Downloads: 250 | Views: 415 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1
Research Paper | Computer Science & Engineering | India | Volume 9 Issue 1, January 2020 | Popularity: 6.4 / 10
Sonar Target Classification Problem: Machine Learning Models
Ritwick Ghosh
Abstract: In this study various machine learning algorithms are used for a noisy binary classification problem. The dataset that was used by Gorman and Sejnowski (1988) in their study of the classification of sonar signals using a neural network of undersea targets is used in this study. The task was to train a network to discriminate between sonar signals bounced off a metal cylinder and those bounced off a roughly cylindrical rock. The data used for the network experiments were sonar returns collected from a metal cylinder and a cylindrically shaped rock positioned on a sandy ocean floor. This dataset has 60 different features and is extremely noisy in nature. Total 29 machine classification algorithms are used on the dataset. Programming languages used in this study are MATLAB 2018b and Python 3.7.
Keywords: Sonar, Machine Learning, KNN, Decision Tree, Linear Regression, Ensemble
Edition: Volume 9 Issue 1, January 2020
Pages: 247 - 248
Make Sure to Disable the Pop-Up Blocker of Web Browser
Similar Articles
Downloads: 176 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1
Research Paper, Computer Science & Engineering, India, Volume 9 Issue 11, November 2020
Pages: 457 - 461Artificial Intelligence for Hiring
Ishan Borker, Ashok Veda
Downloads: 656 | Weekly Hits: ⮙1 | Monthly Hits: ⮙2
Research Paper, Computer Science & Engineering, India, Volume 9 Issue 7, July 2020
Pages: 1454 - 1458Heart Disease Prediction with Machine Learning Approaches
Megha Kamboj
Downloads: 1 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1
Masters Thesis, Computer Science & Engineering, India, Volume 11 Issue 7, July 2022
Pages: 1502 - 1505Model of Decision Tree for Email Classification
Nallamothu Naveen Kumar
Downloads: 1 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1
Survey Paper, Computer Science & Engineering, India, Volume 11 Issue 8, August 2022
Pages: 947 - 949COVID-19 Prediction using Machine Learning Algorithms
Saily Suresh Patil
Downloads: 1 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1
Research Paper, Computer Science & Engineering, India, Volume 12 Issue 4, April 2023
Pages: 1339 - 1343Detecting Parkinson's Disease Using XGBoost
Utkarsh Jain, Manveer Singh Malhi, Dr. Nithya