Trust-Based Interactive Partially Observable Markov Decision Process

Name: Trust-Based Interactive Partially Observable Markov Decision Process
Brand: Biblioscholar
SKU: 9781288409716
Price: 6831 HUF
Availability: InStock

Szerző: Richard S Seymour

Nyelv:

Kötés: Puha kötésű

Kiadó: Biblioscholar

Elérhetőség: Beszállítói készleten

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Cooperative agent systems are designed so that each is working toward the same common good. The prob...

Információk a könyvről

Szerző

Richard S Seymour

Nyelv

Angol

Kötés

Könyv - Puha kötésű

Kiadva

2012

oldal

104

EAN

9781288409716

ISBN

9781288409716

Enbook ID

08250608

Kiadó

Biblioscholar

Súly

200

Méretek

189 x 246 x 6

Teljes leírás

Cooperative agent systems are designed so that each is working toward the same common good. The problem is that software systems are complex and can be subverted by an adversary to either break the system or potentially worse, create sneaky agents who are willing to cooperate when the stakes are low and take selfish, greedy actions when the rewards rise. This research focuses on the ability of a group of agents to reason about the trustworthiness of each other and make optimal decisions about whether to cooperate. A TI-POMDP is developed to model the trust interactions between agents, enabling the agents to select the best course of action from the current state. The TI-POMDP is a novel approach to multiagent cooperation based on an I-POMDP augmented with trust relationships. Experiments demonstrate the TI-POMDP's ability to accurately track the trust levels of agents with hidden agendas, providing the agents the information needed to make decisions based on their level of trust and model of the environment. On average, agents achieved rewards 3.8 times higher using the TI-POMDP model compared to a trust vector model.

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Trust-Based Interactive Partially Observable Markov Decision Process

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