Data Sheet 5_EPheClass: ensemble-based phenotype classifier from 16S rRNA gene sequences.csv

Data Sheet 5_EPheClass: ensemble-based phenotype classifier from 16S rRNA gene sequences.csv

<p>One area of bioinformatics that is currently attracting particular interest is the classification of polymicrobial diseases using machine learning (ML), with data obtained from high-throughput amplicon sequencing of the 16S rRNA gene in human microbiome samples. The microbial dysbiosis unde...

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التفاصيل البيبلوغرافية
المؤلف الرئيسي:	Lara Vázquez-González (12061883) (author)
مؤلفون آخرون:	Carlos Peña-Reyes (22335550) (author), Alba Regueira-Iglesias (12061880) (author), Carlos Balsa-Castro (12061886) (author), Inmaculada Tomás (385064) (author), María J. Carreira (18557799) (author)
منشور في:	2025
الموضوعات:	Bioinformatics microbiome phenotype classification 16S rRNA gene machine learning feature selection ensemble-based classification
الوسوم:	إضافة وسم لا توجد وسوم, كن أول من يضع وسما على هذه التسجيلة!

مواد مشابهة

Data Sheet 2_EPheClass: ensemble-based phenotype classifier from 16S rRNA gene sequences.csv
حسب: Lara Vázquez-González (12061883)
منشور في: (2025)

Data Sheet 4_EPheClass: ensemble-based phenotype classifier from 16S rRNA gene sequences.csv
حسب: Lara Vázquez-González (12061883)
منشور في: (2025)

Data Sheet 3_EPheClass: ensemble-based phenotype classifier from 16S rRNA gene sequences.csv
حسب: Lara Vázquez-González (12061883)
منشور في: (2025)

Data Sheet 6_EPheClass: ensemble-based phenotype classifier from 16S rRNA gene sequences.csv
حسب: Lara Vázquez-González (12061883)
منشور في: (2025)

Data Sheet 7_EPheClass: ensemble-based phenotype classifier from 16S rRNA gene sequences.csv
حسب: Lara Vázquez-González (12061883)
منشور في: (2025)

Data Sheet 1_EPheClass: ensemble-based phenotype classifier from 16S rRNA gene sequences.pdf
حسب: Lara Vázquez-González (12061883)
منشور في: (2025)

ROC curve of (a) Ensemble and (b) Stacking Classifier.
حسب: Tanzir Hossain (21511899)
منشور في: (2025)

Confusion matrix of (a) Ensemble and (b) Stacking Classifier.
حسب: Tanzir Hossain (21511899)
منشور في: (2025)

The framework of our ensemble classifier: RSBagging model.
حسب: Fang Wang (105926)
منشور في: (2024)

Optimal classifier structure for ensemble classifier.
حسب: Muhammad Faheem Altaf (20903144)
منشور في: (2025)

The classification specificity for the single- (light gray) and the ensemble classifiers (dark gray).
حسب: Mehdi Hosseinzadeh (8383239)
منشور في: (2024)

The classification sensitivity for the single- (light gray) and the ensemble classifiers (dark gray).
حسب: Mehdi Hosseinzadeh (8383239)
منشور في: (2024)

The classification accuracy for the single- (light gray) and the ensemble classifiers (dark gray).
حسب: Mehdi Hosseinzadeh (8383239)
منشور في: (2024)

The F1 macro, weighted, and micro scores for various classifiers and a voting ensemble.
حسب: Sonia Saini (14789678)
منشور في: (2025)

16S rRNA 抗体
حسب: xiangyi pan (20973236)
منشور في: (2025)

Comparison of the accuracy, sensitivity, and specificity of our ensemble and single classifiers with the some of the methods cited in Table 3.
حسب: Mehdi Hosseinzadeh (8383239)
منشور في: (2024)

16S rRNA Sequencing Raw Data
حسب: Cao (22212787)
منشور في: (2025)

16S rRNA sequencing in community cultivation
حسب: Minghao Li (16883793)
منشور في: (2025)

Multi-label Random Subspace Ensemble Classification<sup>1</sup>
حسب: Fan Bi (19824100)
منشور في: (2024)

16s rRNA data of Ningxiang pigs
حسب: Li Wangchang (14656847)
منشور في: (2025)

The overview of R-R values and predictions of XGBoost, Ensemble of SVMs, and GRU + FCN classifiers for consecutive time windows for the two individuals.
حسب: Kamil Książek (22177742)
منشور في: (2025)

The overview of R-R values and predictions of XGBoost, Ensemble of SVMs, and GRU + FCN classifiers for consecutive time windows for the three selected individuals.
حسب: Kamil Książek (22177742)
منشور في: (2025)

Confusion matrix for the proposed ensemble classifier.
حسب: Afira Aslam (21433666)
منشور في: (2025)

Ensemble modeling results.
حسب: Shazab Bashir (21175566)
منشور في: (2025)

Architecture of Ensemble Deep Learning (EDL) Model.
حسب: Priyanka Roy (14580479)
منشور في: (2025)

Mouse Gut 16S rRNA Sequencing Results
حسب: Xiaojia Liu (22333300)
منشور في: (2025)

Ensemble learning model prediction results based on text indicators.
حسب: Zhiheng Zhang (9347282)
منشور في: (2025)

16S rRNA sequencing of the 67 patients with NSCLC
حسب: LIANG ZHANG (20480390)
منشور في: (2024)

Further analysis of text indicators: prediction results of ensemble learning models.
حسب: Zhiheng Zhang (9347282)
منشور في: (2025)

The results for the ensemble classification strategy for three types of classifiers: kNN (<i>k</i> = 3), SVM with a polynomial kernel, and DT.
حسب: Mehdi Hosseinzadeh (8383239)
منشور في: (2024)

Ensemble learning model prediction results under different dimensionality reduction methods.
حسب: Zhiheng Zhang (9347282)
منشور في: (2025)

Validation statistical analysis of the ensemble metrics.
حسب: Shazab Bashir (21175566)
منشور في: (2025)

Proposed ensemble architecture for video classification.
حسب: Shazab Bashir (21175566)
منشور في: (2025)

Mouse 16S rRNA gene sequencing data
حسب: Aliu Moomin (19844754)
منشور في: (2024)

16S rRNA基因测序数据.zip
حسب: Zhiqiang Xu (21984305)
منشور في: (2025)

16S rRNA sequencing data of Xiangxi black_pigs
حسب: Li Wangchang (14656847)
منشور في: (2025)

Augmented Ensemble Model (AEM).
حسب: Sonia Saini (14789678)
منشور في: (2025)

Figure S2 - full Azoamicaceae 16S rRNA phylogeny
حسب: Louison Nicolas-Asselineau (18873574)
منشور في: (2025)

Classification report for ensemble technique.
حسب: Ashrafun Zannat (21807747)
منشور في: (2025)

ROC curve for ensemble technique.
حسب: Ashrafun Zannat (21807747)
منشور في: (2025)

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