Build a logistic regression model with the same dataset and the data partition to develop the best possible machine learning algorithm to determine whether the house is Luxury or not. For this step, you need to normalize the data. Please compare the performance of the logistic regression model and the best k$-$NN model and provide a detailed explanation about the comparison.