Friday, July 14, 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.

Warning: The Yankees have not announced their rotation for the weekend series at the Red Sox. One source has Masahiro Tanaka starting, one has Michael Pineda starting, one has TBD. I’m going with Tanaka for now, but will update if that changes.

First, the Log5 Method picks:

0.340 — Buster Posey batting against Clayton Richard
0.321 — Denard Span batting against Clayton Richard
0.320 — Eric Hosmer batting against Martin Perez
0.311 — Nick Hundley batting against Clayton Richard
0.306 — Corey Dickerson batting against Ricky Nolasco
0.306 — Daniel Murphy batting against Timothy Adleman
0.304 — Jean Segura batting against James Shields
0.304 — Salvador Perez batting against Martin Perez
0.302 — Whit Merrifield batting against Martin Perez
0.302 — Kelby Tomlinson batting against Clayton Richard

The day after the All-Star break usually features great pitching, so I’m not surprised Giants dominate the list against Clayton Richard. The league is hitting .307/.359/.478 against him.

Here is how the NN with Park ranks the players:

0.306, 0.757 — Daniel Murphy batting against Timothy Adleman.
0.304, 0.754 — Jean Segura batting against James Shields.
0.340, 0.747 — Buster Posey batting against Clayton Richard.
0.282, 0.742 — Jose Altuve batting against Jose Berrios.
0.320, 0.732 — Eric Hosmer batting against Martin Perez.
0.280, 0.724 — Jose Ramirez batting against Sonny Gray.
0.306, 0.722 — Corey Dickerson batting against Ricky Nolasco.
0.290, 0.722 — Xander Bogaerts batting against Masahiro Tanaka.
0.321, 0.721 — Denard Span batting against Clayton Richard.
0.273, 0.720 — DJ LeMahieu batting against Jacob deGrom.

There is a fairly large disconnect between the two systems today. The NN favors the better hitters over good hitters facing a poor pitcher. Daniel Murphy wins the top spot here, but Posey is the consensus pick.

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
Allen Cordoba 27
Franchy Cordero 27
Eric Fryer 24
Aaron Hill 23
Adam Frazier 23
Raul Mondesi 23
Jarrod Saltalamacchia 23
Kyle Higashioka 20
Jorge Polanco 19
Keon Broxton 19
Patrick Kivlehan 19
Mark Zagunis 18
Taylor Featherston 17
Adeiny Hechavarria 16
Chase D'Arnaud 15
Greg Bird 15
Rio Ruiz 15
David Freese 15
Jorge Soler 15
Addison Russell 15
Paul Janish 15
Emilio Bonifacio 14
Cristhian Adames 14
Ryan Schimpf 14
Yan Gomes 14
Lewis Brinson 14
Andres Blanco 14
Ramon Torres 14
Martin Prado 13
Mike Zunino 13
Kole Calhoun 13
Tyler Kelly 13
Reymond Fuentes 13
Chris Coghlan 13
Max Moroff 13
Jose Bautista 13
John Jaso 13
Logan Morrison 13
Christian Vazquez 12
Rob Refsnyder 12
Didi Gregorius 12
Lucas Duda 12
Matt Holliday 12
Miguel Montero 12
Nolan Fontana 12
Austin Romine 12
Nick Ahmed 12
Leonys Martin 12
Jace Peterson 11
Orlando Calixte 11
Devin Mesoraco 11
Starling Marte 11
Khristopher Davis 11
Kevin Plawecki 11
Carlos Gomez 11
Todd Frazier 11
Scott Van Slyke 11
Andrew Benintendi 11
Yoenis Cespedes 11
Danny Ortiz 11
Guillermo Heredia 11
Tom Murphy 10
JaCoby Jones 10
Adrian Gonzalez 10
Asdrubal Cabrera 10
Yandy Diaz 10
Chris Taylor 10
Robinson Chirinos 10
Avisail Garcia 10
Tyler Flowers 10
Luis Sardinas 10
Alen Hanson 10
Orlando Arcia 10
Jared W. Hoying 10
Tyler Collins 10

Good luck!



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