DRAFTING AGENT-BASED MODELING INTO BASKETBALL ANALYTICS
被引:1
作者:
Oldham, Matthew
论文数: 0引用数: 0
h-index: 0
机构:
George Mason Univ, Dept Computat & Data Sci, 4400 Univ Dr, Fairfax, VA 22030 USAGeorge Mason Univ, Dept Computat & Data Sci, 4400 Univ Dr, Fairfax, VA 22030 USA
Oldham, Matthew
[1
]
Crooks, Andrew T.
论文数: 0引用数: 0
h-index: 0
机构:
George Mason Univ, Dept Computat & Data Sci, 4400 Univ Dr, Fairfax, VA 22030 USAGeorge Mason Univ, Dept Computat & Data Sci, 4400 Univ Dr, Fairfax, VA 22030 USA
Crooks, Andrew T.
[1
]
机构:
[1] George Mason Univ, Dept Computat & Data Sci, 4400 Univ Dr, Fairfax, VA 22030 USA
来源:
2019 SPRING SIMULATION CONFERENCE (SPRINGSIM)
|
2019年
关键词:
agent-based modeling;
sports analytics;
hot-hand effect;
HOT HAND;
SPORTS;
D O I:
10.23919/springsim.2019.8732893
中图分类号:
TP39 [计算机的应用];
学科分类号:
081203 ;
0835 ;
摘要:
The growth of sports analytics (SA) has raised numerous research topics across a variety of sports, including basketball. Agent-based modeling (ABM) has great potential to assist and inform SA, but to date it has not been utilized. To support the use of ABM in SA, a model of a basketball game, which considers most fundamentals of play, is presented. Additionally, player behavior is partially predicated on assessing the length of a player's shooting streak (testing the "hot-hand" effect) and the consideration a team gives to a streak and their franchise player. The model's output is used to calibrate and validate it against statistics from the National Basketball Association (NBA). Via a set of experiments, the model indicates that an increased belief in the franchise player leads to increased scoring action, but a belief in the hot-hand a minor effect. Thereby, demonstrating the utility of ABM to SA, thus opening a new research field.
机构:
Univ Colorado, Dept Comp Sci, Boulder, CO 80309 USA
Univ Colorado, BioFrontiers Inst, Boulder, CO 80305 USA
Santa Fe Inst, Santa Fe, NM 87501 USAUniv Colorado, Dept Comp Sci, Boulder, CO 80309 USA
Clauset, A.
;
Kogan, M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Comp Sci, Boulder, CO 80309 USAUniv Colorado, Dept Comp Sci, Boulder, CO 80309 USA
机构:
Boston Univ, Ctr Polymer Studies, Boston, MA 02215 USA
Boston Univ, Dept Phys, Boston, MA 02215 USABoston Univ, Ctr Polymer Studies, Boston, MA 02215 USA
Gabel, Alan
;
Redner, Sidney
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Ctr Polymer Studies, Boston, MA 02215 USA
Boston Univ, Dept Phys, Boston, MA 02215 USABoston Univ, Ctr Polymer Studies, Boston, MA 02215 USA
机构:
Univ Colorado, Dept Comp Sci, Boulder, CO 80309 USA
Univ Colorado, BioFrontiers Inst, Boulder, CO 80305 USA
Santa Fe Inst, Santa Fe, NM 87501 USAUniv Colorado, Dept Comp Sci, Boulder, CO 80309 USA
Clauset, A.
;
Kogan, M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Comp Sci, Boulder, CO 80309 USAUniv Colorado, Dept Comp Sci, Boulder, CO 80309 USA
机构:
Boston Univ, Ctr Polymer Studies, Boston, MA 02215 USA
Boston Univ, Dept Phys, Boston, MA 02215 USABoston Univ, Ctr Polymer Studies, Boston, MA 02215 USA
Gabel, Alan
;
Redner, Sidney
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Ctr Polymer Studies, Boston, MA 02215 USA
Boston Univ, Dept Phys, Boston, MA 02215 USABoston Univ, Ctr Polymer Studies, Boston, MA 02215 USA