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Explainable Black Box Models

, 2022
The idea that black box models are unexplainable has been elevated to an axiom. In contrast to explainable models, where the involved parameters have a certain meaning that is understandable, black box models rely on principles that have no other function than to produce sophisticated mappings.
openaire   +4 more sources

Let's open agriculture's black box

California Agriculture, 1977
California Agriculture - All ...
J Kendrick
doaj  

Trusting AI made decisions in healthcare by making them explainable

Science Progress
Objectives In solving the trust issues surrounding machine learning algorithms whose reasoning cannot be understood, advancements can be made toward the integration of machine learning algorithms into mHealth applications.
Bojan Žlahtič, Jernej Završnik, Peter Kokol, Helena Blažun Vošner, Nina Sobotkiewicz, Barbara Antolinc Schaubach, Simona Kirbiš   +6 more
doaj   +1 more source

Interpret When Possible: A Tree-Based Hybrid Framework for Interpretable Classification

Big Data Mining and Analytics
The demand for explainable artificial intelligence models continues to grow, yet achieving interpretable without compromising the predictive accuracy typical of complex black-box systems remains difficult.
Yifan Li, Shuhan Qi, Lei Cui, Chao Xing, Lei Zhang, Xuan Wang   +5 more
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Black Box Warning by the United States Food and Drug Administration: The Impact on the Dispensing Rate of Benzodiazepines

Pharmacoepidemiology
Background/objectives: In 9/2020, the United States Food and Drug Administration )FDA( posted a black box warning for all benzodiazepines, addressing their association with serious risks of abuse, addiction, physical dependence, and withdrawal reactions.
Neta Shanwetter Levit, Keren Filosof, Jacob Glazer, Daniel A. Goldstein   +3 more
doaj   +1 more source

Modelling a hydrologic Black-Box

Tecnología y ciencias del agua, 2018
Stella, J. M., & Warner, G. S. (January-February, 2018). Modelling a hydrologic Black-Box. Water Technology and Sciences (in Spanish), 9(1), 101-112, DOI: 10.24850/j-tyca-2018-01-07.
Juan M. Stella, Glenn S. Warner
doaj   +1 more source

Open your black box classifier

Healthcare Technology Letters
A priority for machine learning in healthcare and other high stakes applications is to enable end‐users to easily interpret individual predictions. This opinion piece outlines recent developments in interpretable classifiers and methods to open black box
Paulo Jorge Gomes Lisboa
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Unlocking the black box [PDF]

XRDS: Crossroads, The ACM Magazine for Students, 2020
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The Brain as a Black Body in a Black Box

Malaysian Journal of Medical Sciences
The cranium houses the brain, and layers formed by the scalp, cranial bones, and meninges protect it from external energy, including light. Therefore, the brain can be viewed as a black body in a black box. The layers also protect the brain from external atmospheric or gravity force, and together with cerebrospinal fluid (CSF), it creates a ...
Idris, Zamzuri, Abdullah, Jafri Malin, Ghani, Abdul Rahman Izaini, Zakaria, Zaitun, Yee, Ang Song, Fitzrol, Diana Noma, Ismail, Muhammad Ihfaz, Halim, Sanihah Abdul   +7 more
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Interaction Difference Hypothesis Test for Prediction Models

Machine Learning and Knowledge Extraction
Machine learning research focuses on the improvement of prediction performance. Progress was made with black-box models that flexibly adapt to the given data.
Thomas Welchowski, Dominic Edelmann
doaj   +1 more source