monday, August 21, 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:

0.321 — David Peralta batting against Robert Gsellman
0.311 — Jean Segura batting against Mike Foltynewicz
0.305 — Paul Goldschmidt batting against Robert Gsellman
0.304 — A.J. Pollock batting against Robert Gsellman
0.304 — Buster Posey batting against Zach Davies
0.300 — Brandon Drury batting against Robert Gsellman
0.300 — Avisail Garcia batting against Dillon Gee
0.299 — Jose Abreu batting against Dillon Gee
0.298 — Justin Turner batting against Gerrit Cole
0.297 — J.D. Martinez batting against Robert Gsellman

There are a limited number of games today. Gsellman allows a high batting average without too many walks, so a Diamondbacks team that hits well should do okay.

Here is how the NN with Park ranks the players:

0.311, 0.744 — Jean Segura batting against Mike Foltynewicz.
0.321, 0.735 — David Peralta batting against Robert Gsellman.
0.299, 0.726 — Jose Abreu batting against Dillon Gee.
0.304, 0.726 — Buster Posey batting against Zach Davies.
0.294, 0.724 — Corey Seager batting against Gerrit Cole.
0.298, 0.721 — Justin Turner batting against Gerrit Cole.
0.300, 0.720 — Avisail Garcia batting against Dillon Gee.
0.285, 0.720 — Brandon Phillips batting against Andrew Albers.
0.283, 0.716 — Ender Inciarte batting against Andrew Albers.
0.304, 0.716 — A.J. Pollock batting against Robert Gsellman.

The NN flips Segura and Peralta, so it seems like a good day to double down. There is a twi-night double header between the White Sox and Twins today, so be careful picking from those games to make sure the batter isn’t getting rested.

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
Jon Jay 23
Jarrod Saltalamacchia 23
Raul Mondesi 23
Aaron Hill 23
Matthew Szczur 23
Kyle Higashioka 20
Matt Wieters 20
Taylor Featherston 19
Mark Zagunis 18
Jorge Soler 18
Adam Engel 18
Tommy Joseph 17
Tony John Wolters 16
Alen Hanson 16
Brad Miller 16
Joey Gallo 16
Allen Cordoba 16
Rio Ruiz 15
Trey Mancini 15
Chase D'Arnaud 15
Paul Janish 15
Greg Bird 15
Jose Iglesias 15
Emilio Bonifacio 14
Abraham Almonte 14
Chris Young 14
Ryan Schimpf 14
Cristhian Adames 14
Stephen Drew 13
Francisco Cervelli 13
Ezequiel Carrera 13
Lewis Brinson 13
Chris Coghlan 13
Carlos Ruiz 13
Khristopher Davis 13
Martin Maldonado 12
Martin Prado 12
Wil Myers 12
Aaron Judge 12
Nolan Fontana 12
Nick Ahmed 12
Brock Stassi 11
Scott Van Slyke 11
Salvador Perez 11
Danny Ortiz 11
Michael Taylor 11
Ender Inciarte 11
Jefry Marte 11
Jason Castro 10
Corey Dickerson 10
Tyler Collins 10
Carlos Correa 10
J.D. Davis 10
Tom Murphy 10
Christopher Herrmann 10
Orlando Arcia 10
Jared W. Hoying 10
Cesar Hernandez 10
J.T. Realmuto 10
Zach Granite 10
Luis Sardinas 10
Anthony Rendon 10
Yandy Diaz 10
Juan Graterol 10
Erik Gonzalez 10
Jordan Luplow 10

Good luck!



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