You are developing a classifier for a biomedical dataset wit…
You are developing a classifier for a biomedical dataset with 500 features and only 120 labeled samples. You aim to improve generalization and interpretability by selecting a subset of features before training. Which of the following statements are true?
Read DetailsYou observe that PCA explains a majority of the variance wit…
You observe that PCA explains a majority of the variance with the first several components, while ICA shows the highest excess kurtosis in its first several components. However, ICA also identifies 2 additional components with mild excess kurtosis (0.3 and 0.1). Suppose your downstream task is unsupervised clustering of eel behavioral states using these reduced representations. Which of the following best explains why choosing more than 3 components (e.g., 5) might degrade clustering performance? Choose all that apply.
Read DetailsA nurse is caring for a client who is experiencing excessive…
A nurse is caring for a client who is experiencing excessive diarrhea. The client’s arterial blood gas values are pH 7.18, PaO2 98 mm Hg, PaCO2 45 mm Hg, and HCO3 16 mEq/L (16 mmol/L). Which primary health care provider order does the nurse expect to receive?
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