Saturday, August 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:

0.350 — Jose Altuve batting against Kendall Graveman
0.320 — Daniel Murphy batting against Travis Wood
0.318 — Dee Gordon batting against Rafael Montero
0.313 — Howie Kendrick batting against Travis Wood
0.312 — Avisail Garcia batting against Martin Perez
0.312 — J.T. Realmuto batting against Rafael Montero
0.311 — Jose Abreu batting against Martin Perez
0.310 — Marcell Ozuna batting against Rafael Montero
0.308 — Yulieski Gurriel batting against Kendall Graveman
0.305 — Odubel Herrera batting against Ty Blach

It seems two of the top hitters in the majors are going against two pitchers who allow quite a few hits.

Here is how the NN with Park ranks the players:

0.350, 0.785 — Jose Altuve batting against Kendall Graveman.
0.320, 0.755 — Daniel Murphy batting against Travis Wood.
0.291, 0.743 — Charlie Blackmon batting against Brandon Woodruff.
0.295, 0.742 — Gerardo Parra batting against Brandon Woodruff.
0.318, 0.736 — Dee Gordon batting against Rafael Montero.
0.288, 0.735 — Eduardo Nunez batting against CC Sabathia.
0.308, 0.731 — Yulieski Gurriel batting against Kendall Graveman.
0.313, 0.729 — Howie Kendrick batting against Travis Wood.
0.311, 0.728 — Jose Abreu batting against Martin Perez.
0.277, 0.727 — DJ LeMahieu batting against Brandon Woodruff.
0.312, 0.727 — J.T. Realmuto batting against Rafael Montero.

Wood is more likely to give up a hit than Graveman this season, but over three years Wood is league average while Graveman is fairly high above average. Murphy’s hit averages have fallen below .300 this season and for the three-year weighted average, while Altuve sits at an impressive .324 for 2017, .309 weighted over three years. Murphy is in a mini-slump.

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
Arismendy Alcantara 24
Jarrod Saltalamacchia 23
Matthew Szczur 23
Aaron Hill 23
Raul Mondesi 23
Andrelton Simmons 22
Whit Merrifield 20
Kyle Higashioka 20
Taylor Featherston 19
Jorge Soler 18
Mark Zagunis 18
Tommy Joseph 17
Aaron Hicks 17
Tony John Wolters 16
Dee Gordon 16
Allen Cordoba 16
Matt Wieters 16
Alen Hanson 16
Greg Bird 15
Cam Perkins 15
Chris Gimenez 15
Chase D'Arnaud 15
Paul Janish 15
Rio Ruiz 15
Tucker Barnhart 15
Jon Jay 15
Emilio Bonifacio 14
Ryan Schimpf 14
Cristhian Adames 14
Rafael Lopez 14
Abraham Almonte 14
Francisco Cervelli 13
Jose Osuna 13
Stephen Drew 13
Chris Coghlan 13
Lewis Brinson 13
Martin Prado 12
Brad Miller 12
Nick Ahmed 12
Nolan Fontana 12
Yoenis Cespedes 12
Salvador Perez 11
Jose Iglesias 11
Scott Van Slyke 11
Kevin Plawecki 11
Jefry Marte 11
Chris Young 11
Danny Ortiz 11
Brock Stassi 11
Carlos Ruiz 11
Tyler Collins 10
Jabari Blash 10
Jared W. Hoying 10
Carlos Correa 10
Yandy Diaz 10
Hernan Perez 10
Tom Murphy 10
Adam Engel 10
Jordan Luplow 10
Ryder Jones 10
Erik Gonzalez 10
Zach Granite 10
Ezequiel Carrera 10
Luis Sardinas 10
JaCoby Jones 10
Hanley Ramirez 10

Dee Gordon appears to be due.

Good luck!



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