A Knowledge Based Approach for Recognizing Textual Entailment for Natural Language Inference using Data Mining
Journal Title: International Journal on Computer Science and Engineering - Year 2010, Vol 2, Issue 6
Abstract
Recognizing Textual Entailment (RTE) is a relatively new roblem necessary for Natural Language Understanding (NLU) and Automated Knowledge Discovery. Natural Language Inference has dealt with approaches like the bag of words approach, formal methods (First order Logic) and pattern relation extraction which usually do not show satisfactory esults. In this paper, Knowledge based approach has been proposed, utilizing data mining concepts on large text which is appropriately classified. Different Lexical resources like WordNet, VerbNet, ConceptNet have been integrated into a rich knowledge base, to provide semantics and structural nformation on English words. The data mined is used by an Inference system to give the output to the problem. The complete concept presented in the paper has been mplemented in the form of a movie search engine wherein the knowledge based RTE concept has been employed on summaries or plots of the movies” internally to get best possible classification of the movies. The experiments have shown encouraging results, reduced the time of search and provided more accurate results. To the best of our knowledge, it is the first time that RTE concept has been implemented to Information Search in the form of Movie Search Engine.
Authors and Affiliations
Dr. Arti Arya , Vishwanath Yaligar , Ramya D. Prabhu , Ramya Reddy , Rohith Acharaya
Keywords
Related Articles
- EP ID EP119034
- DOI -
- Views 111
- Downloads 0
An Analysis of Irregularities in Devanagari Script Writing – A Machine Recognition Perspective
Abstract— This paper deals with the theoretical analysis of Devanagari script according to machine recognition perspective. An individual having good knowledge of the script of a language can easily read some words writt...
Using Association Rule Mining for Extracting Product Sales Patterns in Retail Store Transactions
Computers and software play an integral part in the working of businesses and organisations. An immense amount of data is generated with the use of software. These large datasets need to be analysed for useful informatio...
Throughput Analysis of Many to One Multihop Wireless Mesh Ad hoc Network
Mobile ad hoc networks are formed by co operative association of wireless nodes communicating with each other without the use of infrastructure. Every node acts as a router in the network and enables the communication be...
A Parallel Access Method for Spatial Data Using GPU
Spatial access methods (SAMs) are used for information retrieval in large spatial databases. Many of the SAMs use sequential tree structures to search the result set of the spatial data which are contained in the given q...
Public key cryptosystem and a key exchange protocol using tools of non-abelian group
Public Key Cryptosystems assure privacy as well as integrity of the transactions between two parties. The sizes of the keys play an important role. The larger the key the harder is to crack a lock of encrypted data. We...