Sunday, May 7, 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 update 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.

First, the Log5 Method picks:

0.308 — Josh Harrison batting against Zach Davies
0.300 — Kevin Pillar batting against Alexander Cobb
0.296 — Starlin Castro batting against Jon Lester
0.293 — Buster Posey batting against Scott Feldman
0.292 — Michael Trout batting against Michael Fiers
0.288 — J.T. Realmuto batting against Matt Harvey
0.287 — Brandon Phillips batting against Michael Wacha
0.287 — Daniel Murphy batting against Jeremy Hellickson
0.282 — A.J. Pollock batting against Tyler Chatwood
0.279 — Ezequiel Carrera batting against Alexander Cobb
0.279 — Yunel Escobar batting against Michael Fiers

It’s nice to see Mike Trout make the list. Trout walks a lot, so his hit average tends not to be that high. He is hitting for such a high average this season, however, his HA is up there. He also owns the longest current hit streak in the majors at 17, although he is day to day with a hamstring injury.

There would have been more Pirates on the list against Davies, but two of them are on the disabled list and one of them is suspended.

The NN with Park produces this top ten:

0.287, 0.741 — Daniel Murphy batting against Jeremy Hellickson.
0.277, 0.720 — Jean Segura batting against Andrew Cashner.
0.287, 0.719 — Brandon Phillips batting against Michael Wacha.
0.293, 0.718 — Buster Posey batting against Scott Feldman.
0.282, 0.718 — A.J. Pollock batting against Tyler Chatwood.
0.296, 0.716 — Starlin Castro batting against Jon Lester.
0.288, 0.716 — J.T. Realmuto batting against Matt Harvey.
0.308, 0.716 — Josh Harrison batting against Zach Davies.
0.269, 0.714 — Jose Altuve batting against Matthew Shoemaker.
0.276, 0.713 — Charles Blackmon batting against Taijuan Walker.

This is a very different list, with Harrison and Murphy swapping the one and eight slots. Mike Trout does not make this list. Note that while Trout owns a higher batting average than Murphy, Muprhy’s 2017 hit average (regressed to 200 PA) is 14 points higher, .288 versus .274. Buster Posey appears to be the consensus pick today, fourth on both lists. As always, your best pick will fail to get a hit about 25% of the time.

Here is the list of current longest streaks of plate appearances without a hit:

Batter PA since Last Hit
Danny Espinosa 28
Jarrod Saltalamacchia 23
Brad Miller 22
Raul Mondesi 20
Kyle Higashioka 20
Jose Lobaton 19
Austin Hedges 19
JaCoby Jones 19
Steven Souza 17
Tyler Collins 17
Michael Freeman 17
James McCann 17
Chris Heisey 17
Ivan Nova 15
Greg Bird 15
Brian Dozier 15
Patrick Corbin 14
Cristhian Adames 14
Johnny Cueto 14
Abraham Almonte 14
Amir Garrett 14
Jeff Samardzija 13
Russell Martin 13
Jose Bautista 13
Nomar Mazara 13
Bronson Arroyo 13
Matt Harvey 13
Derek Dietrich 12
Chase Utley 12
Luke Maile 12
Jimmy Nelson 12
Jhonny Peralta 12
Travis D'Arnaud 12
Leonys Martin 12
Tyler Anderson 12
Starling Marte 11
Freddie Freeman 11
Lucas Duda 11
Jeremy Hellickson 11
Scott Feldman 11
Manuel Pina 11
Willson Contreras 11
Carlos Martinez 11
Andrew McCutchen 11
Jaime Garcia 11
Todd Frazier 11
Alex Gordon 11
Dan Vogelbach 10
Trea Turner 10
Alen Hanson 10
Zach Eflin 10
Bartolo Colon 10
Jered Weaver 10
Andres Blanco 10

Good luck!



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