Perception of the Environment

C 2023

Perception of the Environment

DRAŠAR, Martin

Basic information

Original name

Perception of the Environment

Authors

DRAŠAR, Martin (203 Czech Republic, guarantor, belonging to the institution)

Edition

1. vyd. Cham, Autonomous Intelligent Cyber Defense Agent (AICA): A Comprehensive Guide, p. 47-61, 15 pp. Advances in Information Security, 87, 2023

Publisher

Springer International Publishing

Other information

Language

English

Type of outcome

Kapitola resp. kapitoly v odborné knize

Field of Study

10200 1.2 Computer and information sciences

Country of publisher

Germany

Confidentiality degree

není předmětem státního či obchodního tajemství

Publication form

electronic version available online

References:

URL

RIV identification code

RIV/00216224:14610/23:00134608

Organization unit

Institute of Computer Science

ISBN

978-3-031-29269-9

DOI

http://dx.doi.org/10.1007/978-3-031-29269-9_3

Keywords in English

perception;autonomous agents;world representation;belief state;observation space

Abstract

V originále

This chapter discusses the intricacies of cybersecurity agents' perception. It addresses the complexity of perception and illuminates how perception is shaping and influencing the decision-making process. It then explores the necessary considerations when crafting the world representation and discusses the power and bandwidth constraints of perception and the underlying issues of AICA's trust in perception. On these foundations, it provides the reader with a guide to developing perception models for AICA, discussing the trade-offs of each objective state approximation. The guide is written in the context of the CYST cybersecurity simulation engine, which aims to closely model cybersecurity interactions and can be used as a basis for developing AICA. Because CYST is freely available, the reader is welcome to try implementing and evaluating the proposed methods for themselves.

Links

VI20202022133, research and development project

Name: Nástroje pro simulaci útoků a emulaci průniku do kritické informační infrastruktury (Acronym: BEAST)

Investor: Ministry of the Interior of the CR, Breach Emulation and Attack Simulation Toolkit

Citovat

DRAŠAR, Martin. Perception of the Environment. Online. In Kott, Alexander. Autonomous Intelligent Cyber Defense Agent (AICA): A Comprehensive Guide. 1st ed. Cham: Springer International Publishing, 2023, p. 47-61. Advances in Information Security, 87. ISBN 978-3-031-29269-9. Available from: https://dx.doi.org/10.1007/978-3-031-29269-9_3.

@inbook{2289479,
   author = {Drašar, Martin},
   address = {Cham},
   booktitle = {Autonomous Intelligent Cyber Defense Agent (AICA): A Comprehensive Guide},
   doi = {http://dx.doi.org/10.1007/978-3-031-29269-9_3},
   edition = {1.},
   editor = {Kott, Alexander},
   keywords = {perception;autonomous agents;world representation;belief state;observation space},
   howpublished = {elektronická verze "online"},
   language = {eng},
   location = {Cham},
   isbn = {978-3-031-29269-9},
   pages = {47-61},
   publisher = {Springer International Publishing},
   title = {Perception of the Environment},
   url = {https://link.springer.com/chapter/10.1007/978-3-031-29269-9_3},
   year = {2023}
}

TY  - CHAP
ID  - 2289479
AU  - Drašar, Martin
PY  - 2023
TI  - Perception of the Environment
VL  - Advances in Information Security, 87
PB  - Springer International Publishing
CY  - Cham
SN  - 9783031292699
KW  - perception;autonomous agents;world representation;belief state;observation space
UR  - https://link.springer.com/chapter/10.1007/978-3-031-29269-9_3
N2  - This chapter discusses the intricacies of cybersecurity agents' perception. It addresses the complexity of perception and illuminates how perception is shaping and influencing the decision-making process. It then explores the necessary considerations when crafting the world representation and discusses the power and bandwidth constraints of perception and the underlying issues of AICA's trust in perception. On these foundations, it provides the reader with a guide to developing perception models for AICA, discussing the trade-offs of each objective state approximation. The guide is written in the context of the CYST cybersecurity simulation engine, which aims to closely model cybersecurity interactions and can be used as a basis for developing AICA. Because CYST is freely available, the reader is welcome to try implementing and evaluating the proposed methods for themselves.
ER  -

DRAŠAR, Martin. Perception of the Environment. Online. In Kott, Alexander. \textit{Autonomous Intelligent Cyber Defense Agent (AICA): A Comprehensive Guide}. 1st ed. Cham: Springer International Publishing, 2023, p.~47-61. Advances in Information Security, 87. ISBN~978-3-031-29269-9. Available from: https://dx.doi.org/10.1007/978-3-031-29269-9\_{}3.

Detailed Information on Publication Record