Friday, June 23, 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:

0.328 — Howie Kendrick batting against Patrick Corbin
0.324 — Jean Segura batting against Joe Musgrove
0.320 — Jose Altuve batting against Felix Hernandez
0.312 — Yunel Escobar batting against Rick Porcello
0.311 — Justin Turner batting against Kyle Freeland
0.310 — Daniel Murphy batting against Luis Castillo
0.309 — Ben Gamel batting against Joe Musgrove
0.308 — Josh Harrison batting against Adam Wainwright
0.308 — Eric Sogard batting against Mike Foltynewicz
0.304 — Adam Frazier batting against Adam Wainwright

Daniel Murphy is so good, he even makes the top ten against a pitcher making his major league debut. Howie Kendrick continues to hit exceptionally well for an older player. He recently moved back to second base to fill in for an injured player, and is hitting .386/.449/.409 there.

Here is how the NN with Park ranks the players:

0.310, 0.761 — Daniel Murphy batting against Luis Castillo.
0.324, 0.753 — Jean Segura batting against Joe Musgrove.
0.320, 0.748 — Jose Altuve batting against Felix Hernandez.
0.311, 0.740 — Justin Turner batting against Kyle Freeland.
0.328, 0.736 — Howie Kendrick batting against Patrick Corbin.
0.301, 0.731 — Brandon Phillips batting against Jimmy Nelson.
0.300, 0.729 — Ender Inciarte batting against Jimmy Nelson.
0.308, 0.729 — Eric Sogard batting against Mike Foltynewicz.
0.312, 0.728 — Yunel Escobar batting against Rick Porcello.
0.309, 0.725 — Benjamin Gamel batting against Joe Musgrove.

So should Murphy be ranked so high against an unknown (to the NN) pitcher? Castillo is seasonal age 24 and has not pitched above AA. He has pitched very well at AA, with tremendous three-true outcome numbers and a low ERA. He may be better than the average major league pitcher, so take the ranking with a grain of salt. He is a right-hander, so Murphy should have the platoon advantage. Jean Segura is the consensus choice.

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 29
Daniel Robertson 27
Raul Mondesi 23
Jarrod Saltalamacchia 23
Aaron Hill 22
Kyle Higashioka 20
Matthew Szczur 20
Conor Gillaspie 19
Mitch Moreland 18
Matt Wieters 17
Greg Garcia 17
Franchy Cordero 17
Joey Rickard 16
Rio Ruiz 15
Billy Hamilton 15
C.J. Cron 15
Greg Bird 15
Ryan Schimpf 14
Chris Taylor 14
Cristhian Adames 14
Emilio Bonifacio 14
Jose Iglesias 14
Peter Kozma 13
J.T. Riddle 13
Chris Coghlan 13
Leonys Martin 12
Nolan Fontana 12
Michael Conforto 12
Brandon Crawford 12
Starling Marte 11
Danny Ortiz 11
Stuart Turner 11
Tom J Murphy 11
Orlando Calixte 11
Kevin Plawecki 11
Allen Cordoba 11
Stephen Vogt 10
Troy Tulowitzki 10
George Springer 10
Boog Powell 10
Alex Gordon 10
Tommy La Stella 10
Scott Van Slyke 10
Chris Gimenez 10
Cameron Rupp 10
Adrian Gonzalez 10
JaCoby Jones 10
Jay Bruce 10
Ryan Braun 10
Ian Desmond 10
Kole Calhoun 10
Yandy Diaz 10
Jared W. Hoying 10
Luis Sardinas 10
Tyler Collins 10
Johan Camargo 10

Good luck!



from baseballmusings.com http://ift.tt/2tW2dQm

No comments:

Post a Comment