Game Data Mining

نویسندگان

  • Anders Drachen
  • Christian Thurau
  • Julian Togelius
  • Georgios N. Yannakakis
  • Christian Bauckhage
چکیده

1. The data revolution in games – and everywhere else – calls for analysis methods that scale to with dataset size. The solution: game data mining. 2. Game data mining deals with the challenges of acquiring actionable insights from game telemetry. 3. Read the chapter for an introduction to game data mining, an overview of methods commonly and not so commonly used, examples, case studies and a substantial amount of practical advice on how to employ game data mining effectively.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Chapter 12 : Game Data Mining

1. The data revolution in games – and everywhere else – calls for analysis methods that scale to with dataset size. The solution: game data mining 2. Game data mining deals with the challenges of acquiring actionable insights from game telemetry. 3. Read the chapter for an introduction to game data mining, an overview of methods commonly and not so commonly used, examples, case studies and a su...

متن کامل

Co-evolutionary Data Mining in Phase Space for Robust Fuzzy Resource Management

An approach is being explored that involves embedding a fuzzy logic based resource manager in an electronic game environment. Game agents can function under their own autonomous logic or human control. This approach automates the data mining problem. The game automatically creates a cleansed database reflecting the domain expert’s knowledge, it calls a data mining function, a genetic algorithm,...

متن کامل

Game Data Mining Competition on Churn Prediction and Survival Analysis using Commercial Game Log Data

Usually, game companies avoid sharing their game data with external researchers and only a few number of research groups were granted limited access to gam data so far. Such reluctance of the companies to make data publicly available closes doors on the wide use and development of the data mining techniques and AI research specific to the game industry. In this work, we propose an international...

متن کامل

Data Mining for Multi-agent Fuzzy Decision Tree Structure and Rules

A fuzzy logic based expert system has been developed that automatically allocates resources in realtime over many dissimilar platforms. The platforms can be very general, e.g., ships, planes, etc. Potential foes can also be general. The resource manager has been embedded in an electronic game environment. This coevolutionary game fully automates the data mining problem allowing determination of...

متن کامل

Risk management in urban tunnels using methods of game theory and multi-criteria decision-making

In general, underground spaces are associated with high risks because of their high uncertainty in geotechnical environments. Since most accidents and incidents in these structures are often associated with uncertainty, the development of risk analysis and management methods and prevention of accidents are essential. A deeper recognition of the factors affecting the implementation process can p...

متن کامل

ذخیره 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 2013