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A Cognitive Load Theory (CLT) Analysis of Machine Learning Explainability, Transparency, Interpretability, and Shared Interpretability

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DOI
10.3390/make6030071
Fox, Stephen; Rey, Vitor Fortes
Machine Learning and Knowledge Extraction2024Publicationer information ikon

Improving the accuracy and interpretability of multi-scenario building energy consumption prediction considering characteristics of training dataset

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DOI
10.1016/j.enbuild.2024.114912
Fang, Haizhou; Tan, Hongwei; Yuan, Xiaolei; Lin, Xiaojie; Zhao, Dafang; Kosonen, Risto
Energy and Buildings2024Publicationer information ikon

A decision-theoretic approach for model interpretability in Bayesian framework

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10.1007/s10994-020-05901-8
Afrabandpey, Homayun; Peltola, Tomi; Piironen, Juho; Vehtari, Aki; Kaski, Samuel
Machine Learning2020Publicationer information ikon

Features importance to improve interpretability of chronic kidney disease early diagnosis

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DOI
10.1109/bigdata50022.2020.9377903
Moreno-Sanchez, Pedro A.
2020 IEEE International Conference on Big Data (Big Data)2020Publicationer information ikon

Explainable artificial intelligence enhances the ecological interpretability of black-box species distribution models

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10.1111/ecog.05360
Ryo, Masahiro; Angelov, Boyan; Mammola, Stefano; Kass, Jamie M.; Benito, Blas M.; Hartig, Florian
Ecography2021Publicationer information ikon

Research on the Application and Interpretability of Predictive Statistical Data Analysis Methods in Medicine

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10.3390/biomedinformatics4010018
Nieminen, Pentti
Biomedinformatics2024Publicationer information ikon

“Why Should I Trust You?” : Exploring Interpretability in Machine Learning Approaches for Indirect SHM

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10.58286/29792
Lan, Yifu; Li, Zhenkun; Lin, Weiwei
The e-Journal of Nondestructive Testing & Ultrasonics2024Publicationer information ikon

Precise Large-Scale Chemical Transformations on Surfaces: Deep Learning Meets Scanning Probe Microscopy with Interpretability

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10.1021/jacs.4c14757
Wu, Nian; Aapro, Markus; Jestilä, Joakim; Drost, Robert; Martínez García, Miguel; Torres, Tomás ; Xi...
Journal of the American Chemical Society2024Publicationer information ikon

Peer-to-Peer Interpretability and Communication: Simple Language Design Using Model-Based Systems Engineering with Lifecycle-Oriented Strategies and Innovative Practices for Career Readiness

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DOI
10.1109/FIE61694.2024.10893482
Spiller, Lena; Johnson, Etahe; Harris, LaKeisha; Cornelius, Tiara; Nnebedum, Bede; Zhu-Stone, Weiwei...
Conference proceedings - Frontiers in Education Conference2024Publicationer information ikon

Disentangling random and cyclic effects in time-lapse sequences

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10.1145/3528223.3530170
Härkönen, Erik; Aittala, Miika; Kynkäänniemi, Tuomas; Laine, Samuli; Aila, Timo; Lehtinen, Jaakko
ACM Transactions on Graphics2022

A Cognitive Load Theory (CLT) Analysis of Machine Learning Explainability, Transparency, Interpretability, and Shared Interpretability

Referentgranskad
Öppen tillgång
DOI
10.3390/make6030071
2024

Improving the accuracy and interpretability of multi-scenario building energy consumption prediction considering characteristics of training dataset

Referentgranskad
DOI
10.1016/j.enbuild.2024.114912
2024

A decision-theoretic approach for model interpretability in Bayesian framework

Referentgranskad
Öppen tillgång
DOI
10.1007/s10994-020-05901-8
2020

Features importance to improve interpretability of chronic kidney disease early diagnosis

Referentgranskad
DOI
10.1109/bigdata50022.2020.9377903
2020

Explainable artificial intelligence enhances the ecological interpretability of black-box species distribution models

Referentgranskad
Öppen tillgång
DOI
10.1111/ecog.05360
2021

Research on the Application and Interpretability of Predictive Statistical Data Analysis Methods in Medicine

Öppen tillgång
DOI
10.3390/biomedinformatics4010018
2024

“Why Should I Trust You?” : Exploring Interpretability in Machine Learning Approaches for Indirect SHM

Referentgranskad
Öppen tillgång
DOI
10.58286/29792
2024

Precise Large-Scale Chemical Transformations on Surfaces: Deep Learning Meets Scanning Probe Microscopy with Interpretability

Referentgranskad
Öppen tillgång
DOI
10.1021/jacs.4c14757
2024

Peer-to-Peer Interpretability and Communication: Simple Language Design Using Model-Based Systems Engineering with Lifecycle-Oriented Strategies and Innovative Practices for Career Readiness

Referentgranskad
DOI
10.1109/FIE61694.2024.10893482
2024

Disentangling random and cyclic effects in time-lapse sequences

Referentgranskad
Öppen tillgång
DOI
10.1145/3528223.3530170
2022