Sonar Target Classification Problem: Machine Learning Models
International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
www.ijsr.net | Open Access | Fully Refereed | Peer Reviewed International Journal

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

Share this Article

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

204 PDF Views | 140 PDF Downloads

Download Article PDF



Similar Articles with Keyword 'Machine Learning'

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 7, July 2020

Pages: 1454 - 1458

Heart Disease Prediction with Machine Learning Approaches

Megha Kamboj

Share this Article

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 9 Issue 7, July 2020

Pages: 1888 - 1890

Spammer Detection and Identification on Social Network Using Machine Learning

Dr. Shameem Akhter, Noorain Saba

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 8, August 2020

Pages: 973 - 977

Climate Change Analysis Using Machine Learning

Himanshu Vishwakarma

Share this Article

Survey Paper, Computer Science & Engineering, India, Volume 5 Issue 1, January 2016

Pages: 1967 - 1970

Survey on Recommender System using Distributed Framework

Sonali B. Ghodake, R. S. Paswan

Share this Article

Review Papers, Computer Science & Engineering, India, Volume 4 Issue 4, April 2015

Pages: 2630 - 2634

A Review on Identifying the Main Content From Web Pages

Madhura R. Kaddu, Dr. R. B. Kulkarni

Share this Article

Similar Articles with Keyword 'KNN'

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 7, July 2020

Pages: 1454 - 1458

Heart Disease Prediction with Machine Learning Approaches

Megha Kamboj

Share this Article

Review Papers, Computer Science & Engineering, India, Volume 3 Issue 12, December 2014

Pages: 1215 - 1219

Secure Query Processing of Outsourced Data Using Privacy Homomorphism: kNN and Distance Decoding Algorithm

Rupali S. Khachane

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 12, December 2015

Pages: 1525 - 1527

To Secure Query Services in the Cloud with RASP Data Perturbation

Puja Bhaganagarkar, Dhanshree Kulkarni

Share this Article

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

Pages: 1815 - 1819

Discriminative Feature Selection by Nonparametric Way with Cluster Validation

Choudari Anantha, Dharmaiah Devarapalli

Share this Article

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

Pages: 2039 - 2041

Age Detection of Singer using KNN Algorithm

Sumeet S. Andhalkar

Share this Article

Similar Articles with Keyword 'Decision Tree'

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 7, July 2020

Pages: 1454 - 1458

Heart Disease Prediction with Machine Learning Approaches

Megha Kamboj

Share this Article

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

Pages: 759 - 761

Empirical Study of Fake Reviews Detection of Online Reviews from E-Commerce Website

Phani K. Cheruku, Atul Kumar

Share this Article

Comparative Studies, Computer Science & Engineering, India, Volume 4 Issue 7, July 2015

Pages: 2120 - 2123

Comparative Study on Heart Disease Prediction System Using Data Mining Techniques

T. Revathi, S. Jeevitha

Share this Article

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

Pages: 1021 - 1023

Privacy Preserving Mining Based Framework for Analyzing the Patient Behavior

Dhanashree M. Patil, Dnyaneshwar A. Rokade

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 6, June 2015

Pages: 1403 - 1405

A Framework On: Decision Tree for Dynamic Uncertain Data

Megha Pimpalkar, Garima Singh

Share this Article

Similar Articles with Keyword 'Linear Regression'

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 8, August 2020

Pages: 973 - 977

Climate Change Analysis Using Machine Learning

Himanshu Vishwakarma

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 9 Issue 4, April 2020

Pages: 1653 - 1655

Breast Cancer Diagnosis and Prediction Using Machine Learning Algorithm

Shilpa M, C. Nandini

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

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

Similar Articles with Keyword 'Ensemble'

Survey Paper, Computer Science & Engineering, India, Volume 4 Issue 10, October 2015

Pages: 1716 - 1720

A Survey on Mining of Weakly Labeled Web Facial Images and Annotation

Tarang Boharupi, Pranjali Joshi

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

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

Pages: 528 - 532

Knowledge Fusion Technique Using Classifier Ensemble by Combining the Sets of Classification Rules

Jaydeep B. Patil, Vaishali Nandedkar

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 4 Issue 7, July 2015

Pages: 1897 - 1900

A Novel Approach for Improving Efficiency of Agglomerative Hierarchical Clustering For Numerical Data Set

Amar S. Chandgude, Vijay Kumar Verma

Share this Article
Top