Wednesday, August 30, 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:

0.317 — Jose Altuve batting against Andrew Cashner
0.312 — Wilmer Flores batting against Homer Bailey
0.303 — Scooter Gennett batting against Rafael Montero
0.301 — Zack Cozart batting against Rafael Montero
0.300 — Jose Pirela batting against Ty Blach
0.299 — Starlin Castro batting against Ryan Merritt
0.297 — Daniel Murphy batting against Adam Conley
0.296 — Asdrubal Cabrera batting against Homer Bailey
0.296 — Jean Segura batting against Ubaldo Jimenez
0.295 — Albert Almora batting against Ivan Nova
0.295 — Sean Gilmartin batting against Homer Bailey
0.295 — Jose Peraza batting against Rafael Montero
0.295 — Didi Gregorius batting against Ryan Merritt
0.295 — Amed Rosario batting against Homer Bailey

It’s a good day to play for the Mets. The top two on the original list were T.J Rivera and Yoenis Cespedes, but both are on the disabled list. That leaves Jose Altuve at the top.

Here is how the NN with Park ranks the players:

0.317, 0.766 — Jose Altuve batting against Andrew Cashner.
0.297, 0.742 — Daniel Murphy batting against Adam Conley.
0.268, 0.729 — Charlie Blackmon batting against Justin Verlander.
0.291, 0.728 — Eduardo Nunez batting against J.A. Happ.
0.296, 0.726 — Jean Segura batting against Ubaldo Jimenez.
0.293, 0.724 — Brandon Phillips batting against Jerad Eickhoff.
0.293, 0.723 — Ender Inciarte batting against Jerad Eickhoff.
0.294, 0.723 — Howie Kendrick batting against Adam Conley.
0.268, 0.723 — Gerardo Parra batting against Justin Verlander.
0.299, 0.721 — Starlin Castro batting against Ryan Merritt.

Altuve is the unanimous first choice, with Murphy the consensus second choice. Be careful selecting players from the Indians, Yankees, Phillies, and Braves today, as those four teams are involved in traditional double headers.

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
Mike Trout 25
Tony John Wolters 24
Arismendy Alcantara 24
Raul Mondesi 23
Aaron Hill 23
Jarrod Saltalamacchia 23
Kyle Higashioka 20
Steve Pearce 20
Mike Napoli 19
Tyler Flowers 19
Sean Rodriguez 19
Taylor Featherston 19
Jorge Soler 18
Mitch Haniger 18
Allen Cordoba 18
Mark Zagunis 18
J.T. Realmuto 18
Pablo Sandoval 17
Freddie Freeman 16
Ehire Adrianza 16
Curtis Granderson 16
Rio Ruiz 15
Kyle Schwarber 15
Chase D'Arnaud 15
Paul Janish 15
Francisco Cervelli 14
Ryan Schimpf 14
Abraham Almonte 14
Emilio Bonifacio 14
Nick Delmonico 14
Cristhian Adames 14
Stephen Drew 13
Jay Bruce 13
Jose Osuna 13
Salvador Perez 13
Jose Iglesias 13
Lewis Brinson 13
Juan Graterol 13
Chris Coghlan 13
Martin Prado 12
Nick Ahmed 12
Nolan Fontana 12
Carlos Beltran 12
Daniel Robertson 12
Brock Holt 12
Erik Gonzalez 12
Jordan Luplow 11
Danny Ortiz 11
Leury Garcia 11
Scott Van Slyke 11
Brock Stassi 11
Steven Souza 10
Jared Hoying 10
Logan Forsythe 10
Chris Young 10
Xander Bogaerts 10
Albert Pujols 10
Enrique Hernandez 10
Luis Sardinas 10
Adam Engel 10
Tyler Collins 10
Carlos Correa 10
Robinson Cano 10
Yonder Alonso 10
Jake Marisnick 10
Tom Murphy 10
Alex Gordon 10

Good luck!



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