A Pairwise Homogeneity Active Learning
Journal Title: International journal of Emerging Trends in Science and Technology - Year 2015, Vol 2, Issue 4
Abstract
Machine Learning has becoming an emerging topic within data mining. The active learning is also an upcoming topic. Active learning is the process of labeling unlabeled data instances by using queries and the labeling process will be done by expert labelers such as an oracle. The process of labeling will be very expensive and time consuming. The proposed method called a pairwise homogeneity active learning method which is an unsupervised label refinement method by using a pairwise homogeneity between the pair of data instances which improves the quality of the label. In this method we use a non expert labeler to provide the class label for data instances. The experimental results shows that the proposed method improves the labeling quality of the data instances which are being labeled.
Authors and Affiliations
Sneha Mary Thomas
Keywords
Related Articles
- EP ID EP239767
- DOI -
- Views 107
- Downloads 0
A Review: Growth and Physiological Adaptability of Sheep to Heat Stress under Semi –Arid Environment
Asian countries are characterized with humid subtropical climate, Heat stress is the most important climatic stress which adversely affects the livestock and sometimes even threatens the survival of animals. Among climat...
Fuzzy Logic based Speed Control of an Induction Motor Using Indirect Vector Control Method
Efficiency optimization of motor drives is very important not only from the viewpoints of energy loss and hence cost saving, but also from the perspective of environmental pollution. Several efficiency optimization metho...
An Energy Efficient Multi-Target Tracking in Wireless Sensor Networks Based on Polygon Tracking Method
Wireless sensor networks (WSN) have been considered as a promising system for area surveillance applications. As it moves through a sensor network target tracking has become an increasingly important application in Wirel...
Market Reaction to “Share Buy-Back” of Reliance Industries Limited
Indian corporations currently view share buy-backs as an effective capital management tool that has the potential to increase shareholder value. As a consequence, the level of buy-back activity has intensified in recent...
Geospatial Assesment of Trends and Patterns of Terrorism in Nigeria from 2010 To 2015
Terrorism in Nigeria has cost the loss of lives of thousands of Nigerian Citizens in the last five years. The war on terrorism have resulted in the loss of lives of innocent citizens as well as military personnels, not t...