Multi-class tumor classification by discriminant partial least squares using microarray gene expression data and assessment of classification models

Yongxi Tan; Leming Shi; Weida Tong; G. T.Gene Hwang; Charles Wang

doi:10.1016/j.compbiolchem.2004.05.002

Multi-class tumor classification by discriminant partial least squares using microarray gene expression data and assessment of classification models

Yongxi Tan, Leming Shi, Weida Tong, G. T.Gene Hwang, Charles Wang

Research output: Contribution to journal › Article › peer-review

Original language	English
Pages (from-to)	235-243
Number of pages	9
Journal	Computational Biology and Chemistry
Volume	28
Issue number	3
DOIs	https://doi.org/10.1016/j.compbiolchem.2004.05.002
State	Published - Jul 2004
Externally published	Yes

ASJC Scopus Subject Areas

Structural Biology
Biochemistry
Organic Chemistry
Computational Mathematics

Keywords

Classification
DPLS
Leave-half-out cross-validation
Microarray
Reliability
Reproducibility of Results
Leukemia/classification
Humans
Lymphoma, Non-Hodgkin/classification
Gene Expression Regulation, Neoplastic
Models, Statistical
Rhabdomyosarcoma/classification
Breast Neoplasms/classification
Oligonucleotide Array Sequence Analysis/methods
Neuroblastoma/classification
Algorithms
Neoplasms/classification
Sarcoma, Ewing/classification
Computer Simulation
Least-Squares Analysis
Female
Neoplastic Syndromes, Hereditary/classification

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10.1016/j.compbiolchem.2004.05.002

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@article{0efbfbeaaa8b458a8a2e973c7d9a552a,

title = "Multi-class tumor classification by discriminant partial least squares using microarray gene expression data and assessment of classification models",

keywords = "Classification, DPLS, Leave-half-out cross-validation, Microarray, Reliability, Reproducibility of Results, Leukemia/classification, Humans, Lymphoma, Non-Hodgkin/classification, Gene Expression Regulation, Neoplastic, Models, Statistical, Rhabdomyosarcoma/classification, Breast Neoplasms/classification, Oligonucleotide Array Sequence Analysis/methods, Neuroblastoma/classification, Algorithms, Neoplasms/classification, Sarcoma, Ewing/classification, Computer Simulation, Least-Squares Analysis, Female, Neoplastic Syndromes, Hereditary/classification",

author = "Yongxi Tan and Leming Shi and Weida Tong and Hwang, {G. T.Gene} and Charles Wang",

note = "Funding Information: We thank referees for helpful comments. Y.X. Tan and C. Wang were partially supported by General Clinical Research Center grant M01-RR00425 from the National Center for Research Resources. ",

year = "2004",

month = jul,

doi = "10.1016/j.compbiolchem.2004.05.002",

language = "English",

volume = "28",

pages = "235--243",

journal = "Computational Biology and Chemistry",

issn = "1476-9271",

number = "3",

}

TY - JOUR

T1 - Multi-class tumor classification by discriminant partial least squares using microarray gene expression data and assessment of classification models

AU - Tan, Yongxi

AU - Shi, Leming

AU - Tong, Weida

AU - Hwang, G. T.Gene

AU - Wang, Charles

N1 - Funding Information: We thank referees for helpful comments. Y.X. Tan and C. Wang were partially supported by General Clinical Research Center grant M01-RR00425 from the National Center for Research Resources.

PY - 2004/7

Y1 - 2004/7

KW - Classification

KW - DPLS

KW - Leave-half-out cross-validation

KW - Microarray

KW - Reliability

KW - Reproducibility of Results

KW - Leukemia/classification

KW - Humans

KW - Lymphoma, Non-Hodgkin/classification

KW - Gene Expression Regulation, Neoplastic

KW - Models, Statistical

KW - Rhabdomyosarcoma/classification

KW - Breast Neoplasms/classification

KW - Oligonucleotide Array Sequence Analysis/methods

KW - Neuroblastoma/classification

KW - Algorithms

KW - Neoplasms/classification

KW - Sarcoma, Ewing/classification

KW - Computer Simulation

KW - Least-Squares Analysis

KW - Female

KW - Neoplastic Syndromes, Hereditary/classification

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C2 - 15261154

AN - SCOPUS:3142537293

SN - 1476-9271

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EP - 243

JO - Computational Biology and Chemistry

JF - Computational Biology and Chemistry

IS - 3

ER -

Multi-class tumor classification by discriminant partial least squares using microarray gene expression data and assessment of classification models

ASJC Scopus Subject Areas

Keywords

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