A survey on the state-of-the-art machine learning models in the context of NLP

W Khan, A Daud, JA Nasir, T Amjad - Kuwait journal of Science, 2016 - journalskuwait.org
KJS inside pages October 2016.indd Page 1 Kuwait J. Sci. 43 (4) pp. 95-113, 2016 A survey on
the state-of-the-art machine learning models in the context of NLP Wahab Khan1,*, Ali Daud2,1 …

A comprehensive survey on Indian regional language processing

BS Harish, RK Rangan - SN Applied Sciences, 2020 - Springer
In recent information explosion, contents in internet are multilingual and majority will be in
the form of natural languages. Processing of these natural languages for various language …

[PDF][PDF] Named entity recognition using support vector machine: A language independent approach

A Ekbal, S Bandyopadhyay - International journal of electrical and …, 2010 - researchgate.net
Named Entity Recognition (NER) aims to classify each word of a document into predefined
target named entity classes and is now-a-days considered to be fundamental for many …

Combining multiple classifiers using vote based classifier ensemble technique for named entity recognition

S Saha, A Ekbal - Data & Knowledge Engineering, 2013 - Elsevier
In this paper, we pose the classifier ensemble problem under single and multiobjective
optimization frameworks, and evaluate it for Named Entity Recognition (NER), an important …

Named entity recognition in Bengali and Hindi using support vector machine

A Ekbal, S Bandyopadhyay - Lingvisticæ Investigationes, 2011 - jbe-platform.com
Named Entity Recognition (NER) aims to classify each word of a document into predefined
target named entity (NE) classes and is nowadays considered to be fundamental for many …

[PDF][PDF] Bengali part of speech tagging using conditional random field

A Ekbal, R Haque, S Bandyopadhyay - Proceedings of seventh …, 2007 - Citeseer
This paper reports about the task of Part of Speech (POS) tagging for Bengali using the
statistical Conditional Random Fields (CRFs). The POS tagger has been developed using a …

Weighted vote-based classifier ensemble for named entity recognition: A genetic algorithm-based approach

A Ekbal, S Saha - ACM Transactions on Asian Language Information …, 2011 - dl.acm.org
In this article, we report the search capability of Genetic Algorithm (GA) to construct a
weighted vote-based classifier ensemble for Named Entity Recognition (NER). Our …

Named entity recognition in Bengali: A multi-engine approach

A Ekbal, S Bandyopadhyay - Northern European Journal of …, 2009 - journal.ep.liu.se
This paper reports about a multi-engine approach for the development of a Named Entity
Recognition (NER) system in Bengali by combining the classifiers such as Maximum …

A conditional random field approach for named entity recognition in Bengali and Hindi

A Ekbal, S Bandyopadhyay - Linguistic Issues in Language …, 2009 - journals.colorado.edu
This paper describes the development of Named Entity Recognition (NER) systems for two
leading Indian languages, namely Bengali and Hindi, using the Conditional Random Field …

A multiobjective simulated annealing approach for classifier ensemble: Named entity recognition in Indian languages as case studies

A Ekbal, S Saha - Expert Systems with Applications, 2011 - Elsevier
In this paper, we propose a simulated annealing (SA) based multiobjective optimization
(MOO) approach for classifier ensemble. Several different versions of the objective functions …