A comparative evaluation of the generalised predictive ability of eight machine learning algorithms across ten clinical metabolomics data sets for binary classification
出版年份 2019 全文链接
标题
A comparative evaluation of the generalised predictive ability of eight machine learning algorithms across ten clinical metabolomics data sets for binary classification
作者
关键词
-
出版物
Metabolomics
Volume 15, Issue 12, Pages -
出版商
Springer Science and Business Media LLC
发表日期
2019-11-15
DOI
10.1007/s11306-019-1612-4
参考文献
相关参考文献
注意：仅列出部分参考文献，下载原文获取全部文献信息。- The Consortium of Metabolomics Studies (COMETS): Metabolomics in 47 Prospective Cohort Studies
- (2019) Bing Yu et al. AMERICAN JOURNAL OF EPIDEMIOLOGY
- Toward collaborative open data science in metabolomics using Jupyter Notebooks and cloud computing
- (2019) Kevin M. Mendez et al. Metabolomics
- International Ring Trial of a High Resolution Targeted Metabolomics and Lipidomics Platform for Serum and Plasma Analysis
- (2019) J. Will Thompson et al. ANALYTICAL CHEMISTRY
- The application of artificial neural networks in metabolomics: a historical perspective
- (2019) Kevin M. Mendez et al. Metabolomics
- Guidelines and considerations for the use of system suitability and quality control samples in mass spectrometry assays applied in untargeted clinical metabolomic studies
- (2018) David Broadhurst et al. Metabolomics
- Serum metabolomic profiles associated with postmenopausal hormone use
- (2018) Victoria L. Stevens et al. Metabolomics
- Gut microbiome structure and metabolic activity in inflammatory bowel disease
- (2018) Eric A. Franzosa et al. Nature Microbiology
- HMDB 4.0: the human metabolome database for 2018
- (2017) David S Wishart et al. NUCLEIC ACIDS RESEARCH
- Science and data science
- (2017) David M. Blei et al. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA
- Distinct signatures of dental plaque metabolic byproducts dictated by periodontal inflammatory status
- (2017) Akito Sakanaka et al. Scientific Reports
- Sharing and community curation of mass spectrometry data with Global Natural Products Social Molecular Networking
- (2016) Mingxun Wang et al. NATURE BIOTECHNOLOGY
- A tutorial review: Metabolomics and partial least squares-discriminant analysis – a marriage of convenience or a shotgun wedding
- (2015) Piotr S. Gromski et al. ANALYTICA CHIMICA ACTA
- 1H-NMR urinary metabolomic profiling for diagnosis of gastric cancer
- (2015) Angela W Chan et al. BRITISH JOURNAL OF CANCER
- Investigation of Metabolomic Blood Biomarkers for Detection of Adenocarcinoma Lung Cancer
- (2015) J. F. Fahrmann et al. CANCER EPIDEMIOLOGY BIOMARKERS & PREVENTION
- Analysis of the Human Adult Urinary Metabolome Variations with Age, Body Mass Index, and Gender by Implementing a Comprehensive Workflow for Univariate and OPLS Statistical Analyses
- (2015) Etienne A. Thévenot et al. JOURNAL OF PROTEOME RESEARCH
- Metabolic profiling reveals anomalous energy metabolism and oxidative stress pathways in chronic fatigue syndrome patients
- (2015) Christopher W. Armstrong et al. Metabolomics
- Metabolomics Workbench: An international repository for metabolomics data and metadata, metabolite standards, protocols, tutorials and training, and analysis tools
- (2015) Manish Sud et al. NUCLEIC ACIDS RESEARCH
- Tidy Data
- (2015) Hadley Wickham Journal of Statistical Software
- Large-scale Metabolomic Profiling Identifies Novel Biomarkers for Incident Coronary Heart Disease
- (2014) Andrea Ganna et al. PLoS Genetics
- Monounsaturated fatty acids in serum triacylglycerols are associated with response to neoadjuvant chemotherapy in breast cancer patients
- (2013) Mika Hilvo et al. INTERNATIONAL JOURNAL OF CANCER
- Translational biomarker discovery in clinical metabolomics: an introductory tutorial
- (2012) Jianguo Xia et al. Metabolomics
- Double-check: validation of diagnostic statistics for PLS-DA models in metabolomics studies
- (2011) Ewa Szymańska et al. Metabolomics
- Systems level studies of mammalian metabolomes: the roles of mass spectrometry and nuclear magnetic resonance spectroscopy
- (2010) Warwick B. Dunn et al. CHEMICAL SOCIETY REVIEWS
- MassBank: a public repository for sharing mass spectral data for life sciences
- (2010) Hisayuki Horai et al. JOURNAL OF MASS SPECTROMETRY
- Some nonlinear challenges in biology
- (2008) Francesco Mosconi et al. NONLINEARITY
Add your recorded webinar
Do you already have a recorded webinar? Grow your audience and get more views by easily listing your recording on Peeref.
Upload NowBecome a Peeref-certified reviewer
The Peeref Institute provides free reviewer training that teaches the core competencies of the academic peer review process.
Get Started