Tuesday, August 8, 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 Vance Worley
0.335 — Jose Altuve batting against Derek Holland
0.333 — Eduardo Nunez batting against Austin Pruitt
0.323 — Ender Inciarte batting against Zach Eflin
0.319 — Brandon Phillips batting against Zach Eflin
0.315 — Howie Kendrick batting against Vance Worley
0.314 — Matt Kemp batting against Zach Eflin
0.314 — Freddie Freeman batting against Zach Eflin
0.313 — Scooter Gennett batting against Luis Perdomo
0.313 — Jean Segura batting against Kendall Graveman

Murphy is 12 for 22 against Worley career, the highest BA (.545) Murphy owns against any pitcher he faced at least 20 times. Altuve is 8 for 28 against Holland.

Here is how the NN with Park ranks the players:

0.335, 0.778 — Jose Altuve batting against Derek Holland.
0.336, 0.769 — Daniel Murphy batting against Vance Worley.
0.333, 0.750 — Eduardo Nunez batting against Austin Pruitt.
0.313, 0.740 — Jean Segura batting against Kendall Graveman.
0.323, 0.738 — Ender Inciarte batting against Zach Eflin.
0.319, 0.735 — Brandon Phillips batting against Zach Eflin.
0.315, 0.730 — Howie Kendrick batting against Vance Worley.
0.296, 0.728 — Jose Ramirez batting against German Marquez.
0.313, 0.722 — Scooter Gennett batting against Luis Perdomo.
0.314, 0.722 — Freddie Freeman batting against Zach Eflin.

The NN likes Altuve a little more than Murphy. Seems like a good night to double down.

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
Christopher Herrmann 27
Jarrod Saltalamacchia 23
Aaron Hill 23
Raul Mondesi 23
Joc Pederson 21
Arismendy Alcantara 20
Mark Trumbo 20
Kyle Higashioka 20
Chris Stewart 19
Taylor Featherston 19
Joe Mauer 18
Mark Zagunis 18
Jorge Soler 18
Buster Posey 17
Alcides Escobar 16
Tony John Wolters 16
Eric Sogard 16
Victor Martinez 16
Rio Ruiz 15
Mike Zunino 15
Martin Maldonado 15
Chase D'Arnaud 15
Greg Bird 15
Paul Janish 15
Cristhian Adames 14
Allen Cordoba 14
Corey Dickerson 14
Ryan Schimpf 14
Emilio Bonifacio 14
Austin Romine 14
Lewis Brinson 13
Stephen Drew 13
Matthew Adams 13
Chris Coghlan 13
Nick Ahmed 12
Martin Prado 12
Jay Bruce 12
Avisail Garcia 12
Jesse Winker 12
Nolan Fontana 12
Asdrubal Cabrera 12
Howie Kendrick 11
Eduardo Escobar 11
Matthew Szczur 11
Justin Upton 11
Scott Van Slyke 11
Danny Ortiz 11
Brock Stassi 11
Jose Lobaton 11
Kevin Plawecki 11
Alex Presley 11
Jose Reyes 11
Salvador Perez 11
Tommy Joseph 11
Alex Gordon 11
Yandy Diaz 10
Tom Murphy 10
Adrian Gonzalez 10
Brock Holt 10
Zach Granite 10
Luis Sardinas 10
Jordan Luplow 10
Carlos Correa 10
Jordy Mercer 10
Kaleb Cowart 10
Jabari Blash 10
Erik Gonzalez 10
Jared W. Hoying 10
JaCoby Jones 10
Albert Pujols 10
Tyler Collins 10

Howie Kendrick appears to have cooled off a bit.

Good luck!



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