Results 71 to 80 of about 36,247 (313)

Pre Hoc and Co Hoc Explainability: Frameworks for Integrating Interpretability into Machine Learning Training for Enhanced Transparency and Performance

open access: yesApplied Sciences
Post hoc explanations for black-box machine learning models have been criticized for potentially inaccurate surrogate models and computational burden at prediction time.
Cagla Acun, Olfa Nasraoui
doaj   +1 more source

Explaining happiness [PDF]

open access: yesProceedings of the National Academy of Sciences, 2003
What do social survey data tell us about the determinants of happiness? First, that the psychologists' setpoint model is questionable. Life events in the nonpecuniary domain, such as marriage, divorce, and serious disability, have a lasting effect on happiness, and do not simply deflect the average person temporarily above or below a setpoint given by ...
openaire   +2 more sources

Structural insights into an engineered feruloyl esterase with improved MHET degrading properties

open access: yesFEBS Letters, EarlyView.
A feruloyl esterase was engineered to mimic key features of MHETase, enhancing the degradation of PET oligomers. Structural and computational analysis reveal how a point mutation stabilizes the active site and reshapes the binding cleft, expading substrate scope.
Panagiota Karampa   +5 more
wiley   +1 more source

Comparative analysis between different explainability techniques.

open access: yes, 2022
Comparative analysis between different explainability techniques.
Rohan Gorantla (8431053)   +3 more
core   +1 more source

Gut microbiome and aging—A dynamic interplay of microbes, metabolites, and the immune system

open access: yesFEBS Letters, EarlyView.
Age‐dependent shifts in microbial communities engender shifts in microbial metabolite profiles. These in turn drive shifts in barrier surface permeability of the gut and brain and induce immune activation. When paired with preexisting age‐related chronic inflammation this increases the risk of neuroinflammation and neurodegenerative diseases.
Aaron Mehl, Eran Blacher
wiley   +1 more source

Looking at Exploratory Paradigms of Explainability in Creative Computing

open access: yes
The debate on creative computing revolves around two important questions: Can creative artifacts generated by machines be explained and can they be measured and distinguished?
Patnaik, Lalith Mohan, Kulkarni, Parag
core   +1 more source

Explainable analysis of infrared and visible light image fusion based on deep learning

open access: yesScientific Reports
Explainability is a very active area of research in machine learning and image processing. This paper aims to investigate the explainability of visible light and infrared image fusion technology in order to enhance the credibility of model understanding ...
Bo Yuan   +4 more
doaj   +1 more source

Toward Explainable Facial Expression Recognition Using Face Action Units: XFER-AU

open access: yesIEEE Access
Face expression recognition (FER) has been extensively explored by the research community, with comparisons between different FER models typically relying on accuracy metrics.
Tanmay Tulsidas Verlekar   +2 more
doaj   +1 more source

Diversity and complexity in neural organoids

open access: yesFEBS Letters, EarlyView.
Neural organoid research aims to expand genetic diversity on one side and increase tissue complexity on the other. Chimeroids integrate multiple donor genomes within single organoids. Self‐organising multi‐identity organoids, exogenous cell seeding, or enforced assembly of region‐specific organoids contribute to tissue complexity.
Ilaria Chiaradia, Madeline A. Lancaster
wiley   +1 more source

To Explain or To Predict?

open access: yesSSRN Electronic Journal, 2010
Statistical modeling is a powerful tool for developing and testing theories by way of causal explanation, prediction, and description. In many disciplines there is near-exclusive use of statistical modeling for causal explanation and the assumption that models with high explanatory power are inherently of high predictive power.
openaire   +4 more sources

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