Support Based Measures Applied to Ice Hockey Scoring Summaries : Extended Version
نویسندگان
چکیده
We present the Hockey Line Extraction (HLE) Algorithm, which examines ice hockey scoring summaries in an attempt to determine a team's lines. The players on a hockey team are divided into units called " lines " that appear together on the ice. While many statistics are available on the Internet for hockey players and teams in the National Hockey League (NHL), accurately identifying current lines for a team is difficult. The HLE algorithm uses single link clustering, support based measures and positional information to identify lines of players. The HLE Algorithm and appropriate visualization techniques have been implemented in the Hockey Lines software that enables users to view relationships between players on a team.
منابع مشابه
Support based measures applied to ice hockey scoring summaries
We present the Hockey Line Extraction (HLE) Algorithm, which examines ice hockey scoring summaries in an attempt to determine a team’s lines. The players on a hockey team are divided into units called “lines” that appear together on the ice. The HLE algorithm uses single link clustering, support based measures and positional information to identifr lines of players. The Hockey Lines software en...
متن کاملWhat is the Value of an Action in Ice Hockey? Learning a Q-function for the NHL
Recent work has applied the Markov Game formalism from AI to model game dynamics for ice hockey, using a large state space. Dynamic programming is used to learn action-value functions that quantify the impact of actions on goal scoring. Learning is based on a massive dataset that contains over 2.8M events in the National Hockey League. As an application of the Markov model, we use the learned a...
متن کاملWhat is the Value of an Action in Ice Hockey? Q-Learning for the NHL
Abstract. Recent work has applied the Markov Game formalism from AI to model game dynamics for ice hockey, using a large state space. Dynamic programming is used to learn action-value functions that quantify the impact of actions on goal scoring. Learning is based on a massive dataset that contains over 2.8M events in the National Hockey League. As an application of the Markov model, we use the...
متن کاملAggression and performance in ice hockey
JACOBS, Larry W., M.Sc., 1978 Health and Physical Education Aggression and Performance In Ice.Hockey (71 pp.) Director: Dr. John Dayries The purpose of the present investigation was to examine the relation ship between self reported aggression levels and performance measures of ice hockey players. The Buss Durkee Hostility Inventory, which measures seven subclasses of aggression was administer...
متن کاملInter-arrival Times of Goals in Ice Hockey
Previous studies have attempted to model goal scoring in sports such as ice hockey as simple Poisson processes. Others (Thomas, 2006) have shown that events within the game of ice hockey are better modelled as a Semi-Markov process determined by puck possession and location. I demonstrate that a similarly defined Semi-Markov process model is well-suited to describe the times between goals score...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2000