Monday, September 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:

0.308 — Dee Gordon batting against Matt Harvey
0.307 — David Peralta batting against Luis Perdomo
0.305 — Corey Seager batting against Nick Pivetta
0.303 — J.D. Martinez batting against Luis Perdomo
0.301 — Justin Turner batting against Nick Pivetta
0.296 — Paul Goldschmidt batting against Luis Perdomo
0.293 — Manuel Pina batting against Jameson Taillon
0.292 — Chris Taylor batting against Nick Pivetta
0.290 — Hernan Perez batting against Jameson Taillon
0.289 — Marcell Ozuna batting against Matt Harvey
0.289 — Ryan Braun batting against Jameson Taillon

There is a very light schedule tonight, but hitting against Perdomo and Pivetta appears to be a good bet. Dee Gordon is a high BA, low walk player, so his hit average should be high. Batting lead off gives him the best chance at an extra PA as well.

Here is how the NN with Park ranks the players:

0.308, 0.740 — Dee Gordon batting against Matt Harvey.
0.305, 0.729 — Corey Seager batting against Nick Pivetta.
0.307, 0.725 — David Peralta batting against Luis Perdomo.
0.303, 0.720 — J.D. Martinez batting against Luis Perdomo.
0.301, 0.717 — Justin Turner batting against Nick Pivetta.
0.289, 0.708 — Marcell Ozuna batting against Matt Harvey.
0.296, 0.708 — Paul Goldschmidt batting against Luis Perdomo.
0.292, 0.704 — Chris Taylor batting against Nick Pivetta.
0.289, 0.703 — Ryan Braun batting against Jameson Taillon.
0.276, 0.702 — Eddie Rosario batting against Jaime Garcia.
0.262, 0.702 — Jonathan Schoop batting against Doug Fister.

Gordon is the unanimous first choice, with Seager and Peralta tied for second. Peralta is five for eight against Perdomo.

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
Logan Morrison 24
Arismendy Alcantara 24
Aaron Hill 23
Jarrod Saltalamacchia 23
Jorge Soler 22
Steven Souza 22
Matt Wieters 20
Richard Urena 20
Kyle Higashioka 20
Taylor Featherston 19
A.J. Ellis 19
Mark Zagunis 18
Alex Mejia 17
Chris Taylor 17
Ronald Torreyes 16
Joc Pederson 15
Paul Janish 15
Chase D'Arnaud 15
Jorge Polanco 15
Miguel Montero 14
Dustin Pedroia 14
Nomar Mazara 14
Emilio Bonifacio 14
Ryan Schimpf 14
Cristhian Adames 14
Jacob Lamb 14
Rhys Hoskins 14
Francisco Cervelli 14
Tom Murphy 14
Stephen Drew 13
Taylor Motter 13
Nolan Fontana 13
Chris Coghlan 13
Lewis Brinson 13
Yan Gomes 13
Jett Bandy 13
Stuart Turner 13
Rajai Davis 12
Zach Granite 12
Martin Prado 12
Jarrod Dyson 12
Ryan McMahon 12
Jayson Werth 12
Carlos Sanchez 12
Willie Calhoun 12
Daniel Robertson 12
Buster Posey 12
Nick Ahmed 12
Brad Miller 11
Danny Ortiz 11
Kolten Wong 11
Ozzie Albies 11
Brock Stassi 11
Lucas Duda 11
Rougned Odor 11
Scott Van Slyke 11
Nick Hundley 11
Adam Rosales 11
Bruce Maxwell III 11
Hanley Ramirez 10
Luis Sardinas 10
Aaron Altherr 10
Anthony Santander 10
Trayce Thompson 10
Greg Allen 10
Alejandro De Aza 10
Jordy Mercer 10
Kevin Pillar 10
Max Kepler 10
Carlos Moncrief 10
Gorkys Hernandez 10
Martin Maldonado 10
Tyler Saladino 10
Cory Spangenberg 10
Yonder Alonso 10

Good luck!



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