TEXT CATEGORIZATION USING QLEARNING ALOGRITHM
Journal Title: Indian Journal of Computer Science and Engineering - Year 2011, Vol 2, Issue 3
Abstract
This paper aims at creation of an efficient document classification process using reinforcement learning, a branch of machine learning that concerns itself with optimal sequential decision-making. One strength of reinforcement learning is that it provides formalism for measuring the utility of actions that gives benefit only in the future. An effective and flexible classifier learning algorithm is provided, which classifies a set of text documents into a more specific domain like Cricket, Tennis and Football. This novel approach has been evaluated, with standard information retrieval techniques. Recent work in reinforcement learning it has been proved that a quantitative connection between the expected some of rewards of a policy and binary classification performance on a created sub problem. Without any unobservable assumption, the resulting statement is independent of the number of states or actions.
Authors and Affiliations
Dr. S. R. Suresh , T. Karthikeyan , D. B. Shanmugam , J. Dhilipan
Keywords
Related Articles
- EP ID EP155422
- DOI -
- Views 97
- Downloads 0
DETECTION OF CROSS-PROJECT BENEFICIAL CLONES
Duplicate codes are also known as code clones. They are considered as one of the main factors that deteriorate the quality of software. They are usually discarded by using automatic clone detection tools. In this paper t...
Load and Energy Consumption based Scheduling Algorithm for Wireless Sensor Networks (LECSA)
Sleep/Wake up scheduling for Wireless Sensor Networks has become an essential part for its working. In this paper, the Low Energy Adaptive Clustering Hierarchy (LEACH) which introduced the concept of clustering in sensor...
An Implementation of Integer Programming Techniques in Clustering Algorithm
This paper mainly deals with the analysis of IPP in clustering. Clustering is exemplified by the unsupervised learning of patterns and clusters that may exist in a given database and is a useful tool for Knowledge Discov...
Performance Study of Live Virtual Machine Migration using KVM Hypervisor
In a cloud computing environment, migrating operating system instances across distinct physical hosts is a useful tool for administrators of data centers and clusters: It allows a clean separation between hardware and so...
Link Stability Based Hop By Hop Multicast Protocol For Vanets
Vanets are new emerging and challenging technology that makes an improvisation in traffic safety and efficiency. The constant growth of automobile industry is increasing the demand for car safety and the car to car conne...