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Genomics를 위한 Machine learning. Digital healthcare를 위한 중요한 도구.
관련기사
- Google Has Released an AI Tool That Makes Sense of Your Genome : Google에서 DeepVariant라는 Genome 기계학습 분석 도구를 공개했다고.
- 인공지능, 의사도 능가 : 전자의료기록(EMR) 데이터를 학습하여, 심장마비 예측. AUC 0.75
관련논문
- A machine learning approach to integrate big data for precision medicine in acute myeloid leukemia Nature Communication : AML Precision medicine을 기계학습으로
- A machine-learning heuristic to improve gene score prediction of polygenic traits Short title: Machine-learning boosted gene scores bioRxiv
- Deep learning for computational biology Molecular Systems Biology : Deep learning 생물학적 응용 사례 리뷰
- Joint analysis of multiple high-dimensional data types using sparse matrix approximations of rank-1 with applications to ovarian and liver cancer BioData Mining : Gene expression (mRNA, microRNA), DNA methylation 데이터를 통합한 행렬을 만들고, IPA, SVD로 중요정보 추출 -- TCGA 데이터로 Survival analysis 검증.
- Machine Learning in Genomic Medicine: A Review of Computational Problems and Data Sets Proceedings of the IEEE
- Machine learning applications in cancer prognosis and prediction Computational and Structural Biotechnology Journal
- Machine learning in bioinformatics Briefings in Bioinformatics