지원사업
학술연구/단체지원/교육 등 연구자 활동을 지속하도록 DBpia가 지원하고 있어요.
커뮤니티
연구자들이 자신의 연구와 전문성을 널리 알리고, 새로운 협력의 기회를 만들 수 있는 네트워킹 공간이에요.
논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 저널정보
- 한국자료분석학회 Journal of The Korean Data Analysis Society Journal of The Korean Data Analysis Society 제18권 제4호
- 발행연도
- 2016.1
- 수록면
- 1,741 - 1,750 (10page)
이용수
초록· 키워드
오류제보하기
Balance among the numbers of samples classified by their respective phenotypic classes would affect the results of the genomic association assessments. However it may not be always possible to maintain the balance or there may not be even clear balancing condition, especially with multi-class datasets. It would be desirable to have a method that is able to persistently give a consistent and correct estimation against a certain amount of change or imbalance between the phenotypic classes. We propose to examine the variance of an association measure on an ensemble of confusion matrices formed by assigning the possible combinations of the predicted class to each multifactor genotype without an effort to specify the single best set. Detection power of our method was retained through intentional un-balancing when odd ratio-based estimation showed continuous drop in the detection power. It was found that only 10% of the complete set of predicted class would yield sufficient result. Improvement was obvious and therefore the proposed method may not require the strict balance among the phenotypic classes to assess the correct genomic association.
목차
등록된 정보가 없습니다.
참고문헌 (21)
참고문헌 신청
Bush, W. S. / 2008 / Alternative contingency table measures improve the power and detection of multifactor dimensionality reduction / BMC Bioinformatics 9:238~254
Cabarello, J. C. F. / 2010 / Sensitivity versus accuracy in multiclass problems using memetic Pareto evolutionary neural networks / IEEE Transactions on Neural Networks 21(5):750~770
Carrillo, H. / 2014 / Probabilistic performance evaluation for multiclass classification using the posterior balanced accuracy / Robot2013: First Iberian Robotics Conference, Advances in Intelligent Systems and Computing 252:347~361
Evans, D. M. / 2006 / Two-stage two-locus models in genome-wide association / PLOS Genetics 2(9):e157
Gorodkin, J. / 2004 / Comparing two K-category assignments by a K-category correlation coefficient / Computational Biology and Chemistry 28:367~374
Cabarello, J. C. F. / 2010 / Sensitivity versus accuracy in multiclass problems using memetic Pareto evolutionary neural networks / IEEE Transactions on Neural Networks 21(5):750~770
Carrillo, H. / 2014 / Probabilistic performance evaluation for multiclass classification using the posterior balanced accuracy / Robot2013: First Iberian Robotics Conference, Advances in Intelligent Systems and Computing 252:347~361
Evans, D. M. / 2006 / Two-stage two-locus models in genome-wide association / PLOS Genetics 2(9):e157
Gorodkin, J. / 2004 / Comparing two K-category assignments by a K-category correlation coefficient / Computational Biology and Chemistry 28:367~374
함께 읽어보면 좋을 논문
논문 유사도에 따라 DBpia 가 추천하는 논문입니다. 함께 보면 좋을 연관 논문을 확인해보세요!
-
Phenotypic and Genomic Characterization of a New Species Belonging to the SAR116 Clade in the Class Alphaproteobacteria
한국미생물학회 학술대회논문집
2019 .04
-
Differential Manifestation of Ocular Phenotypes in TALEN-mediated p19arf Knockout FVB/N and C57BL/6J mouse lines
Genes & Genomics
2020 .01
-
지구과학 예비교사들은‘수업’에서 무엇을 보는가? -예비교사들의 수업 경험과 비평을 통해서-
대한지구과학교육학회지
2017 .08
-
Deep Learning Identification of the Gene-Gene Interactions without the Need of thorough Investigation of Each Genomic Combination
Journal of The Korean Data Analysis Society
2017 .01
-
거꾸로 수업기반 지구과학 수업모델 개발 및 적용 사례
대한지구과학교육학회지
2017 .08
-
Phenotypic and Genomic Characterization of a Novel Kingella Species, Isolated from a Child with Osteomyelitis
한국미생물학회 학술대회논문집
2022 .10
-
Ray Class Invariants in Terms of Extended Form Class Groups
East Asian Mathematical Journal
2021 .01
-
Genomic and Metabolic Features of Enterococcus faecium Revealed by Pan-genomic and Metatranscriptomic Analysis
한국미생물학회 학술대회논문집
2020 .10
-
ARCS전략을 적용한 스토리텔링 과학수업이 초등학생들의 과학수업동기 및 과학적 태도에 미치는 효과
대한지구과학교육학회지
2015 .01
-
Multi-order fractional operator in a time-differential formal with balance function
한국수학논문집
2019 .01
-
Relationship between spatial organization and biological function, analyzed using gene ontology and chromosome conformation capture of human and fission yeast genomes
Genes & Genomics
2016 .01
-
Spatial Randomness Applied to the Assessment of the Association Between a Disease and a Phenotype
Journal of The Korean Data Analysis Society
2019 .01
-
Unlocking biological mechanisms with integrative functional genomics approaches
Molecules and Cells
2024 .01
-
농업인의 일·생활 균형과 사회적지지가 직무스트레스에 미치는 영향 요인 연구
한국지역사회생활과학회지
2022 .11
-
A Study on the Performance Improvement of Machine Learning Classification Model by Resolving Imbalance in Financial Data: Focusing on Credit Card Accidents
Quantitative Bio-Science
2023 .05
-
Optimization of headspace gas chromatograph with flame ionization detector for Residual solvents of Class 1, Class 2, and Class 3
한국분석과학회 학술대회
2023 .11
-
Isolation and Genomic Study of Marine SAR202 Bacteria
한국미생물학회 학술대회논문집
2021 .08
-
On some properties of $J$-class operators
대한수학회논문집
2019 .01
-
Fungal Genomics in Dermatology
대한의진균학회지
2019 .01
-
Genomic Analysis of Microorganisms Isolated from Kimchi and Human
한국미생물학회 학술대회논문집
2019 .04
이 논문의 저자 정보
최근 본 자료
댓글(0)
0