Accountable, responsible, transparent Artificial Intelligence in Ambient Intelligence systems for healthcare

Ioannis Vourganas*, Hani Attar, Anna Lito Michala

*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingChapter (peer-reviewed)peer-review

Abstract

The future due to various socioeconomic reasons will demand an increased need for the extension of rehabilitation in home environments. However, due to the rapid development of the Ambient Intelligent (AmI) systems, various solutions through different approaches could solve problems which have concerned the health industry. However, AmI approaches due to complexity and multidisciplinarity should utilize the right tools in order to become a successful solution in the health sector. AmI consists of two main components. The hardware part which utilizes various sensors (wearable, ambient, contactless). This is combined with an AI part, which utilizes advanced Machine Learning algorithms. Successful AmI systems should follow various criteria. This chapter aims to review the required criteria for the integration of AmI into home-based health and care. A case study is reviewed, which combines and complies with several identified criteria. The system was tested with human subjects it was non-intrusive nor wearable, with a patient centric approach. The system demonstrated encouraging results with high accuracy. Moreover, Accountable, Reliable and Transparent AI was applied successfully to proact individualization and increase the level of trust. Although the AmI systems are promising, research is premature. More systematic research is needed for integration to the healthcare domain.
Original languageEnglish
Title of host publicationIntelligent healthcare
Subtitle of host publicationinfrastructure, algorithms and management
EditorsChinmay Chakraborty, Mohammad R. Khosravi
Place of PublicationSingapore
PublisherSpringer
Chapter5
Pages87-111
Number of pages25
ISBN (Electronic)9789811681509
ISBN (Print)9789811681493
DOIs
Publication statusE-pub ahead of print - 3 Jun 2022

Keywords

  • Ambient intelligence
  • Accountable AI
  • Responsible AI
  • Transparent AI
  • Medial Aml
  • Home-based rehabilitation
  • Elder monitoring
  • Home rehabilitation

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