Cargando…

Potential of Coupling Metaheuristics-Optimized-XGBoost and SHAP in Revealing PAHs Environmental Fate

Polycyclic aromatic hydrocarbons (PAHs) refer to a group of several hundred compounds, among which 16 are identified as priority pollutants, due to their adverse health effects, frequency of occurrence, and potential for human exposure. This study is focused on benzo(a)pyrene, being considered an in...

Descripción completa

Detalles Bibliográficos
Autores principales:	Jovanovic, Gordana, Perisic, Mirjana, Bacanin, Nebojsa, Zivkovic, Miodrag, Stanisic, Svetlana, Strumberger, Ivana, Alimpic, Filip, Stojic, Andreja
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	MDPI 2023
Materias:	Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10142005/ https://www.ncbi.nlm.nih.gov/pubmed/37112620 http://dx.doi.org/10.3390/toxics11040394

Ejemplares similares

Addressing Internet of Things security by enhanced sine cosine metaheuristics tuned hybrid machine learning model and results interpretation based on SHAP approach
por: Dobrojevic, Milos, et al.
Publicado: (2023)

Performance evaluation of metaheuristics-tuned recurrent neural networks for electroencephalography anomaly detection
por: Pilcevic, Dejan, et al.
Publicado: (2023)

Novel hybrid firefly algorithm: an application to enhance XGBoost tuning for intrusion detection classification
por: Zivkovic, Miodrag, et al.
Publicado: (2022)

XGBoost-SHAP-based interpretable diagnostic framework for alzheimer’s disease
por: Yi, Fuliang, et al.
Publicado: (2023)

Explainable SHAP-XGBoost models for in-hospital mortality after myocardial infarction
por: Tarabanis, Constantine, et al.
Publicado: (2023)

Interpretable predictive model for shield attitude control performance based on XGboost and SHAP
por: Hu, Min, et al.
Publicado: (2022)

COVID-19 cases prediction by using hybrid machine learning and beetle antennae search approach
por: Zivkovic, Miodrag, et al.
Publicado: (2021)

Hybridized sine cosine algorithm with convolutional neural networks dropout regularization application
por: Bacanin, Nebojsa, et al.
Publicado: (2022)

Temperature-related mortality estimates after accounting for the cumulative effects of air pollution in an urban area
por: Stanišić Stojić, Svetlana, et al.
Publicado: (2016)

An Interpretable Prediction Model for Identifying N(7)-Methylguanosine Sites Based on XGBoost and SHAP
por: Bi, Yue, et al.
Publicado: (2020)

Factors influencing secondary school students’ reading literacy: An analysis based on XGBoost and SHAP methods
por: Liu, Hao, et al.
Publicado: (2022)

Detection of the chronic kidney disease using XGBoost classifier and explaining the influence of the attributes on the model using SHAP
por: Raihan, Md. Johir, et al.
Publicado: (2023)

Multi-Swarm Algorithm for Extreme Learning Machine Optimization
por: Bacanin, Nebojsa, et al.
Publicado: (2022)

Factors related to steroid treatment responsiveness in thyroid eye disease patients and application of SHAP for feature analysis with XGBoost
por: Park, Jungyul, et al.
Publicado: (2023)

Performance of Elephant Herding Optimization and Tree Growth Algorithm Adapted for Node Localization in Wireless Sensor Networks
por: Strumberger, Ivana, et al.
Publicado: (2019)

Modeling of energy consumption factors for an industrial cement vertical roller mill by SHAP-XGBoost: a "conscious lab" approach
por: Fatahi, Rasoul, et al.
Publicado: (2022)

Image Clustering by Generative Adversarial Optimization and Advanced Clustering Criteria
por: Tuba, Eva, et al.
Publicado: (2020)

m5Cpred-XS: A New Method for Predicting RNA m5C Sites Based on XGBoost and SHAP
por: Liu, Yinbo, et al.
Publicado: (2022)

Novel chaotic oppositional fruit fly optimization algorithm for feature selection applied on COVID 19 patients’ health prediction
por: Bacanin, Nebojsa, et al.
Publicado: (2022)

Novel Improved Salp Swarm Algorithm: An Application for Feature Selection
por: Zivkovic, Miodrag, et al.
Publicado: (2022)

Modified firefly algorithm for workflow scheduling in cloud-edge environment
por: Bacanin, Nebojsa, et al.
Publicado: (2022)

A novel firefly algorithm approach for efficient feature selection with COVID-19 dataset
por: Bacanin, Nebojsa, et al.
Publicado: (2023)

GPUTreeShap: massively parallel exact calculation of SHAP scores for tree ensembles
por: Mitchell, Rory, et al.
Publicado: (2022)

Ultrasound-based radiomics XGBoost model to assess the risk of central cervical lymph node metastasis in patients with papillary thyroid carcinoma: Individual application of SHAP
por: Shi, Yan, et al.
Publicado: (2022)

Positional SHAP (PoSHAP) for Interpretation of machine learning models trained from biological sequences
por: Dickinson, Quinn, et al.
Publicado: (2022)

Fate of PAHs in the vicinity of aluminum smelter
por: Borgulat, Jacek, et al.
Publicado: (2018)

Chaotic Harris Hawks Optimization with Quasi-Reflection-Based Learning: An Application to Enhance CNN Design
por: Basha, Jameer, et al.
Publicado: (2021)

Wall segmentation in 2D images using convolutional neural networks
por: Bjekic, Mihailo, et al.
Publicado: (2023)

SHAP and LIME: An Evaluation of Discriminative Power in Credit Risk
por: Gramegna, Alex, et al.
Publicado: (2021)

The complete chloroplast genome of Alhagi sparsifolia Shap. (Leguminosae)
por: Jiang, Xi, et al.
Publicado: (2021)

Metaheuristics /
Publicado: (2016)

Metaheuristics
por: Kaveh, Ali, et al.
Publicado: (2019)

PPSW–SHAP: Towards Interpretable Cell Classification Using Tree-Based SHAP Image Decomposition and Restoration for High-Throughput Bright-Field Imaging
por: Goktas, Polat, et al.
Publicado: (2023)

Handbook of metaheuristics
por: Gendreau, Michel, et al.
Publicado: (2018)

Metaheuristics for Logistics
por: Deroussi, Laurent
Publicado: (2016)

Hybrid Metaheuristics
por: Talbi, El-Ghazali
Publicado: (2013)

Handbook of metaheuristics
por: Glover, Fred, et al.
Publicado: (2003)

Handbook of metaheuristics
por: Gendreau, Michel, et al.
Publicado: (2010)

Metaheuristics for pharmacometrics
por: Kim, Seongho, et al.
Publicado: (2021)

Metaheuristics : from design to implementation /
por: Talbi, El-Ghazali, 1965-
Publicado: (2009)

Cannot write session to /tmp/vufind_sessions/sess_jkqbgo5mfj8g35k4eggqcsssts