Friday, August 4, 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:

0.353 — Elvis Andrus batting against Bartolo Colon
0.344 — Jose Altuve batting against Cesar Valdez
0.343 — Adrian Beltre batting against Bartolo Colon
0.319 — Gerardo Parra batting against Vincent Velasquez
0.309 — Charlie Blackmon batting against Vincent Velasquez
0.306 — Eddie Rosario batting against Martin Perez
0.306 — Delino Deshields Jr. batting against Bartolo Colon
0.305 — Brett Nicholas batting against Bartolo Colon
0.304 — DJ LeMahieu batting against Vincent Velasquez
0.299 — Nomar Mazara batting against Bartolo Colon

Bartolo Colon broke the Log5 method today. The pitchers on the Rangers, who basically regress to league average, all where shown to have a .310 hit average against Colon by the Log5 method. Colon’s parameters are a .333 hit average for this season, and .287 for the three-year period. That’s against an MLB average for position players of .232. Everybody hits today for Texas!

Here is how the NN with Park ranks the players:

0.344, 0.780 — Jose Altuve batting against Cesar Valdez.
0.319, 0.755 — Gerardo Parra batting against Vincent Velasquez.
0.309, 0.750 — Charlie Blackmon batting against Vincent Velasquez.
0.353, 0.749 — Elvis Andrus batting against Bartolo Colon.
0.304, 0.748 — DJ LeMahieu batting against Vincent Velasquez.
0.343, 0.743 — Adrian Beltre batting against Bartolo Colon.
0.291, 0.740 — Daniel Murphy batting against Kyle Hendricks.
0.293, 0.737 — Eduardo Nunez batting against Carlos Rodon.
0.296, 0.733 — Jean Segura batting against Jason Hammel.
0.296, 0.731 — Jose Ramirez batting against Jaime Garcia.

Pitchers have less influence on the NN, and so the usual group of leaders show up, but Colon is bad enough to bring Andrus to the top four. Altuve went three for four in a losing cause Thursday night, and he continues to post very high probabilities of getting a hit in a game. He is both the NN pick and the consensus pick.

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
Aaron Hill 23
Jarrod Saltalamacchia 23
Raul Mondesi 23
Christopher Herrmann 22
Mark Trumbo 20
Kyle Higashioka 20
Taylor Featherston 19
Jorge Soler 18
Mark Zagunis 18
Benjamin Gamel 17
Paul DeJong 16
Tony John Wolters 16
Luis Valbuena 16
Arismendy Alcantara 16
Rio Ruiz 15
Greg Bird 15
Paul Janish 15
Chase D'Arnaud 15
Cristhian Adames 14
Dexter Fowler 14
Wil Myers 14
Francisco Cervelli 14
Chris Stewart 14
Emilio Bonifacio 14
Ryan Schimpf 14
Yoan Moncada 14
Joc Pederson 13
Chris Coghlan 13
Lewis Brinson 13
Ryan Zimmerman 13
Brian Dozier 13
Stephen Drew 13
Yangervis Solarte 13
Nick Ahmed 12
Martin Prado 12
Neil Walker 12
Avisail Garcia 12
Jean Segura 12
Robbie Grossman 12
Aaron Altherr 12
Nolan Fontana 12
Matt Wieters 11
Kevin Plawecki 11
Alex Presley 11
Josh Harrison 11
Scott Van Slyke 11
Brock Stassi 11
Danny Ortiz 11
Max Kepler 11
Nick Castellanos 11
Allen Cordoba 11
Cameron Rupp 11
Jared W. Hoying 10
Domingo Santana 10
Adrian Gonzalez 10
Erik Gonzalez 10
Luis Sardinas 10
Tyler Collins 10
Jordan Luplow 10
Tom Murphy 10
Yandy Diaz 10
Todd Frazier 10
Jabari Blash 10
Carlos Correa 10
Gregory Polanco 10
JaCoby Jones 10

Good luck!



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