Context-Aware Indexing and Retrieval for Cognitive Systems Using SOEKS and DDNA

Caterine De Silva Oliveira; Cesar Sanin; Edward Szczerbicki

doi:10.1007/978-3-030-30440-9_2

Context-Aware Indexing and Retrieval for Cognitive Systems Using SOEKS and DDNA

Abstract

Visual content searching, browsing and retrieval tools have been a focus area of interest as they are required by systems from many different domains. Context-based, Content-Based, and Semantic-based are different approaches utilized for indexing/retrieving, but have their drawbacks when applied to systems that aim to mimic the human capabilities. Such systems, also known as Cognitive Systems, are still limited in terms of processing different sources of information (especially when structured in different ways) for decision making purposes. This issue becomes significantly greater when past information is retrieved and taken in account. We address this issue by proposing a Structuralized Context-Aware Indexing and Retrieval using Set of Experience Knowledge Structure (SOEKS) and Decisional DNA (DDNA). SOEKS and DDNA allow the creation of a multi-modal space composed of information from different sources, such as contextual, visual, auditory etc., in a form of a structure and explicit experiential knowledge. SOKES is composed by fields that allow this experiences to participate in the processes of similarity, uncertainty, impreciseness, or incompleteness measures and facilitate the indexing and retrieval of knowledge in Cognitive Systems.

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Authors (3)

Caterine De Silva Oliveira
- University of Newcastle, Australia School of Engineering
Cesar Sanin
- University of Newcastle, Australia School of Engineering
Edward Szczerbicki prof. dr hab. inż.

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Publication version: Accepted or Published Version
License: Copyright (Springer Nature Switzerland AG 2020)

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Category:: Conference activity
Type:: publikacja w wydawnictwie zbiorowym recenzowanym (także w materiałach konferencyjnych)
Published in:: Advances in Intelligent Systems and Computing pages 7 - 16,
ISSN: 2194-5357
Title of issue:: Information Systems Architecture and Technology: Proceedings of 40th Anniversary International Conference on Information Systems Architecture and Technology – ISAT 2019 strony 7 - 16
Language:: English
Publication year:: 2019
Bibliographic description:: De Silva Oliveira C., Sanin C., Szczerbicki E.: Context-Aware Indexing and Retrieval for Cognitive Systems Using SOEKS and DDNA// Information Systems Architecture and Technology: Proceedings of 40th Anniversary International Conference on Information Systems Architecture and Technology – ISAT 2019/ ed. Leszek Borzemski, Jerzy Świątek,Zofia Wilimowska : Springer , 2019, s.7-16
DOI:: Digital Object Identifier (open in new tab) 10.1007/978-3-030-30440-9_2
Verified by:: Gdańsk University of Technology