Data-Driven Personalized Drama Management

نویسندگان

  • Hong Yu
  • Mark O. Riedl
چکیده

A drama manager is an omniscient background agent responsible for guiding players through the story space and delivering an enjoyable and coherent experience. Most previous drama managers only consider the designer’s intent. We present a drama manager that uses data-driven techniques to model players and provides personalized guidance in the story space without removing player agency. In order to guide players’ experiences, our drama manager manipulates the story space to maximize the probability of the players making choices intended by the drama manager. Our system is evaluated on an interactive storytelling game. Results show that our drama manager can significantly increase the likelihood of the drama manager’s desired story con-

برای دانلود 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

Decomposing Drama Management in Educational Interactive Narrative: A Modular Reinforcement Learning Approach

Recent years have seen growing interest in data-driven approaches to personalized interactive narrative generation and drama management. Reinforcement learning (RL) shows particular promise for training policies to dynamically shape interactive narratives based on corpora of player-interaction data. An important open question is how to design reinforcement learning-based drama managers in order...

متن کامل

Optimizing Players' Expected Enjoyment in Interactive Stories

In interactive storytelling systems and other story-based computer games, a drama manager is a background agent that aims to bring about an enjoyable and coherent experience for the players. In this paper, we present a personalized drama manager that increases a player’s expected enjoyment without removing player agency. Our personalized drama manager models a player’s preference using data-dri...

متن کامل

Toward personalized guidance in interactive narratives

A drama manager is an omniscient agent responsible for guiding players through the story space and delivering an enjoyable experience to the players. Most drama managers only consider the designer’s intent. We present a drama manager that can provide personalized guidance while giving players the appearance of full agency. Our system is evaluated on an interactive storytelling game built with C...

متن کامل

Towards Data-Driven Drama Management: Issues in Data Collection and Annotation

One of the key questions in the design and development of interactive drama is structuring an experience for participants such that an engaging, coherent narrative is presented while enabling a high degree of perceived meaningful interactivity. This paper proposes a new approach to the design of intelligent drama managers (DMs) where DM strategies are learned from a corpus of data collected fro...

متن کامل

A sequential recommendation approach for interactive personalized story generation

In story-based games or other interactive story systems, a Drama Manager is an omniscient agent that acts to bring about a particular sequence of plot points for the user to experience. We present a Drama Manager that uses player modeling to personalize the user’s story according to his or her storytelling preferences. In order to deliver personalized stories, a Drama Manager must make decision...

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

برای دانلود 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

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2013