CONFIDERAI: CONFormal Interpretable-by-Design score function for Explainable and Reliable Artificial Intelligence

被引：0

作者：

Narteni, Sara ^{[1
]}

Carlevaro, Alberto ^{[1
]}

Dabbene, Fabrizio ^{[1
]}

Muselli, Marco ^{[1
,2
]}

Mongelli, Maurizio ^{[1
]}

机构：

[1] CNR, IEIIT, I-10129 Turin, Italy

[2] Rulex Inc, Rulex Innovat Labs, I-16122 Genoa, Italy

来源：

CONFORMAL AND PROBABILISTIC PREDICTION WITH APPLICATIONS, VOL 204 | 2023年 / 204卷

关键词：

XAI; conformal safety sets; novel score function; conformal prediction;

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

The concept of trustworthiness has been declined in different ways in the field of artificial intelligence, but all its definitions agree on two main pillars: explainability and conformity. In this extended abstract, our aim is to give an idea on how to merge these concepts, by defining a new framework for conformal rule-based predictions. In particular, we introduce a new score function for rule-based models, that leverages on rule relevance and geometrical position of points from rule classification boundaries.

引用

页码：485 / 487

页数：3

共 50 条

[1] Explainable Artificial Intelligence for Interpretable Data Minimization
Becker, Maximilian
Toprak, Emrah
Beyerer, Juergen
2023 23RD IEEE INTERNATIONAL CONFERENCE ON DATA MINING WORKSHOPS, ICDMW 2023, 2023, : 885 - 893
[2] From Explainable to Reliable Artificial Intelligence
Narteni, Sara
Ferretti, Melissa
Orani, Vanessa
Vaccari, Ivan
Cambiaso, Enrico
Mongelli, Maurizio
MACHINE LEARNING AND KNOWLEDGE EXTRACTION (CD-MAKE 2021), 2021, 12844 : 255 - 273
[3] Cybertrust: From Explainable to Actionable and Interpretable Artificial Intelligence
Linkov, Igor
Galaitsi, Stephanie
Trump, Benjamin D.
Keisler, Jeffrey M.
Kott, Alexander
COMPUTER, 2020, 53 (09) : 91 - 96
[4] A Review on Interpretable and Explainable Artificial Intelligence in Hydroclimatic Applications
Basagaoglu, Hakan
Chakraborty, Debaditya
Do Lago, Cesar
Gutierrez, Lilianna
Sahinli, Mehmet Arif
Giacomoni, Marcio
Furl, Chad
Mirchi, Ali
Moriasi, Daniel
Sengor, Sema Sevinc
WATER, 2022, 14 (08)
[5] Toward Explainable and Interpretable Building Energy Modelling: An Explainable Artificial Intelligence Approach
Zhang, Wei
Liu, Fang
Wen, Yonggang
Nee, Bernard
BUILDSYS'21: PROCEEDINGS OF THE 2021 ACM INTERNATIONAL CONFERENCE ON SYSTEMS FOR ENERGY-EFFICIENT BUILT ENVIRONMENTS, 2021, : 255 - 258
[6] Guest Editorial: New Developments in Explainable and Interpretable Artificial Intelligence
Subbalakshmi K.P.S.
Samek W.
Hu X.B.
IEEE Transactions on Artificial Intelligence, 2024, 5 (04): : 1427 - 1428
[7] Special issue on “Towards robust explainable and interpretable artificial intelligence”
Stefania Tomasiello
Feng Feng
Yichuan Zhao
Evolutionary Intelligence, 2024, 17 : 417 - 418
[8] Special issue on "Towards robust explainable and interpretable artificial intelligence"
Tomasiello, Stefania
Feng, Feng
Zhao, Yichuan
EVOLUTIONARY INTELLIGENCE, 2024, 17 (1) : 417 - 418
[9] Explainable vs. interpretable artificial intelligence frameworks in oncology
Bertsimas, Dimitris
Margonis, Georgios Antonios
TRANSLATIONAL CANCER RESEARCH, 2023, 12 (02) : 217 - 220
[10] Automated and Interpretable Fake News Detection With Explainable Artificial Intelligence
Giri, Moyank
Eswaran, Sivaraman
Honnavalli, Prasad
Daniel, D.
JOURNAL OF APPLIED SECURITY RESEARCH, 2024,

← 1 2 3 4 5 →