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2026/02/21 3

Genetic Algorithm

* terminologychromosome: the answer of question, form of output of modelgene: basic component of chromosomeencoding: form of answer -> chromosomedecoding: chromosome -> form of answer fitness: the score of how much each chromosome is fit to environment at that time point-> fitness function: use to get score of each chromosome Core concept of genetic algorithm - select chromosomes of high fitness..

머신러닝 2026.02.21

Examples of medical AI applications using ml

1. Radiomics1) predicting binomial prognosis of glioblastoma with MRI imageMRI T1, T2 image -> use 1 axial image penetrating the center of tumor in each patient imagedata: 70 patient data consisting of clinical information and DICOM image -> segmentation of tumor using ImageJ-> define and calculate numercial features using radiomics package in R-> train and test ml model (Ex: Random Forest) - 0/..

의료 인공지능 2026.02.21

kNN, k means clustering, a priori method

1. kNN- select variables based on pca results- normalize (max-min / z norm) each variable- scatter datapoints into space- datapoints -> label O, label X group split- apply kNN alg -> classify label X group, using k nearest datapoints(label O group) * k is odd number! -> to escape the situation where k nearest datapoints show 50:50 proportion of two classes* supervised learning: must use labeled ..

머신러닝 2026.02.21
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dfs, ML, deep learning, hyperplane, dl, reduced rank LDA, 순차 무모순, 딥러닝, 의사를 위한 실전 인공지능, k means clustering, degree of membership, membership function, a priori, 선형화 가능, kernel pca, 스레드, hedge operation, probability theory, backpropagation, 깊이우선탐색,

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