Air Handling Unit Explainability using Contextual Importance and Utility

Tutkimustuotos: Artikkeli kirjassa/konferenssijulkaisussaConference contributionScientificvertaisarvioitu

Abstrakti

Artificial intelligence has acted as an essential driver of emerg-
ing technologies by employing many sophisticated Machine Learning
(ML) models, while lack of model transparency and results explanation
limits its effectiveness in real decision-making. The eXplainable AI (XAI)
has bridged this gap by providing the explanation of outcomes made by
these complex ML model. In this paper, we classify the functioning of
an air handling unit (AHU) using the neural network and utilise con-
textual importance and contextual utility (CIU) as an XAI module for
explaining outcome of the neural Network. Here, we prove that CIU
(XAI module) can generate transparent and human-understandable ex-
planations, which the end-user can therefore utilize for making decisions
proving the overall applicability of the method in a novel use-case. Vi-
sual and textual explanations for the causes of an individual prediction
have been derived from the CIU that are numeric values calculated from
the machine learning module results. We also have provided contrasting
explanations against some causes that were not involved in the decision.
We provide both in our proposed approach.
AlkuperäiskieliEnglanti
OtsikkoMobile and Ubiquitous Systems: Computing, Networking and Services
Alaotsikko18th EAI International Conference, MobiQuitous 2021, Virtual Event, November 8-11, 2021, Proceedings
ToimittajatTakahiro Hara, Hirozumi Yamaguchi
Sivut513-519
Sivumäärä7
Painos1
ISBN (elektroninen)978-3-030-94822-1
DOI - pysyväislinkit
TilaJulkaistu - 2022
OKM-julkaisutyyppiA4 Artikkeli konferenssijulkaisuussa
TapahtumaInternational Conference on Mobile and Ubiquitous Systems: Computing, Networking and Services - Beppu, Japani
Kesto: 8 marraskuuta 202111 marraskuuta 2021

Julkaisusarja

NimiLecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering
KustantajaSpringer
Vuosikerta419
ISSN (painettu)1867-8211
ISSN (elektroninen)1867-822X

Conference

ConferenceInternational Conference on Mobile and Ubiquitous Systems: Computing, Networking and Services
LyhennettäMOBIQUITOUS
Maa/AlueJapani
KaupunkiBeppu
Ajanjakso08/11/202111/11/2021

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