Sunday, October 1, 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:

0.359 — Starlin Castro batting against Brett Anderson
0.354 — Ronald Torreyes batting against Brett Anderson
0.348 — Didi Gregorius batting against Brett Anderson
0.348 — Alex Presley batting against Bartolo Colon
0.341 — Avisail Garcia batting against Josh Tomlin
0.332 — Gary Sanchez batting against Brett Anderson
0.329 — Jose Abreu batting against Josh Tomlin
0.325 — Nick Castellanos batting against Bartolo Colon
0.323 — Garrett Cooper batting against Brett Anderson
0.317 — Mikie Mahtook batting against Bartolo Colon
0.315 — Miguel Andujar batting against Brett Anderson
0.315 — Jeimer Candelario batting against Bartolo Colon

Yankees and Tigers fill the list against two very hittable pitchers.

Here is how the NN with Park ranks the players:

0.305, 0.757 — Jose Altuve batting against Hector Velazquez.
0.359, 0.756 — Starlin Castro batting against Brett Anderson.
0.341, 0.750 — Avisail Garcia batting against Josh Tomlin.
0.354, 0.749 — Ronald Torreyes batting against Brett Anderson.
0.303, 0.745 — Daniel Murphy batting against Steven Brault.
0.348, 0.745 — Didi Gregorius batting against Brett Anderson.
0.329, 0.743 — Jose Abreu batting against Josh Tomlin.
0.348, 0.742 — Alex Presley batting against Bartolo Colon.
0.293, 0.740 — Charlie Blackmon batting against Ross Stripling.
0.314, 0.735 — Buster Posey batting against Luis Perdomo.

Altuve pops to the top of the list, but Castro is the consensus first choice. I suspect a number of these hitters will not play today as the playoffs are settled. The Dodgers won, so they claim best record in the majors.

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
Arismendy Alcantara 24
Adam Engel 24
Jorge Soler 24
Jarrod Saltalamacchia 23
Adam Rosales 23
Aaron Hill 23
Elias Diaz 22
Daniel Robertson 21
Kyle Higashioka 20
Taylor Featherston 19
Mark Zagunis 18
Guillermo Heredia 17
Paul Goldschmidt 17
Pedro Severino 16
Manuel Margot 15
Paul Janish 15
Chase D'Arnaud 15
Jett Bandy 15
Jose Osuna 14
Cristhian Adames 14
Tom Murphy 14
Emilio Bonifacio 14
Orlando Calixte 14
Travis Jankowski 14
Nolan Fontana 14
Francisco Cervelli 14
Ryan Schimpf 14
Stephen Drew 13
George Springer 13
Lewis Brinson 13
Chris Coghlan 13
Dexter Fowler 13
Ryan McMahon 13
Carlos Santana 12
Jesus Aguilar 12
Michael Freeman 12
Martin Prado 12
Adam Frazier 12
Freddie Freeman 12
Michael Saunders 12
Lucas Duda 12
Jarrod Dyson 12
Taylor Motter 12
Nick Ahmed 12
Carlos Ruiz 12
Alex Gordon 12
Matt Carpenter 12
Rafael Bautista 12
Gavin Cecchini 11
Joe Mauer 11
Drew Butera 11
Danny Ortiz 11
Brock Stassi 11
Kennys Vargas 11
Jose Bautista 11
Scott Van Slyke 11
Tyler Collins 11
Tyler Saladino 11
Benjamin Gamel 11
Gerardo Parra 10
Andre Ethier 10
Thomas Pham 10
Luis Sardinas 10
Leonys Martin 10
Willy Garcia 10
Magneuris Sierra 10
Carlos Moncrief 10
Bryan Holaday 10
Gregor Blanco 10
Cameron Gallagher 10
Alen Hanson 10
Adrian Sanchez 10
Nick Hundley 10
Andrew Stevenson 10

Good luck!



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

No comments:

Post a Comment