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Bengali Named Entity Recognition Using Margin Infused Relaxed Algorithm [chapter]

Somnath Banerjee, Sudip Kumar Naskar, Sivaji Bandyopadhyay
2014 Lecture Notes in Computer Science  
Margin Infused Relaxed Algorithm is applied for the first time in order to learn named entities for Bengali language.  ...  The present work describes the automatic recognition of named entities based on language independent and dependent features.  ...  Margin Infused Relaxed Algorithm Crammer and Singer [22] reported Margin Infused Relaxed Algorithm is a machine learning algorithm for multiclass classification problems.  ... 
doi:10.1007/978-3-319-10816-2_16 fatcat:dzrp6adei5gndpt7qc2znbqozm

Enhancing the Performance of Telugu Named Entity Recognition Using Gazetteer Features

SaiKiranmai Gorla, Lalita Bhanu Murthy Neti, Aruna Malapati
2020 Information  
NER models are developed using three well-known classifiers—conditional random field (CRF), support vector machine (SVM), and margin infused relaxed algorithms (MIRA).  ...  Named entity recognition (NER) is a fundamental step for many natural language processing tasks and hence enhancing the performance of NER models is always appreciated.  ...  MIRA The margin infused relaxed algorithm [55] is a machine learning algorithm for multi-class classification problems.  ... 
doi:10.3390/info11020082 fatcat:gpkbouryxjgzxiafi552gmc5e4

Named Entity Recognition on Code-Mixed Cross-Script Social Media Content

Somnath Banerjee, Sudip Kumar Naskar, Paolo Rosso, Sivaji Bandyopadhyay
2018 Journal of Computacion y Sistemas  
We used formal as well as informal language-specific features to prepare the classification models and employed four machine learning algorithms (Conditional Random Fields, Margin Infused Relaxed Algorithm  ...  Focusing on the current multilingual scenario in social media, this paper reports automatic extraction of named entities (NE) from code-mixed cross-script social media data.  ...  Classifiers Employed For this NER study on CMCS content, we experimented with four machine learning based sequence labeling algorithms: Conditional Random Fields (CRF) [18] , Margin Infused Relaxed Algorithm  ... 
doi:10.13053/cys-21-4-2850 fatcat:kgqlbblju5gehhg56hpns3eure

Document Classification with Deep Rectifier Neural Networks and Probabilistic Sampling [chapter]

Tamás Grósz, István Nagy T.
2014 Lecture Notes in Computer Science  
The Stranger" . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 116 Mahmoud El-Haj, Paul Rayson, and David Hall Bengali Named Entity Recognition Using  ...  Margin Infused Relaxed Algorithm . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 125 Somnath Banerjee, Sudip Kumar Naskar, and Sivaji Bandyopadhyay  ... 
doi:10.1007/978-3-319-10816-2_14 fatcat:xwqnznkokzdormpkalibhdf3ea

Survey on Machine Transliteration and Machine Learning Models

Dhore M L, Dhore R M, Rathod P H
2015 International Journal on Natural Language Computing  
This paper provides the thorough survey on machine transliteration models and machine learning approaches used for machine transliteration over the period of more than two decades for internationally used  ...  results for the closely related languages and probability based statistical approaches are good when one of the languages is phonetic and other is nonphonetic.Better accuracy can be achieved only by using  ...  They used three different machine learning algorithms -CRF, a margin infused relaxed algorithm (MIRA), and MEM for building multiple machine transliteration engines.  ... 
doi:10.5121/ijnlc.2015.4202 fatcat:kegqa5k4abahvbno2setnkxwtq

A Review of Bangla Natural Language Processing Tasks and the Utility of Transformer Models [article]

Firoj Alam, Arid Hasan, Tanvirul Alam, Akib Khan, Janntatul Tajrin, Naira Khan, Shammur Absar Chowdhury
2021 arXiv   pre-print
state-of-the-art algorithms (i.e., transformer-based models).  ...  Our results show promising performance using transformer-based models while highlighting the trade-off with computational costs.  ...  Banerjee et al. proposed the Margin Infused Relaxed Algorithm for NER, where they used the IJCNLP-08 NERSSEAL dataset for the experiment [23] .  ... 
arXiv:2107.03844v3 fatcat:hermrinleneercodguko6kwxhu

A Survey of Code-switched Speech and Language Processing [article]

Sunayana Sitaram, Khyathi Raghavi Chandu, Sai Krishna Rallabandi, Alan W Black
2020 arXiv   pre-print
As code-switching data and resources are scarce, we list what is available in various code-switched language pairs with the language processing tasks they can be used for.  ...  Formal and informal language specific features were leveraged to employ Conditional Random Fields, Margin Infused Relaxed Algorithm, Support Vector Machines and Maximum [ 81 ] 81 have also gathered data  ...  To this end, they have col- Named Entity Recognition Another sequence labeling task of interest is Named Entity Recognition (NER).  ... 
arXiv:1904.00784v3 fatcat:r5tsg4kdnfbtnndae523c32pta

Normalisation of Indonesian-English Code-Mixed Text and its Effect on Emotion Classification

Evi Yulianti, Ajmal Kurnia, Mirna Adriani, Yoppy Setyo Duto
2021 International Journal of Advanced Computer Science and Applications  
The use of context in the translation module improved BLEU score by 2.5% and lowered WER by 8.84%.  ...  Tuning was performed in batches with the margin-infused relax algorithm (MIRA) using bilingual evaluation understudy (BLEU) as a tuning metric [36] .  ...  Whilst the evaluation shows promising results, the CRF model in this research still has some difficulty classifying certain specific tokens (e.g. named entity tokens, such as a place or person) as either  ... 
doi:10.14569/ijacsa.2021.0121177 fatcat:p4gtbqt3kfdjpc5mrnj5d5pewa

Automatic Language Identification in Texts: A Survey

Tommi Jauhiainen, Marco Lui, Marcos Zampieri, Timothy Baldwin, Krister Lindén
2019 The Journal of Artificial Intelligence Research  
We describe the features and methods using a unified notation, to make the relationships between methods clearer.  ...  This article provides a brief history of LI research, and an extensive survey of the features and methods used in the LI literature.  ...  (2017) used SVMs with the Margin Infused Relaxed Algorithm, which is an incremental version of SVM training.  ... 
doi:10.1613/jair.1.11675 fatcat:axugpuogyne3nptvamgd3zwgty

Images of the Body in the Life and Death of a North Indian Catholic Catechist

Mathew N. Schmalz
1999 History of Religions  
But when he won reelection by a wide margin, the village's wealthy landowners began to grow concerned.  ...  He soon earned the title "Master" in recognition of his position as a catechist and teacher of Catholic belief.  ...  It is unclear to me to what extent the social ostracism of untouchables was relaxed after their conversion to Christianity.  ... 
doi:10.1086/463586 fatcat:cefv2b3nh5a25eihkrdxbt2wpy

A Hybrid Machine Translation Framework for an Improved Translation Workflow [article]

Santanu Pal, Universität Des Saarlandes, Universität Des Saarlandes
Multi-Word Expressions (MWE), Named Entities (NE)) umgehen, da diese Modelle viele-zu-viele Alignments nicht ohne weiteres abdecken können.  ...  Dies erfolgt durch die Einbindung zusätzlicher Wissensquellen wie beispielsweise extrahierter zweisprachige Named Entities, Translation Memories und Phasenpaare, die durch beispielbasierte Methoden und  ...  The Margin Infused Relaxed Algorithm (MIRA) (Cherry and Foster, 2012) , an alternative tuning method, works well with a large number of features, although, the optimization problem in MIRA is much more  ... 
doi:10.22028/d291-27081 fatcat:kx6pimfwtnaxjfvfcttgkd7dnq

The Aesthetics and Viewing Regimes of Cinema and Television, and Their Dialectics [chapter]

Annie van den Oever, Ian Christie
2012 Audiences  
To infuse trust becomes extremely important.  ...  Of course, the targeting of "specialized" non-theatrical audiences was far from algorithmic profiling.  ... 
doi:10.1515/9789048515059-010 fatcat:zfjhae72djbqnho7zueuuc2qeq

The great divide in microfinance: Political economy in microcosm [chapter]

Bruce E. Moon
2009 Contemporary Studies in Economic and Financial Analysis  
It would also require that institutionists relax their attitude toward universal prescriptions and unlimited scale.  ...  In the Solow account, the marginal productivity of each factor of production is a function of the relative stock of the others: The marginal return to capital, for example, is highest when capital is scarce  ... 
doi:10.1108/s1569-3759(2009)0000092007 fatcat:vq6eo76lb5dxhkmmovv4lh3m2m

Public Policy and Ideation [chapter]

Atif Ikram Butt
2019 Public Policy Research in the Global South  
It could only bag ten seats against 223 seats won by the United Front, a weak coalition of five Bengali parties that had run their campaign under the political slogan "Bengal for the Bengalis". 34 Five  ...  Nadeem Ahsan named Professor Dr.  ... 
doi:10.1007/978-3-030-06061-9_5 fatcat:yqi5bdx7l5fzhhpei5gwtlrnfq

Identifying Kin Biometric Belonging and Databased Governance in Colonial South Asia and Postcolonial Pakistan [article]

Zehra Hashmi, University, My
Identifying Kin develops and uses the concept of "datafied kinship" to describe how NADRA deploys blood relations to construct a databased model of individuation.  ...  Whereas most scholarship on biometric technology analytically centers the individual body and its unique markings, Identifying Kin examines how Pakistan's state-run identification regime uses information  ...  Along with biometrics, the individualizing technology of photographs (used for facial recognition) are also "kinned" when they are used to verify and confirm the recognition of family members.  ... 
doi:10.7302/3875 fatcat:irkqjwtx3vf7ff7uirscx2fuya
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