need answer ### Decision Trees vs. Logistic Regression Models#### Analysis of GraphsThe provided image displays two graphs comparing different machine learning models' fit for the same dataset in a 2-dimensional space. The x-axes are labeled \( X_1 \) and the y-axes are labeled \( X_2 \).1. **First Graph (Left Panel):** - The graph portrays a data classification scenario. - It uses a diagonal boundary to separate the two regions. - The regions indicate different classes; the green area represents one class and the yellow area represents another. - This kind of separation boundary is indicative of Logistic Regression, a linear classifier known to create a linear boundary.2. **Second Graph (Right Panel):** - This graph illustrates the same classification scenario but with a different separation method. - In this graph, the data points are separated using horizontal and vertical lines forming a step-wise region. - This type of step-like boundary suggests the use of a Decision Tree, which segments the data space into rectangular regions.Given the block-like structure of the decision boundaries in the right panel, it can be inferred that a Decision Tree model has been used, which is known for creating non-linear boundaries by splitting the data space axis-aligned lines. This rectangular segmentation is often better at capturing complex patterns in data compared to a linear model like Logistic Regression, which is constrained to linear boundaries.#### True or False StatementGiven the following picture of the data, a Decision Tree will likely fit the data better than a Logistic Regression model.- **Answer: True**This reflects the information in the graphs that indicate non-linear boundary fitting capabilities of a Decision Tree compared to a simple linear boundary from Logistic Regression.#### Multiple Choice:- **True**: A decision tree will likely fit the data better considering the graphical representation.- False

Answered: Image /qna-images/answer/8d992b81-5d7d-4529-90fb-f039a41cdcf1.jpg

Answered: Given the following picture of the…

Given the following picture of the data, a decision tree will likely fit the data better than a logistic regression model. 2. -2 -1 2 -2 X, X, True False X2 -2 -1 X2 -2 -1

Database System Concepts

7th Edition

ISBN:9780078022159

Author:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan

Publisher:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan

Chapter1: Introduction

Section: Chapter Questions

Problem 1PE

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The table given below contains information about different students from the same school. In this question, you are asked to normalize the data given until the 3rd normal. You may work in excel
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The table given below contains information about different students from the same school. In this question, you are asked to normalize the data given until the 3rd normal. You may work in excel
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