Friday, June 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:

0.365 — Justin Turner batting against Clayton Richard
0.349 — Corey Dickerson batting against Chris Tillman
0.322 — J.D. Martinez batting against Josh Tomlin
0.320 — Corey Seager batting against Clayton Richard
0.319 — Daniel Murphy batting against Mike Leake
0.315 — Jose Ramirez batting against Anibal Sanchez
0.314 — Buster Posey batting against Gerrit Cole
0.313 — Miguel Cabrera batting against Josh Tomlin
0.309 — Dee Gordon batting against Matt Garza
0.308 — Marcell Ozuna batting against Matt Garza
0.308 — John Hicks batting against Josh Tomlin

Turner is 5 for 12 with one walk, one strikeout, and no extra base hits against Richard.

Here is how the NN with Park ranks the players:

0.365, 0.769 — Justin Turner batting against Clayton Richard.
0.319, 0.764 — Daniel Murphy batting against Mike Leake.
0.349, 0.749 — Corey Dickerson batting against Chris Tillman.
0.307, 0.745 — Jean Segura batting against Parker Bridwell.
0.303, 0.744 — Jose Altuve batting against Michael Pineda.
0.314, 0.739 — Buster Posey batting against Gerrit Cole.
0.315, 0.739 — Jose Ramirez batting against Anibal Sanchez.
0.309, 0.733 — Dee Gordon batting against Matt Garza.
0.320, 0.731 — Corey Seager batting against Clayton Richard.
0.322, 0.727 — J.D. Martinez batting against Josh Tomlin.

The lists are very similar with Justin Turner topping both.

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 32
Franchy Cordero 27
Raul Mondesi 23
Aaron Hill 23
Jarrod Saltalamacchia 23
Avisail Garcia 22
Eric Fryer 21
Kyle Higashioka 20
Mark Zagunis 18
Allen Cordoba 18
Peter Kozma 18
Ryder Jones 16
David Freese 16
Rio Ruiz 15
Manny Machado 15
C.J. Cron 15
Greg Bird 15
Carlos Gomez 14
Emilio Bonifacio 14
Franklin Barreto 14
Eric Thames 14
Ryan Schimpf 14
Lewis Brinson 14
Cristhian Adames 14
Mitch Haniger 14
Alexi Amarista 13
Mallex Smith 13
Jordy Mercer 13
Mike Zunino 13
Hyun Soo Kim 13
Dexter Fowler 13
Chris Coghlan 13
Chris Stewart 13
Josh Donaldson 13
Nick Ahmed 12
Dansby Swanson 12
Leonys Martin 12
Sam Travis 12
Brock Stassi 12
Nolan Fontana 12
Delino Deshields Jr. 12
Matt Holliday 12
Brandon Moss 11
Kevin Plawecki 11
Starling Marte 11
Orlando Calixte 11
Wilmer Flores 11
Chase Headley 11
Rob Refsnyder 11
Chase D'Arnaud 11
Danny Ortiz 11
Max Moroff 11
Charlie Blackmon 10
Jared W. Hoying 10
Adrian Gonzalez 10
Tyler Collins 10
Todd Frazier 10
Joey Gallo 10
Patrick Kivlehan 10
Yandy Diaz 10
JaCoby Jones 10
Scott Van Slyke 10
Tom J Murphy 10
Boog Powell 10
Luis Sardinas 10
Eugenio Suarez 10


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

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