Friday, September 29, 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:

0.335 — Brandon Phillips batting against Marco Gonzalez
0.329 — Buster Posey batting against Jordan Lyles
0.322 — Yunel Escobar batting against Marco Gonzalez
0.316 — Andrelton Simmons batting against Marco Gonzalez
0.311 — Ben Revere batting against Marco Gonzalez
0.309 — Jose Altuve batting against Doug Fister
0.307 — Daniel Murphy batting against Gerrit Cole
0.307 — Dee Gordon batting against Luiz Gohara
0.307 — Alex Presley batting against Kyle Gibson
0.306 — Mike Trout batting against Marco Gonzalez

Marco Gonzalez seems to be an extremely hittable pitcher who doesn’t issue many walks. It looks like a good day for the Angels batters.

Here is how the NN with Park ranks the players:

0.309, 0.763 — Jose Altuve batting against Doug Fister.
0.307, 0.747 — Daniel Murphy batting against Gerrit Cole.
0.301, 0.743 — Charlie Blackmon batting against Hyun-Jin Ryu.
0.335, 0.741 — Brandon Phillips batting against Marco Gonzalez.
0.329, 0.739 — Buster Posey batting against Jordan Lyles.
0.307, 0.738 — Dee Gordon batting against Luiz Gohara.
0.294, 0.736 — DJ LeMahieu batting against Hyun-Jin Ryu.
0.298, 0.732 — Jose Ramirez batting against Mike Pelfrey.
0.293, 0.727 — Gerardo Parra batting against Hyun-Jin Ryu.
0.322, 0.727 — Yunel Escobar batting against Marco Gonzalez.

The Rockies hitters make this list while the Angels hitters are down graded. Brandon Phillips is the consensus first 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
Rougned Odor 25
Jorge Soler 24
Arismendy Alcantara 24
Aaron Hill 23
Adam Rosales 23
Jarrod Saltalamacchia 23
Evan Longoria 20
Kyle Higashioka 20
Rhys Hoskins 19
Taylor Featherston 19
Adam Engel 18
Mark Zagunis 18
Guillermo Heredia 17
Stephen Piscotty 17
Pedro Severino 16
Rafael Devers 15
Jett Bandy 15
Paul Janish 15
Chase D'Arnaud 15
Tom Murphy 14
Cristhian Adames 14
Francisco Cervelli 14
Ryan Schimpf 14
Nolan Fontana 14
Emilio Bonifacio 14
Carson Kelly 14
J.P. Crawford 14
Elias Diaz 14
Cody Bellinger 14
Daniel Robertson 13
Stephen Drew 13
Jose Osuna 13
Kyle Seager 13
Dexter Fowler 13
Lewis Brinson 13
Chris Coghlan 13
Justin Upton 12
Erick Aybar 12
Nick Ahmed 12
Norichika Aoki 12
Matt Carpenter 12
Rafael Bautista 12
Marcus Semien 12
Ryan McMahon 12
Jarrod Dyson 12
Orlando Calixte 12
Johan Camargo 12
Martin Prado 12
Danny Ortiz 11
Trayce Thompson 11
Tyler Collins 11
Domingo Santana 11
Cesar Hernandez 11
Brock Stassi 11
Scott Van Slyke 11
Andrew Susac 11
Jesus Aguilar 11
David Peralta 10
Dansby Swanson 10
Zach Vincej 10
Carlos Moncrief 10
Alen Hanson 10
Matt Davidson 10
Adam Duvall 10
Gregor Blanco 10
Leonys Martin 10
Manny Machado 10
Adrian Sanchez 10
Andrew Stevenson 10
Luis Sardinas 10
Gavin Cecchini 10
Brock Holt 10
Willy Garcia 10

Good luck!



from baseballmusings.com http://ift.tt/2xKAAi1

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