Monday, May 8, 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 update 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.

First, the Log5 Method picks:

0.332 — Daniel Murphy batting against Kevin Gausman
0.324 — Ryan Zimmerman batting against Kevin Gausman
0.307 — Starlin Castro batting against Rookie Davis
0.295 — Trea Turner batting against Kevin Gausman
0.287 — Bryce Harper batting against Kevin Gausman
0.287 — Jose Ramirez batting against Marcus Stroman
0.285 — Michael Brantley batting against Marcus Stroman
0.283 — Francisco Lindor batting against Marcus Stroman
0.282 — Justin Turner batting against Trevor Williams
0.281 — Yonder Alonso batting against Ricky Nolasco

There is a limited schedule Monday night, and I’m not surprised to see a number of Nationals on the list against Gausman. The Orioles starters allowed a ton of hits this season. Zimmerman, with his lofty batting average after two down years is finally starting to climb into the leader boards.

Note that Bryce Harper is day to day, and Michael Brantley left the Indians game Sunday with an ankle injury.

The NN sees the top ten like this:

0.332, 0.760 — Daniel Murphy batting against Kevin Gausman.
0.324, 0.722 — Ryan Zimmerman batting against Kevin Gausman.
0.307, 0.722 — Starlin Castro batting against Rookie Davis.
0.295, 0.716 — Trea Turner batting against Kevin Gausman.
0.270, 0.706 — Charles Blackmon batting against Jake Arrieta.
0.282, 0.704 — Justin Turner batting against Trevor Williams.
0.267, 0.701 — J.T. Realmuto batting against Carlos Martinez.
0.287, 0.699 — Jose Ramirez batting against Marcus Stroman.
0.277, 0.699 — Mike Trout batting against Kendall Graveman.
0.269, 0.697 — Yunel Escobar batting against Kendall Graveman.
0.285, 0.697 — Michael Brantley batting against Marcus Stroman.

Trout is also day to day. The two systems are in rare agreement on the top four today. As always, your best pick will fail to get a hit about 25% of the time.

Here is the current list of longest streaks of consecutive plate appearances without a hit.

Batter PA since Last Hit
Danny Espinosa 31
Brad Miller 26
Jarrod Saltalamacchia 23
Chris Heisey 21
Raul Mondesi 20
Kyle Higashioka 20
JaCoby Jones 19
Austin Hedges 19
Michael Freeman 18
Tyler Collins 17
Jose Bautista 17
Abraham Almonte 17
Johnny Cueto 16
Brian Dozier 15
Trea Turner 15
Ivan Nova 15
Greg Bird 15
Nomar Mazara 14
Scott Feldman 14
Amir Garrett 14
Alex Gordon 14
Patrick Corbin 14
Cristhian Adames 14
Bronson Arroyo 13
Matt Harvey 13
David Peralta 13
Jeff Samardzija 13
Tyler Anderson 12
Chase Utley 12
Michael Taylor 12
Travis D'Arnaud 12
Jarrod Dyson 12
Jace Peterson 12
Jeremy Hellickson 12
Alen Hanson 12
Jhonny Peralta 12
Brandon Belt 12
Leonys Martin 12
Luke Maile 12
Orlando Arcia 12
Jimmy Nelson 12
Lucas Duda 11
Carlos Martinez 11
Didi Gregorius 11
Andrew McCutchen 11
Jaime Garcia 11
Peter Kozma 11
Starling Marte 11
Chase Headley 11
Chris Carter 11
Conor Gillaspie 11
Manuel Pina 11
Curtis Granderson 11
Zach Eflin 10
Bartolo Colon 10
Tucker Barnhart 10
Jered Weaver 10
Taijuan Walker 10
Tanner Roark 10
Dan Vogelbach 10
Eduardo Escobar 10
Christopher Herrmann 10
Michael Conforto 10
Maikel Franco 10
Steve Pearce 10
Tyler Flowers 10

Good luck!



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

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