Predictive power of fantasy sports data for soccer forecasting

被引:2
作者
Strumbelj, Erik [1 ]
Robnik-Sikonja, Marko [1 ]
机构
[1] Univ Ljubljana, Fac Comp & Informat Sci, Trzaska 25, Ljubljana 1001, Slovenia
关键词
data analytics; fantasy sport game; soccer; forecasting;
D O I
10.1504/IJDMMM.2015.069247
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We analyse data from 5,000 competitors who participated in an online soccer managerial game which revolved around the English Premier League (EPL). We show that competitors incorporate into their decisions relevant information about the outcome of a soccer match. Furthermore, forecasts based on managerial game data are significantly better than random forecasts, forecasts based on relative frequency, and forecasts based on teams' attendance, but worse than bookmaker odds. Our work provides an evidence that crowds poses significant amount of information for the match outcome prediction.
引用
收藏
页码:154 / 163
页数:10
相关论文
共 13 条
[1]   Predicting the World Cup 2002 in soccer: Performance and confidence of experts and non-experts [J].
Andersson, P ;
Edman, J ;
Ekman, M .
INTERNATIONAL JOURNAL OF FORECASTING, 2005, 21 (03) :565-576
[2]   The value of statistical forecasts in the UK association football betting market [J].
Dixon, MJ ;
Pope, PF .
INTERNATIONAL JOURNAL OF FORECASTING, 2004, 20 (04) :697-711
[3]   Forecasting sport: the behaviour and performance of football tipsters [J].
Forrest, D ;
Simmons, R .
INTERNATIONAL JOURNAL OF FORECASTING, 2000, 16 (03) :317-331
[4]   Odds-setters as forecasters: The case of English football [J].
Forrest, D ;
Goddard, J ;
Simmons, R .
INTERNATIONAL JOURNAL OF FORECASTING, 2005, 21 (03) :551-564
[5]   Sentiment in the betting market on Spanish football [J].
Forrest, David ;
Simmons, Robert .
APPLIED ECONOMICS, 2008, 40 (01) :119-126
[6]  
Hausch DB, 2008, HANDB FINANC, pXIX, DOI 10.1016/B978-044450744-0.50002-0
[7]  
Hirsh S., 2012, CHI 12 EXTENDED ABST, P849, DOI [10.1145/2212776.2212858, DOI 10.1145/2212776.2212858]
[8]  
Matthews T., 2012, AAAI
[9]   Forecasting from ignorance: The use and usefulness of recognition in lay predictions of sports events [J].
Pachur, Thorsten ;
Biele, Guido .
ACTA PSYCHOLOGICA, 2007, 125 (01) :99-116
[10]   Predicting Wimbledon 2005 tennis results by mere player name recognition [J].
Scheibehenne, Benjamin ;
Broeder, Arndt .
INTERNATIONAL JOURNAL OF FORECASTING, 2007, 23 (03) :415-426