Training Algorithms for Supervised Machine Learning: Comparative Study
Journal Title: INTERNATIONAL JOURNAL OF MANAGEMENT & INFORMATION TECHNOLOGY - Year 2013, Vol 4, Issue 3
Abstract
Supervised machine learning is an important task for learning artificial neural networks; therefore a demand for selected supervised learning algorithms such as back propagation algorithm, decision tree learning algorithm and perceptron algorithm has been arise in order to perform the learning stage of the artificial neural networks. In this paper; a comparative study has been presented for the aforementioned algorithms to evaluate their performance within a range of specific parameters such as speed of learning, overfitting avoidance, and their accuracy. Besides these parameters we have included their benefits and limitations to unveil their hidden features and provide more details regarding their performance. We have found the decision tree algorithm is the best as compared with other algorithms that can solve the complex problems with a remarkable speed.
Authors and Affiliations
Dr. Rafiqul Zaman Khan, Haider Allamy
Keywords
Related Articles
- EP ID EP654253
- DOI 10.24297/ijmit.v4i3.773
- Views 196
- Downloads 0
IMPULSE PURCHASE BEHAVIOUR: A REVIEW
For more than fifty years, researchers have strived hard to form a better understanding of impulse buying (Stern; 1962; Rook et.al; 1987; Rook and Fisher; 1995; Peck and Childers; 2006 ; Chang et.al; 2011). The purpose o...
Analysis of Key Factors of Economic Performance Influencing Environmental Management - A Study of Indian Mining Industry
This paper provides an insight of the relationship between economic performance and environmental management which is necessary for sustainable development and economic prosperity. The present paper uses factor analysis...
An experience of integration of service repositories
In the service development life cycle it is worthwhile to distinguish between a conceptual phase, that leads to model abstract services, and a production phase that produces concrete services. Both abstract and concrete...
Strategy Identification For Sustainable Key Performance Indicators Delivery Process For Scholarly Publication and Citation
Key Performance Indicator (KPI) is one of the performance measurement tools that assist someone in monitoring their performance against the target set by the management. Despite many implementations in delivering the KPI...
Perspectives of New Decision Making Models of Processes Synchronization in Distributed Systems
In the groups of processes in distributed systems is necessary to make decisions based on agreements; these processes may operate in distributed teams; processes may require the use of shared resources in the form of mut...