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Data, Information, Knowledge, Wisdom Pyramid Concept Revisited in the Context of Deep Learning

Abstract

In this paper, the data, information, knowledge, and wisdom (DIKW) pyramid is revisited in the context of deep learning applied to machine learningbased audio signal processing. A discussion on the DIKW schema is carried out, resulting in a proposal that may supplement the original concept. Parallels between DIWK pertaining to audio processing are presented based on examples of the case studies performed by the author and her collaborators. The studies shown refer to the challenge concerning the notion that classification performed by machine learning (ML) is/or should be better than human-based expertise. Conclusions are also delivered.

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Details

Category:
Monographic publication
Type:
rozdział, artykuł w książce - dziele zbiorowym /podręczniku w języku o zasięgu międzynarodowym
Language:
English
Publication year:
2023
Bibliographic description:
Kostek B.: Data, Information, Knowledge, Wisdom Pyramid Concept Revisited in the Context of Deep Learning// Intelligent Decision Technologies. Proceedings of the 15th KES-IDT 2023 Conference/ : Springer, 2023, s.3-12
DOI:
Digital Object Identifier (open in new tab) 10.1007/978-981-99-2969-6_1
Sources of funding:
  • Free publication
Verified by:
Gdańsk University of Technology

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