Monday, July 3, 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:

0.329 — Xander Bogaerts batting against Martin Perez
0.322 — Elvis Andrus batting against Rick Porcello
0.316 — Marcell Ozuna batting against Adam Wainwright
0.311 — Dee Gordon batting against Adam Wainwright
0.310 — J.T. Realmuto batting against Adam Wainwright
0.309 — Martin Prado batting against Adam Wainwright
0.307 — Dustin Pedroia batting against Martin Perez
0.306 — Mookie Betts batting against Martin Perez
0.305 — Daniel Murphy batting against Steven Matz
0.301 — Didi Gregorius batting against Marcus Stroman

It would appear to be a good day to pick Boston and Miami players. The Red Sox gave Bogaerts an off day on Sunday due to left groin tightness, so check to see if he will be in the starting lineup. Also, Wainwright allows a much lower hit average at home than on the road this season, so pick carefully.

Here is how the NN with Park ranks the players:

0.305, 0.755 — Daniel Murphy batting against Steven Matz.
0.329, 0.748 — Xander Bogaerts batting against Martin Perez.
0.311, 0.732 — Dee Gordon batting against Adam Wainwright.
0.322, 0.731 — Elvis Andrus batting against Rick Porcello.
0.283, 0.731 — DJ LeMahieu batting against Luis Castillo.
0.309, 0.730 — Martin Prado batting against Adam Wainwright.
0.316, 0.727 — Marcell Ozuna batting against Adam Wainwright.
0.310, 0.727 — J.T. Realmuto batting against Adam Wainwright.
0.283, 0.727 — Charlie Blackmon batting against Luis Castillo.
0.306, 0.725 — Mookie Betts batting against Martin Perez.
0.307, 0.725 — Dustin Pedroia batting against Martin Perez.

Murphy beats out Bogaerts for the top spot in the NN, but Bogaerts would be the consensus choice. If Bogaerts can’t play, Andrus would be 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 34
Franchy Cordero 27
Raul Mondesi 23
Aaron Hill 23
Jarrod Saltalamacchia 23
Allen Cordoba 23
Avisail Garcia 22
Eric Fryer 22
Peter Kozma 21
Kyle Higashioka 20
Mark Zagunis 18
Alexi Amarista 17
Trey Mancini 17
Sam Travis 17
C.J. Cron 15
Greg Bird 15
Chase D'Arnaud 15
Rio Ruiz 15
Emilio Bonifacio 14
Ryan Schimpf 14
Hyun Soo Kim 14
Cristhian Adames 14
Odubel Herrera 14
Lewis Brinson 14
Jay Bruce 14
Chris Coghlan 13
Joshua Phegley 13
Patrick Kivlehan 13
Mark Reynolds 13
Dexter Fowler 13
Keon Broxton 13
Kevin Pillar 12
Matt Joyce 12
Matt Holliday 12
Nolan Fontana 12
Nick Ahmed 12
Leonys Martin 12
Rob Refsnyder 12
Jose Lobaton 12
Ben Zobrist 12
Albert Almora 11
Devin Mesoraco 11
Tyler Wade 11
Victor Martinez 11
Matt Davidson 11
Starling Marte 11
Luke Maile 11
Taylor Featherston 11
Orlando Calixte 11
Kevin Plawecki 11
Danny Ortiz 11
Yandy Diaz 10
Josh Harrison 10
Matthew Szczur 10
Enrique Hernandez 10
Wil Myers 10
Adrian Gonzalez 10
Josh Donaldson 10
Hunter Pence 10
Jed Lowrie 10
Timothy Beckham 10
Jared W. Hoying 10
Jorge Polanco 10
JaCoby Jones 10
Chris Gimenez 10
Rene Rivera 10
Cory Spangenberg 10
Alex Bregman 10
Miguel Cabrera 10
Tom J Murphy 10
Luis Sardinas 10
Jaycob Brugman 10
Scott Van Slyke 10
Tyler Collins 10

Good luck!



from baseballmusings.com http://ift.tt/2uhi9NY

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