Analyzing Titanic Disaster using Machine Learning Algorithms

Abstract

Titanic disaster occurred 100 years ago on April 15, 1912, killing about 1500 passengers and crew members. The fateful incidents still compel the researchers and analysts to understand what could have led to the survival of some passengers and demise of the others. With the use of machine learning methods and a dataset consisting of 891 rows in the train set and 418 rows in the test set, we attempt to determine the correlation between factors such as age, sex, passenger class, fare etc. to the chance of survival of the passengers. These factors may or may not have impacted the survival rates of the passengers. In this research paper, we use various machine learning algorithms namely Logistic Regression, Naïve Bayes, Decision Tree, Random Forest to predict the survival of passengers. In particular, we attempt to compare these algorithms. Dr. Prabha Shreeraj Nair"Analyzing Titanic Disaster using Machine Learning Algorithms" Published in International Journal of Trend in Scientific Research and Development (ijtsrd), ISSN: 2456-6470, Volume-2 | Issue-1 , December 2017, URL: http://www.ijtsrd.com/papers/ijtsrd7003.pdf http://www.ijtsrd.com/engineering/computer-engineering/7003/analyzing-titanic-disaster-using-machine-learning-algorithms/dr-prabha-shreeraj-nair

Authors and Affiliations

Keywords

Related Articles

Analysis on The Impact of Reflectance in Optical Fiber Links

An optical fiber link is a part of an optic fiber communication system. Other components of the optic fiber link include the transmitter, connectors, and the receiver. The optical fiber could be single-mode (for long dis...

Digging for Gold in Kautilya’s Arthasastra

Apart from political and military aspects, Kautilya’s Arthasastra has elaborately discussed finer dimensions of the economy such as gold and other commodities. This paper delves into the insights offered by this ancient...

Satellite Communication and Energy Conservation Theories

Satellite communication becomes inevitable in daily life. It is development of science, common media for most communications. Most inventions are properly engineered nowadays. Mobile, Internet, Radio, Television, climate...

Changing Status of Women’s through New Media A Comparative Study of India and Turkey

The present paper makes a comparative analysis to understand the impact of New Media Facebook Twitter, WhatsApp, Snapchat on the status of women in India and Turkey as well. New media refers to all applications and websi...

Accounting for Spare Parts of Construction Machinery in the Republic of Uzbekistan and Calculation of Cost of Services and Financial Results

This article explores the main objectives of the accounting and auditing of machinery and spare parts for consruction companies operating in the country. The article examines the theoretical basis and methodology of cost...

Download PDF file
  • EP ID EP358691
  • DOI -
  • Views 92
  • Downloads 0

How To Cite

(2017). Analyzing Titanic Disaster using Machine Learning Algorithms. International Journal of Trend in Scientific Research and Development, 2(1), -. https://europub.co.uk/articles/-A-358691