Sunday, September 17, 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:

0.335 — Avisail Garcia batting against Matt Boyd
0.327 — Ender Inciarte batting against Robert Gsellman
0.320 — Jose Abreu batting against Matt Boyd
0.315 — Johan Camargo batting against Robert Gsellman
0.313 — Freddie Freeman batting against Robert Gsellman
0.310 — Jose Altuve batting against Andrew Moore
0.303 — Matt Kemp batting against Robert Gsellman
0.301 — Alex Presley batting against Dylan Covey
0.301 — Daniel Murphy batting against Hyun-Jin Ryu
0.299 — Tim Anderson batting against Matt Boyd

Avisail Garcia will wind up posting a year very much out of line with the rest of his career. This was his seasonal age 26 season, and there was a switch in field management. What ever Rick Renteria or his staff did to help Garcia worked very well.

Here is how the NN with Park ranks the players:

0.310, 0.760 — Jose Altuve batting against Andrew Moore.
0.335, 0.751 — Avisail Garcia batting against Matt Boyd.
0.327, 0.747 — Ender Inciarte batting against Robert Gsellman.
0.301, 0.742 — Daniel Murphy batting against Hyun-Jin Ryu.
0.320, 0.739 — Jose Abreu batting against Matt Boyd.
0.282, 0.735 — Charlie Blackmon batting against Jhoulys Chacin.
0.313, 0.727 — Freddie Freeman batting against Robert Gsellman.
0.273, 0.725 — DJ LeMahieu batting against Jhoulys Chacin.
0.315, 0.723 — Johan Camargo batting against Robert Gsellman.
0.277, 0.723 — Gerardo Parra batting against Jhoulys Chacin.

Altuve is back to the top of the NN list, but Garcia is the consensus first pick. Inciarte is the consensus second pick, and both the NN and Log5 methods point to Gsellman giving up hits.

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
Yasmani Grandal 28
Arismendy Alcantara 24
Logan Morrison 24
Allen Cordoba 24
Jarrod Saltalamacchia 23
Aaron Hill 23
Jorge Soler 22
Steven Souza 22
Kyle Higashioka 20
Manny Machado 20
Taylor Featherston 19
A.J. Ellis 19
Mark Zagunis 18
John Jaso 17
Alex Mejia 17
Matt Wieters 16
Ronald Torreyes 16
Richard Urena 16
Cesar Puello 15
Chase D'Arnaud 15
Paul Janish 15
Joc Pederson 15
Ryan Schimpf 14
Ryder Jones 14
Cristhian Adames 14
Francisco Cervelli 14
Emilio Bonifacio 14
Miguel Montero 14
Tom Murphy 14
Stephen Drew 13
Lewis Brinson 13
Yan Gomes 13
Taylor Motter 13
Jett Bandy 13
Stuart Turner 13
Chris Coghlan 13
Nolan Fontana 13
Ben Zobrist 12
Alex Bregman 12
Yadier Molina 12
Chris Taylor 12
Kaleb Cowart 12
Ryan McMahon 12
Willie Calhoun 12
Daniel Robertson 12
Buster Posey 12
Nick Ahmed 12
Carlos Sanchez 12
Jarrod Dyson 12
Martin Prado 12
Jason Castro 12
Zach Granite 12
Javier Baez 11
Adam Rosales 11
Bruce Maxwell III 11
Scott Van Slyke 11
Danny Ortiz 11
Brock Stassi 11
Robbie Grossman 11
Timothy Beckham 11
Nomar Mazara 10
Rajai Davis 10
Hanley Ramirez 10
Jacob Lamb 10
Jorge Polanco 10
Dustin Pedroia 10
Carlos Moncrief 10
Luis Sardinas 10
Anthony Santander 10
Gorkys Hernandez 10
Trayce Thompson 10
Marcus Semien 10
Alejandro De Aza 10

Good luck!



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