A projective simulation scheme for partially observable multi-agent systems

نویسندگان

چکیده

We introduce a kind of partial observability to the projective simulation (PS) learning method. It is done by adding belief projection operator and an parameter original framework efficiency PS model. I provide theoretical formulations, network representations, situated scenarios derived from invasion toy problem as starting point for some multi-agent models.

برای دانلود باید عضویت طلایی داشته باشید

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

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

A Projective Simulation Scheme for a Partially-Observable Multi-Agent Game

We develop a two-defender (Alice and Bob) invasion game using the projective simulation method as an embodied model for artificial intelligence. We hope that it can be the first step towards the effect of perception on different actions in a given game. As a given perception of a given situation, the agent, say Alice, encounters some attack symbols coming from the right attacker, where she can ...

متن کامل

Team Formation in Partially Observable Multi-Agent Systems

Sets of multi-agent teams often need to maximize a global utility rating the performance of the entire system where a team cannot fully observe other teams’ agents. Such limited observability hinders team-members trying to pursue their team utilities to take actions that also help maximize the global utility. In this article, we show how team utilities can be used in partially observable system...

متن کامل

Partially observable stochastic game-based multi-agent prediction markets

We present a novel representation of the prediction market using a partially observable stochastic game with information (POSGI), that can be used by each trading agent to precisely calculate the state of the market. We then propose that a correlated equilibrium (CE) strategy can be used by the agents to dynamically calculate the prices at which they should trade securities in the prediction ma...

متن کامل

Agent Modelling in Partially Observable Domains

Monitoring selectivity is a key challenge faced by agents when modelling other agents(1) — agents cannot continually monitor others due to the computational burden of such monitoring and modelling, but lack of such monitoring and modelling leads to increased uncertainty about the state of other agents. Such monitoring selectivity is also crucially important when agents engage in planning in the...

متن کامل

Multi-Agent Systems as Composition of Observable Systems

Introduction Observation is becoming a crucial issue in the engineering of today's systems: the introduction of notions such as interface and encapsulation, paradigms like the object-oriented and the componentbased ones, have promoted observation to a first-class issue, by implicitly stating that complexity of computer systems could be handled only by abstracting away from the essence (in a bro...

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

ژورنال

عنوان ژورنال: Quantum Machine Intelligence

سال: 2021

ISSN: ['2524-4906', '2524-4914']

DOI: https://doi.org/10.1007/s42484-021-00037-x