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

UR - https://www.scopus.com/pages/publications/3142537293

UR - https://www.scopus.com/pages/publications/3142537293#tab=citedBy

UR - https://www.mendeley.com/catalogue/3de92101-7634-3872-a51d-f5865236d599/

U2 - 10.1016/j.compbiolchem.2004.05.002

DO - 10.1016/j.compbiolchem.2004.05.002

M3 - Article

C2 - 15261154

AN - SCOPUS:3142537293

SN - 1476-9271

VL - 28

SP - 235

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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