Friday, August 25, 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:

0.326 — Devon Travis batting against Bartolo Colon
0.322 — Ezequiel Carrera batting against Bartolo Colon
0.317 — Jose Altuve batting against Parker Bridwell
0.316 — David Peralta batting against Ty Blach
0.313 — Norichika Aoki batting against Bartolo Colon
0.312 — Justin Smoak batting against Bartolo Colon
0.311 — Dwight Smith batting against Bartolo Colon
0.310 — Steve Pearce batting against Bartolo Colon
0.304 — Kevin Pillar batting against Bartolo Colon
0.300 — Gerardo Parra batting against Julio Teheran
0.300 — Troy Tulowitzki batting against Bartolo Colon

Colon is pitching a bit better with the Twins than he did with the Braves, but he is still allowing a high hit average. It might be agood day to double down on Blue Jays batters.

Here is how the NN with Park ranks the players:

0.317, 0.767 — Jose Altuve batting against Parker Bridwell.
0.296, 0.742 — Charlie Blackmon batting against Julio Teheran.
0.300, 0.740 — Gerardo Parra batting against Julio Teheran.
0.299, 0.739 — Eduardo Nunez batting against Jeremy Hellickson.
0.316, 0.736 — David Peralta batting against Ty Blach.
0.284, 0.736 — Daniel Murphy batting against Jacob deGrom.
0.326, 0.733 — Devon Travis batting against Bartolo Colon.
0.290, 0.728 — Ender Inciarte batting against Chad Bettis.
0.283, 0.727 — DJ LeMahieu batting against Julio Teheran.
0.285, 0.721 — Brandon Phillips batting against Chad Bettis.
0.299, 0.721 — Adrian Beltre batting against Kendall Graveman.

The NN does a much better job of removing the Colon noise. Alutve is the consensus first choice, Devon Travis the 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
Jarrod Saltalamacchia 23
Raul Mondesi 23
Aaron Hill 23
Wil Myers 22
Kyle Higashioka 20
Tony John Wolters 20
Taylor Featherston 19
Mikie Mahtook 18
Asdrubal Cabrera 18
Jorge Soler 18
Mark Zagunis 18
Allen Cordoba 17
Logan Morrison 17
Ehire Adrianza 16
Joey Gallo 16
Wilmer Flores 16
Rio Ruiz 15
Paul Janish 15
Chase D'Arnaud 15
Greg Bird 15
Ryan Schimpf 14
Emilio Bonifacio 14
Yan Gomes 14
Cristhian Adames 14
George Springer 14
Guillermo Heredia 14
Abraham Almonte 14
Nick Delmonico 14
Lewis Brinson 13
Francisco Cervelli 13
Chris Coghlan 13
Juan Graterol 13
Stephen Drew 13
Brian Dozier 13
Carlos Ruiz 13
Zach Granite 13
Mike Trout 12
Daniel Robertson 12
Martin Prado 12
Lucas Duda 12
Nolan Fontana 12
Nick Ahmed 12
Justin Turner 12
Mark Trumbo 11
Brock Stassi 11
Tyler Flowers 11
Scott Van Slyke 11
Rougned Odor 11
Max Kepler 11
Erik Gonzalez 11
Danny Ortiz 11
Matt Reynolds 11
Chris Stewart 10
Todd Frazier 10
Carlos Correa 10
Sean Rodriguez 10
Tyler Collins 10
Alejandro De Aza 10
Jordan Luplow 10
Jared W. Hoying 10
Luis Sardinas 10
A.J. Pollock 10
Jose Abreu 10
Dusty Coleman 10
Tom Murphy 10
Adam Lind 10

Good luck!



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