International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
www.ijsr.net | Most Trusted Research Journal Since Year 2012

ISSN: 2319-7064



Research Paper | Computer Science & Engineering | India | Volume 9 Issue 1, January 2020

Sonar Target Classification Problem: Machine Learning Models

Ritwick Ghosh

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


How to Cite this Article?

Ritwick Ghosh, "Sonar Target Classification Problem: Machine Learning Models", International Journal of Science and Research (IJSR), https://www.ijsr.net/search_index_results_paperid.php?id=ART20203916, Volume 9 Issue 1, January 2020, 247 - 248

134 PDF Views | 89 PDF Downloads

Download Article PDF



Similar Articles with Keyword 'Machine Learning'

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 5, May 2015

Pages: 2528 - 2532

Performance Evaluation of Clustering Algorithms for IP Traffic Recognition

Rupesh Jaiswal, Dr. Shashikant Lokhande, Aashiq Ahmed, Prateek Mahajan

Share this article

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 7, July 2015

Pages: 1019 - 1024

A System to Filter Unwanted Messages from OSN User Walls using Trustworthiness

Swapnali V. Jadhav, Y. B. Gurav

Share this article

Research Paper, Computer Science & Engineering, India, Volume 5 Issue 5, May 2016

Pages: 1893 - 1896

Detection of Denial of Service Attack Based on EMD Embedded with 3D Reduction Method

Swathy Mohan, Niyas N.

Share this article

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 6 Issue 6, June 2017

Pages: 1495 - 1500

Verifiable Attribute-Based Through Text and Image Search with Fine-Grained Owner-Enforced Search Authorization in the Cloud

Nirupama Devangaon, Dr Suvarna Nandyal

Share this article

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 11, November 2015

Pages: 104 - 108

Feedback based Quality Enhancing Query Suggestion in E- Commerce Environment

Govindu Lavanyeswari, Pathuri Siva Kumar

Share this article



Similar Articles with Keyword 'KNN'

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 1, January 2020

Pages: 247 - 248

Sonar Target Classification Problem: Machine Learning Models

Ritwick Ghosh

Share this article

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 5, May 2020

Pages: 194 - 200

Cardiovascular Disease Prediction using Classification Algorithms of Machine Learning

Yash Jayesh Chauhan

Share this article

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 6, June 2014

Pages: 1146 - 1149

Text Studies Classification of Database of Genotypes and Phenotypes using K-Nearest Neighbor Algorithm

Kolekar Suresh S, Kumbhar Satish S

Share this article

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 6, June 2014

Pages: 2823 - 2828

Tamil Sign Language to Speech Translation

S. Sudha, S. Jothilakshmi, R. Rajasoundramani

Share this article

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014

Pages: 1503 - 1509

Automatic Clustering Subspace for High Dimensional Categorical Data Using Neuro-Fuzzy Classification

R. Mahalingam, S. Omprakash

Share this article



Similar Articles with Keyword 'Decision Tree'

Survey Paper, Computer Science & Engineering, India, Volume 5 Issue 10, October 2016

Pages: 1845 - 1848

Supervised Word Sense Disambiguation

Mihir Sawant, Tanya Sangoi, Sindhu Nair

Share this article

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 1, January 2020

Pages: 247 - 248

Sonar Target Classification Problem: Machine Learning Models

Ritwick Ghosh

Share this article

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 5, May 2020

Pages: 194 - 200

Cardiovascular Disease Prediction using Classification Algorithms of Machine Learning

Yash Jayesh Chauhan

Share this article

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 5, May 2014

Pages: 1155 - 1159

A Novel Method for Cancer Gene Prediction Using Back Propagation Algorithm

Annakkodi P. S, Manjula Devi B

Share this article

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 3 Issue 5, May 2014

Pages: 1496 - 1500

An Intrusion Detection Model for Detecting Type of Attack Using Data Mining

Amruta Surana, Shyam Gupta

Share this article



Similar Articles with Keyword 'Linear Regression'

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 1, January 2020

Pages: 247 - 248

Sonar Target Classification Problem: Machine Learning Models

Ritwick Ghosh

Share this article

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014

Pages: 647 - 650

Improvement in Recognition Rate by Using Linear Regression with Principal Component Analysis

Tanvi Ahuja, Vinit Agarwal

Share this article

Research Paper, Computer Science & Engineering, India, Volume 6 Issue 10, October 2017

Pages: 234 - 238

Triple-Technique Diagnosis Using Machine Learned Classifiers

Siddhant Gada, Het Sheth, Meet Chheda, Ashwini Swain, Kriti Srivastava

Share this article



Similar Articles with Keyword 'Ensemble'

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 1, January 2020

Pages: 247 - 248

Sonar Target Classification Problem: Machine Learning Models

Ritwick Ghosh

Share this article

Research Paper, Computer Science & Engineering, India, Volume 1 Issue 3, December 2012

Pages: 8 - 11

A New Link Based Approach for Categorical Data Clustering

Kavya S.A, M.V.Panduranga Rao, S.Basavaraj Patil

Share this article

Survey Paper, Computer Science & Engineering, India, Volume 3 Issue 9, September 2014

Pages: 1121 - 1123

Survey on Categorization and Detection of Adaptive Novel Class of Feature Evolving Data Streams

Chaitrali T. Chavan, Prof. Vinod S. Wadne

Share this article

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014

Pages: 10 - 14

An Ensemble Classification Framework to Evolving Data Streams

Naga Chithra Devi. R

Share this article

Survey Paper, Computer Science & Engineering, India, Volume 3 Issue 12, December 2014

Pages: 187 - 189

Survey of Adaptive Novel Class Detection and Classification of Feature-Evolving Data Streams

Punam D. Dhande, Dr. A. M. Dixit

Share this article
Top