[HTML][HTML] Estimating chromium concentration in arable soil based on the optimal principal components by hyperspectral data

F Guo, Z Xu, H Ma, X Liu, S Tang, Z Yang, L Zhang… - Ecological …, 2021 - Elsevier
The heavy metal pollution in arable soil poses a significant threat to human health. Thus, it is
of great significance to investigate the contamination of heavy metal elements in the soil. As …

Deep learning methods in metagenomics: a review

G Roy, E Prifti, E Belda, JD Zucker - Microbial Genomics, 2024 - microbiologyresearch.org
The ever-decreasing cost of sequencing and the growing potential applications of
metagenomics have led to an unprecedented surge in data generation. One of the most …

LASSO-based feature selection for improved microbial and microbiome classification

O Queen, SJ Emrich - 2021 IEEE International Conference on …, 2021 - ieeexplore.ieee.org
Microbial and microbiome data consist of large data matrices that contain many irrelevant or
colinear features. This can hinder the performance of machine learning algorithms because …

[HTML][HTML] On Optimizing Hyperspectral Inversion of Soil Copper Content by Kernel Principal Component Analysis

F Guo, Z Xu, H Ma, X Liu, L Gao - Remote Sensing, 2024 - mdpi.com
Heavy metal pollution not only causes detrimental effects on the environment but also poses
threats to human health; thus, it is crucial to monitor the heavy metal content in the soil …

Human gut microbiome data analysis for disease likelihood prediction using autoencoders

D Wickramaratne, R Wijesinghe… - 2021 21st International …, 2021 - ieeexplore.ieee.org
The community of microbes including bacteria, viruses, fungi etc. living in and on our body is
known as the human microbiome. The human microbiome plays an important role in life …

A Study to Classify Virus Genome Through Analyzing DNA Sequences Using Transformer Model

TB Shiraj, MA Yousuf - 2024 6th International Conference on …, 2024 - ieeexplore.ieee.org
In a generic computational environment for biological data processing, classifying DNA
sequences is an important task. In recent times, a range of machine learning methods have …

BioMedical Visualization: Past Work, Current Trends, and Open Challenges

Medicine and biology are important research fields with a significant impact on humans and
their health. In the last few decades, many visualization strategies have been proposed for …

[图书][B] Copula in Variational Autoencoders

A Quint - 2023 - search.proquest.com
Variational inference algorithms seek to estimate the posterior of latent variables using
anapproximate inference model. Within this, Variational Auto-Encoders (VAEs) provide an …

Identification and Characterization of Human Gut Microbiome Active Traits in Cereal Grains

N Korth - 2022 - search.proquest.com
The composition and function of the human gut microbiome are associated with many
aspects of human health and disease and are shaped by diet. Staple grains, which comprise …

MetaG: a comprehensive visualization tool to explore metagenomes

K Wijegunarathna, U Maduranga… - 2020 IEEE …, 2020 - ieeexplore.ieee.org
Sequencing in metagenomes opens new ways of analyzing genomics in microbial
communities in their habitats. Analyzing metagenomes has been a challenge not only …