Results 101 to 110 of about 2,559 (181)

Enhancing Hepatitis C Diagnosis: The Impact of SMOTE, Optuna, and SHAP on Detection Methods [PDF]

open access: yesIranian Journal of Electrical and Electronic Engineering
Hepatitis C virus (HCV) detection is a critical aspect of early intervention and effective management of the disease. This paper presents a comprehensive study focused on enhancing the detection accuracy of HCV through the integration of advanced ...
S.M Mehzabeen   +3 more
doaj  

Interpretable machine learning for predicting EUR of shale gas wells in the Weiyuan block

open access: yesScientific Reports
For shale gas development, it is essential to clarify the main controlling factors of EUR and realize its accurate prediction. Based on data from 123 wells in the Weiyuan block, this study combines Pearson correlation analysis, RF-RFE algorithm, and ...
Sijie He   +5 more
doaj   +1 more source

An Optuna-Based Metaheuristic Optimization Framework for Biomedical Image Analysis

open access: yesEngineering, Technology & Applied Science Research
The success of Deep Learning (DL) in biomedical imaging heavily relies on optimal hyperparameter selection, which remains a complex and computationally intensive challenge. This paper introduces a metaheuristic-inspired Optuna framework for efficient hyperparameter optimization and validates its effectiveness using U-Net as a case study for brain MRI ...
openaire   +1 more source

GWtuna: Trawling through the data to find Gravitational Waves with Optuna and Jax

open access: yes
GWtuna is a fast gravitational-wave search prototype built on Optuna (optimisation software library) and JAX (accelerator-orientated array computation library) [1, 2]. Using Optuna, we introduce black box optimisation algorithms and evolutionary strategy algorithms to the gravitational-wave community.
Green, Susanna, Lundgren, Andrew
openaire   +2 more sources

easytrack: A napari plugin for automated parameter tuning in cell tracking. [PDF]

open access: yesMicroPubl Biol
Huygelen T   +3 more
europepmc   +1 more source

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