Monday, June 19, 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:

0.336 — Daniel Murphy batting against Justin Nicolino
0.320 — Ben Gamel batting against Anibal Sanchez
0.319 — Jon Jay batting against Clayton Richard
0.307 — Ryan Zimmerman batting against Justin Nicolino
0.306 — Robinson Cano batting against Anibal Sanchez
0.306 — Corey Dickerson batting against Scott Feldman
0.305 — Matt Kemp batting against Johnny Cueto
0.302 — Brandon Phillips batting against Johnny Cueto
0.302 — Jose Altuve batting against Daniel Gossett
0.302 — Albert Almora batting against Clayton Richard

The 2016 season weight heavily on Nicolino right now. He allowed .307 BA with a .348 OBP, so he was hittable. His 2017 numbers still represent a small sample size. Murphy is a pretty good bet against any pitcher, however. Gamel is one of the hottest hitters in the league right now.

Here is how the NN with Park ranks the players:

0.336, 0.778 — Daniel Murphy batting against Justin Nicolino.
0.302, 0.744 — Jose Altuve batting against Daniel Gossett.
0.301, 0.733 — Xander Bogaerts batting against Jason Hammel.
0.302, 0.733 — Brandon Phillips batting against Johnny Cueto.
0.298, 0.730 — Justin Turner batting against Zack Wheeler.
0.306, 0.730 — Corey Dickerson batting against Scott Feldman.
0.296, 0.729 — Buster Posey batting against R.A. Dickey.
0.305, 0.726 — Matt Kemp batting against Johnny Cueto.
0.291, 0.726 — Trea Turner batting against Justin Nicolino.
0.320, 0.724 — Benjamin Gamel batting against Anibal Sanchez.

Murphy is the unanimous pick, but Altuve and Gamel flip places. That’s probably right, as Altuve has a lengthier track record of success.

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 29
Jett Bandy 24
Raul Mondesi 23
Daniel Robertson 23
Jarrod Saltalamacchia 23
Kyle Higashioka 20
Conor Gillaspie 19
Aaron Hill 17
Robbie Grossman 15
Jose Pirela 15
Greg Bird 15
Jorge Polanco 14
Emilio Bonifacio 14
Cristhian Adames 14
Ryan Schimpf 14
Peter Kozma 13
Chris Coghlan 13
Jesus Sucre 12
Domingo Santana 12
Leonys Martin 12
Matthew Szczur 12
Nolan Fontana 12
Kelby Tomlinson 12
Giancarlo Stanton 12
Starling Marte 11
Deven Marrero 11
Miguel Sano 11
Rio Ruiz 11
Elvis Andrus 11
Craig Gentry 11
Matt Olson 11
Orlando Calixte 11
Kevin Plawecki 11
Greg Garcia 11
Danny Ortiz 11
Stuart Turner 11
C.J. Cron 11
Scott Van Slyke 10
Ryan Braun 10
Adrian Gonzalez 10
Kris Bryant 10
Tyler Collins 10
Jared W. Hoying 10
Boog Powell 10
Joey Rickard 10
Luis Sardinas 10
Yandy Diaz 10
JaCoby Jones 10

Good luck!



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