Publications by MADHU M
US Arrests Clustering Analysis
Introduction In this analysis, we perform clustering on the USArrests dataset, applying different methods such as k-means clustering and hierarchical clustering. We also visualize the results using PCA and dendrograms to compare the clustering outcomes. # Load and preview the dataset data(USArrests) head(USArrests) ## Murder Assault...
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PCA Analysis on the mtcars Dataset
Introduction In this analysis, we perform Principal Component Analysis (PCA) on the mtcars dataset, which includes various specifications of different car models. PCA helps to reduce the dimensionality of the dataset while retaining as much variance as possible, allowing for easier visualization and analysis. # Load necessary libraries library...
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Clustering Analysis using k-means, DBSCAN, and Evaluation Metrics in R
Clustering Analysis using k-means, DBSCAN, and Evaluation Metrics in R #1. Introduction In this tutorial, we demonstrate how to perform clustering analysis using the k-means and DBSCAN (Density-Based Spatial Clustering of Applications with Noise) algorithms. Additionally, we explore different methods such as the Elbow Method, Silhouette Method,...
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Image Classification of Animals and Plants.
# Load necessary libraries library(imager) ## Loading required package: magrittr ## ## Attaching package: 'imager' ## The following object is masked from 'package:magrittr': ## ## add ## The following objects are masked from 'package:stats': ## ## convolve, spectrum ## The following object is masked from 'package:graphics': ## #...
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Clustering
# Load necessary libraries library(imager) ## Loading required package: magrittr ## ## Attaching package: 'imager' ## The following object is masked from 'package:magrittr': ## ## add ## The following objects are masked from 'package:stats': ## ## convolve, spectrum ## The following object is masked from 'package:graphics': ## #...
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Haberman Survival
output: pdf_document Name of the student-Madhu M 2. Reg No - 20203MDTS07ALA030 3. Assignment submitted to - KA Venkatesh 4. Program Name & Semester and University Name - MSc Datascience ,Alliance University 5. Date of submission - 04/9/2024 # ANN Implementation with the Haberman’s Survival Data About the Dataset. The Haberman’s Survival Da...
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Haberman_Survival Dataset
R Markdown This is an R Markdown document. Markdown is a simple formatting syntax for authoring HTML, PDF, and MS Word documents. For more details on using R Markdown see http://rmarkdown.rstudio.com. When you click the Knit button a document will be generated that includes both content as well as the output of any embedded R code chunks within...
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Haberman survival
R Markdown This is an R Markdown document. Markdown is a simple formatting syntax for authoring HTML, PDF, and MS Word documents. For more details on using R Markdown see http://rmarkdown.rstudio.com. When you click the Knit button a document will be generated that includes both content as well as the output of any embedded R code chunks within...
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