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A Semi-Supervised Learning of HMM to Build a POS Tagger for a Low Resourced Language
J. lnf. Commun. Converg. Eng. 18(4): 207-215, Dec. 2020 Regular paper A Semi-supervised Learning of HMM to Build a POS Tagger for a Low Resourced Language 1* 2 3 Sagarika Pattnaik , Ajit Kumar Nayak , and Srikanta Patnaik 1Department of Computer Science and Engineering, SOA, Deemed to be University, Bhubaneswar, 751030, India 2Department of Computer Science and Information Technology, SOA, Deemed to be University, Bhubaneswar, 751030, India 3Department of Computer Science and Engineering, SOA, Deemed to be University, Bhubaneswar, 751030, India Abstract Part of speech (POS) tagging is an indispensable part of major NLP models. Its progress can be perceived on number of languages around the globe especially with respect to European languages. But considering Indian Languages, it has not got a major breakthrough due lack of supporting tools and resources. Particularly for Odia language it has not marked its dominancy yet. With a motive to make the language Odia fit into different NLP operations, this paper makes an attempt to develop a POS tagger for the said language on a HMM (Hidden Markov Model) platform. The tagger judiciously considers bigram HMM with dynamic Viterbi algorithm to give an output annotated text with maximum accuracy. The model is experimented on a corpus belonging to tourism domain accounting to a size of approximately 0.2 million tokens. With the proportion of training and testing as 3:1, the proposed model exhibits satisfactory result irrespective of limited training size. Index Terms: HMM, NLP, Odia, POS tagger I. INTRODUCTION the morphological complexities of various languages has been a major issue. The process is also limited by the availability of Part-of-speech (POS) tagging or grammatical tagging, an required resources, such as a sufficient training corpus and lin- integral part of significant natural language processing (NLP) guistic information related to the language. -
Odisha Review Dr
Orissa Review * Index-1948-2013 Index of Orissa Review (April-1948 to May -2013) Sl. Title of the Article Name of the Author Page No. No April - 1948 1. The Country Side : Its Needs, Drawbacks and Opportunities (Extracts from Speeches of H.E. Dr. K.N. Katju ) ... 1 2. Gur from Palm-Juice ... 5 3. Facilities and Amenities ... 6 4. Departmental Tit-Bits ... 8 5. In State Areas ... 12 6. Development Notes ... 13 7. Food News ... 17 8. The Draft Constitution of India ... 20 9. The Honourable Pandit Jawaharlal Nehru's Visit to Orissa ... 22 10. New Capital for Orissa ... 33 11. The Hirakud Project ... 34 12. Fuller Report of Speeches ... 37 May - 1948 1. Opportunities of United Development ... 43 2. Implication of the Union (Speeches of Hon'ble Prime Minister) ... 47 3. The Orissa State's Assembly ... 49 4. Policies and Decisions ... 50 5. Implications of a Secular State ... 52 6. Laws Passed or Proposed ... 54 7. Facilities & Amenities ... 61 8. Our Tourists' Corner ... 61 9. States the Area Budget, January to March, 1948 ... 63 10. Doings in Other Provinces ... 67 1 Orissa Review * Index-1948-2013 11. All India Affairs ... 68 12. Relief & Rehabilitation ... 69 13. Coming Events of Interests ... 70 14. Medical Notes ... 70 15. Gandhi Memorial Fund ... 72 16. Development Schemes in Orissa ... 73 17. Our Distinguished Visitors ... 75 18. Development Notes ... 77 19. Policies and Decisions ... 80 20. Food Notes ... 81 21. Our Tourists Corner ... 83 22. Notice and Announcement ... 91 23. In State Areas ... 91 24. Doings of Other Provinces ... 92 25. Separation of the Judiciary from the Executive .. -
1 COVER- INNER Final Rajeev.Pmd
CLASSICAL ODIA Document Prepared Under the overall Supervision of Dr. Debi Prasanna Pattanayak (Padmashree) B.A. (Hons), M.A.in Odia, Utkal University (Gold Medalist). M.A. in Linguistics, Pune University. Diploma in French, Viswabharati University, Santiniketan, West Bengal Ph.D. in Linguistices, cornall, USA. D.litt(Honoris causa) SOA University, Bhubaneswar. Professer Emeritus: Pune University, Utkal University of Culture, Founder Director: Central Institute of Indian Languages, Mysore, Additional Secretary (Retd.): MHRD, Government of India, Chairman: Institute of Odia Studies and Research Subrat Kumar Prusty (UGC-NET-SRF) B.A. (Hons), M.A.(Odia) Ravenshaw University, LLB, Madhusudan Law Collage, Ph.D,(Cont.) P.G. Deptt. Of Odia, Utkal University, Vani Vihar, Bhubaneswar Editor- Civil Service Pathi Member secretary: Institute of Odia Studies and Research Director: IAS Pathi KIS Foundation D-82, Maitri Vihar, Chandrasekharpur Bhubaneswar, Odisha, 755001 © Institute of Odia Studies and Research Published by KIS Foundation D-82, Maitri Vihar, Chandrasekharpur Bhubaneswar, Odisha 755001 Email : [email protected] Tel. : 0674-2300969 Edition : 2013 ISBN : 978-81-925616-3-9 Price : ` 1500 Printed at Vikas Printers, Naveen Shahdara, Delhi 110032 Tel. 22822514 Foreword Odia is one of the most ancient languages of India. Eminent linguists and scholars like John Beams, G.A Grierson, L.S.S O Malley, Suniti Kumar Chatterjee, Pandit Nilakantha Das, John Boulton, Dr. D.P. Pattnayak, Dr. Bijaya Prasad Mahapatra and others have time and again argued in favour of the antiquity of Odia language. Odisha is the only state, where discovered three types of Brhami script like -PreBrahmi, Brahmi & Post Brahmi-. The Indian script ‘o’ (tha) was discovered from yogimatha rock painting of Nuapada district. -
A Survey on Odia Computational Morphology
International Journal of Advanced Research in Computer Engineering & Technology (IJARCET) Volume 3 Issue 3, March 2014 A Survey on Odia Computational Morphology Dhabal Prasad Sethi ABSTRACT In natural language processing morphological analyzer, The rest part is organized as section II describes the literature morphological generator and morphological parser is the survey, section III describes the different methods of essential common tool used in developing language morphological analyzer and generator, section IV describes software. Morphological analyzer is a computer program the applications and section V describes the conclusion. which provides the grammatical information of a word. II.LITERATURE SURVEY Morphological generator, by giving/providing the root word Itisree Jena, Sriram Chaudhury, Himani Chaudhry, Dipti M. and grammatical information, it generates all word forms of Sharma [3] presented a paper named “Developing Oriya that word. On the other hand morphological parsing is the Morphological Analyzer Using Lt-toolbox “.They have process of determining the morphemes from given word? In developed the morphological analyzer for Odia using this article I surveys the different work have done about paradigm approach. The paradigm approach is a method Odia morphology. which defines the all the word form of a given stem and its Keyword: Morphology, Morphological Analyzer, associated feature structure. Their system handles the Morphological Generator, Morphological Parser, Information inflectional morphology of noun, verb and adjectives. Retrieval, Stemmer, IE, Spell Checker, Machine Translation, R.C Balabantray, M.K.Jena S.Mohanty[4] presented a paper Question Answering System. named “Shallow Morphology based complex predicates extraction in Oriya” The aim of their paper is to extracting the I. -
Splendours of Odishan Paintings.Pmd
1 Splendours of Odishan Painting 2 3 Splendours of Odishan Painting Dr. Dinanath Pathy ILA PANDA Centre for Arts Bhubaneswar 4 1st ILA PANDA Memorial Lecture delivered by Dr. Dinanath Pathy on 12th March 2016 at Bhubaneswar. Published by ILA PANDA Centre for Arts Designed at and Produced by Third Eye Communications N4, 252, IRC Village, Nayapalli, Bhubaneswar, Odisha, India 5 ILA PANDA was educated in visual art at Shantiniketan under the tutelage of Acharya Nandalal Bose and at The Royal College of Art, London. She was married to Dr. Bansidhar Panda and was the partner in the formation of the IMFA Group of Companies in Odisha. She was a member of Indian Parliament. IPCA has been instituted in Bhubaneswar to perpetuate her memory and ideals. IPCA aims at promoting Odia art and artists in the country and on the international level. IPCA’s activities are supported by UMSL Limited, Bhubaneswar. 6 Dr. Dinanath Pathy (1942) has a Government Diploma in Fine Art and Crafts from Khallikote School of Art. He has been awarded two Ph.Ds., including one from Visva Bharati and a D. Litt. honoris causa from Berhampur University. He is the recipient of Jawaharlal Nehru Fellowship, International Rietberg Award and President of India Silver Plaque for Painting. Dr. Pathy is a practicing artist, art historian and writer. He has designed and curated a number of national and international exhibitions including the Festival of India in Sweden and USSR as well as the International Kalinga-Bali Jatra. He has been collaborating with Swiss Scholar Dr. Eberhard Fischer on a number of research projects on Odishan Art since 1978. -
Odisha Review
ODISHA REVIEW VOL. LXXIV NO.4 NOVEMBER - 2017 SURENDRA KUMAR, I.A.S. Commissioner-cum-Secretary LAXMIDHAR MOHANTY, O.A.S Director DR. LENIN MOHANTY Editor Editorial Assistance Production Assistance Bibhu Chandra Mishra Debasis Pattnaik Bikram Maharana Sadhana Mishra Cover Design & Illustration D.T.P. & Design Manas Ranjan Nayak Hemanta Kumar Sahoo Photo Kishor Kumar Sinha Raju Singh Manoranjan Mohanty Niranjan Baral The Odisha Review aims at disseminating knowledge and information concerning Odisha’s socio-economic development, art and culture. Views, records, statistics and information published in the Odisha Review are not necessarily those of the Government of Odisha. Published by Information & Public Relations Department, Government of Odisha, Bhubaneswar - 751001 and Printed at Odisha Government Press, Cuttack - 753010. For subscription and trade inquiry, please contact : Manager, Publications, Information & Public Relations Department, Loksampark Bhawan, Bhubaneswar - 751001. Rs.5/- Five Rupees / Copy E-mail : [email protected] Visit : http://odisha.gov.in Contact : 9937057528(M) CONTENTS Good Governance ... ... 1 Baliyatra : A Festival of Odisha's Ancient Maritime Trade Dr. Rabindra Nath Dash ... 13 Measuring Fiscal Performance of Indian States with Special Dr. Bibhuti Ranjan Mishra ... 17 Reference to Odisha Prof. Asit Ranjan Mohanty Kalinga and Champa : A Study in Ancient Maritime Relations Dr. Benudhar Patra ... 22 Paika Rebellion of 1817 : The First Independence War of India Akshyaya Kumar Nayak ... 27 Boita Bandana Festival and Water Pollution Dr. Manas Ranjan Senapati ... 32 Odisha Welcomes the World as Tourist But Bids Farewell as Friend Debadutta Rath ... 34 Exploring the Lost River(s) at Konark : Chirashree Srabani Rath, ... 39 A Multi-Disciplinary Approach Rashmi Ranjan Behera, Subhomay Jana, Priyadarshi Patnaik, and William K. -
Classicism of Odia Language
Orissa Review Classicism of Odia Language Dr. G.K. Srichandan Man expresses his feelings and emotions through neighbouring languages are Hindi, Bengali, Telgu, sentences of any language-spoken or written. Tamil etc. In addition to this 62 denominations Thus, human beings use many words in sentences (communities) of tribals live within the State of of language which have come to us by oral use Odisha. Their spoken languages or dialects had for hundreds of thousand years. Words are have impact on Odia language for her evolution evolved and use for expression of man¶s inner and enrichment. feelings. We borrow such words from other languages also to supplement our own mother Except Surya dynasty rulers all other tongue. preceding dynasty rulers have come from outside and brought with them soldiers and officers The vocabulary of a language depends speaking their native language and after settling in on the richness or treasure of words accumulated Udra Desha had embraced the then prevailing and stored in that language by passage of time Odia language. That had impact on development from the time immemorial. Odia is the mother of the vocabulary of Odia language. language of the majority of the people of Odisha at present and also in the past. The present In 1568 Odisha empire lost her Odisha is the political entity with distinct boundary. sovereignty and independence on sudden and sad But outside Odisha there exists Odia speaking demise of the last independent and sovereign tracts which was the result or resultant of the Hindu king-emperor Gajapati Mukunda Deva in conquests made by the Ganga Vansi and Surya Gohiri Tikira battle field. -
ISSN 2277 – 9809 (Online) ISSN 2348 - 9359 (Print)
International Research Journal of Management Sociology & Humanities ISSN 2277 – 9809 (online) ISSN 2348 - 9359 (Print) An Internationally Indexed Peer Reviewed & Refereed Journal Shri Param Hans Education & Research Foundation Trust www.IRJMSH.com www.SPHERT.org Published by iSaRa Solutions IRJMSH Vol 7 Issue 5 [Year 2016] ISSN 2277 – 9809 (0nline) 2348–9359 (Print) Folk theatre in Western Odisha Atish Kumar Satpathy Introduction Western Odisha is well-known to the world for its art and architecture. Folk songs and dance forms have been developed mainly out of celebrating socio-religious rituals and ceremonies. Songs and dances are integral ingredients of folk theatre. Each folk form has its specific community but their language is same. If we look into the origin and evolution of folk theatre; we have to admit that this theatrical tradition is interconnected with human civilization. Since the Vedic period, people have developed potential artistic qualities like songs, dance and many religious rituals to express their emotions, hope and aspirations. The musicality is one of the greatest characteristics of these folk dramas. The musical instruments used in such folk performances are developed indigenously and are a unique characteristic of these folk plays. Western Odisha is culturally influenced by assemblage of several traditions in several religious rituals. During the last quarter of the twentieth century, research and studies in the area of folk songs and dances along with folk theatre of this region have been revived and recognized, including the modern "Krushnaguru Bhajan", one type of folk lyrics/songs and Danda (Danda Yatra and Danda Nata), which are considered to be a part of the oldest art forms in India. -
Odisha Society of Americas - Georgia ଜଜିଆ ଖବର Georgia Khabara ______
Odisha Society of Americas - Georgia ଜଜିଆ ଖବର Georgia Khabara ____________________________________________________________ Chapter Newsletter - 2021 Quarter 1 (Makar Sankranti Edition) Georgia, USA Date: March 31, 2021 1. Overview Welcome to the second edition of our newsletter. We have fondly named our newsletter as Georgia Khabara (ଜଜିଆ ଖବର). We will release it every quarter; our last update was in November last year, so this edition contains all the updates for the Georgia Chapter from December 2020 through March 2021. The first quarter is named “Makar Sankranti Edition” after one of the most celebrated functions falling in the quarter. In these four months, we have come a long way as a chapter. We have participated and conducted many events, formed different initiative teams and made our chapter presence felt locally, nationally and back in our motherland Odisha too. We are proud to say that we have a very energetic and active chapter team with members taking leadership in different areas and making our young chapter vibrant and visible. In the subsequent sections of this edition we cover all the events we participated and conducted. 2. Bali Jatra: In the Hindu month of Kartik (October - November), Odisha celebrates the renowned festival known as Bali Jatra. The name Bali Jatra means 'A Voyage to Bali'. This popular festival of Odisha marks its beginning from the day of auspicious Full moon and continues for the next seven days. Through this festival, the locals also commemorate the day when sailors of Odisha first crusade to distant lands of Java, Bali, Borneo, Sri Lanka, and Sumatra. To pay their homage, regional people make the artificial boat (made up of paper, barks of the banana tree, and cork) light mud lamps and float it in the water, which is called Boita Bandana. -
Omanatya Hand Book.Pmd
INTRODUCTION OMANATYA also called as Omanatyo, Amanatya, Omanaito, Omaito is a numerically small Scheduled Tribe of Odisha. They are an Odia speaking cultivating tribe largely concentrated in south Odisha. Page 4 The name "Omanatya" is derived from the popular traditional name, amanatya, or amatya meaning a minister in the ancient Indian principality. According to their legends they claim that their ancestor was a minister in the royal council of lord Shri Ram at Ayodhya and after Shri Ram went to heaven, there was no one to look after them, so they took to agriculture for sustenance. The community is divided into two endogamous sections called bodo (big) and sano (small). The latter is said to be the illegitimate child of the former by Bhotoda, Gond or other community women. Population & Concentration They are mainly concentrated in districts of Koraput and Nowarangpur. According to 2001 census their total population in the State was 23 364, out of which 11 692 were males (50.04%) and 11672 (49.96%) were females. Their level of literacy according to 2001 census was 21.20% out of which male literacy is 39.02% and Page 5 female literacy is 10.20%. The sex ratio was 998 females for 1000 males. Dress and Ornaments Their dress pattern resembles that of their neighbouring castes. Males wear dhoti, lungi, banian and shirts etc. where as women use both handloom and mill made saris with saya and blouse. Females also adorn themselves with varieties of coloured bead and coin necklaces like, kanthimali, sukimali, adhulimali and takamali. They wear gold or brass nolis and phulis in the ears, kanphul in their earlobes, phasia in their ear helix, dandi, guna in their nasal septum, a silver armlet (tad) in their arms, khadu and glass bangles in their wrists, antador in waist and pahud, painri and godabala in their ankle and jhuntia and pauji in their leg finger and dimsui, chipna and mundaphul over their hair. -
Paper 18 History of Odisha
DDCE/History (M.A)/SLM/Paper-18 HISTORY OF ODISHA (FROM 1803 TO 1948 A.D.) By Dr. Manas Kumar Das CONTENT HISTORY OF ODISHA (From 1803 TO 1948 A.D.) Unit.No. Chapter Name Page No UNIT- I. a. British Occupation of Odisha. b. British Administration of Odisha: Land Revenue Settlements, administration of Justice. c. Economic Development- Agriculture and Industry, Trade and Commerce. UNIT.II. a. Resistance Movements in the 19th century- Khurda rising of 1804-05, Paik rebellion of 1817. b. Odisha during the revolt of 1857- role of Surendra Sai c. Tribal uprising- Ghumsar Rising under Dara Bisoi, Khond Rising under Chakra Bisoi, Bhuyan Rising Under Ratna Naik and Dharani Dhar Naik. UNIT – III. a. Growth of Modern Education, Growth of Press and Journalism. b. Natural Calamities in Odisha, Famine of 1866- its causes and effect. c. Social and Cultural changes in the 19th Century Odisha. d. Mahima Dharma. UNIT – IV. a. Oriya Movement: Growth of Socio-Political Associations, Growth of Public Associations in the 19th Century, Role of Utkal Sammilini (1903-1920) b. Nationalist Movement in Odisha: Non-Cooperation and Civil Disobedience Movements in Odisha. c. Creation of Separate province, Non-Congress and Congress Ministries( 1937-1947). d. Quit India Movement. e. British relation with Princely States of Odisha and Prajamandal Movement and Merger of the States. UNIT-1 Chapter-I British Occupation of Odisha Structure 1.1.0. Objectives 1.1.1. Introduction 1.1.2. British occupation of Odisha 1.1.2.1. Weakness of the Maratha rulers 1.1.2.2. Oppression of the land lords 1.1.2.3. -
Best Current Affairs 2Nd April
Daily Current Affairs Analysis 2nd April (New Month, New Changes) The Most Comprehensive Current Affairs Show On YouTube https://gradeup.co/ Daily Current Affairs Analysis 1. Current Affairs Revision (10 Questions With Option Discussion) - Previous Day 2. Current Affairs From Different Sources 3. One Liner Current Affairs 4. Newspaper Analysis (The Hindu) 5. Burning Issue of The Day - WMA 6. Static Revision - STATIC AWARENESS (1st April) https://gradeup.co/ Daily Current Affairs Analysis Current Affairs REVISION (10 Questions) https://gradeup.co/ Which of the following countries has suggested bear bile to treat COVID 19 Patients? !न#$ल&खत म* से !कस देश ने COVID 19 मरीज3 के इलाज के $लए 7प9 का सुझाव !दया है? a. Italy b. Germany c. Brussels d. China e. India https://gradeup.co/ Which of the following countries has suggested bear bile to treat COVID 19 Patients? !न#$ल&खत म* से !कस देश ने COVID 19 मरीज3 के इलाज के $लए 7प9 का सुझाव !दया है? a. Italy b. Germany c. Brussels d. China e. India https://gradeup.co/ Which of the following state has launched PRAGYAAM App to issue e- passes? !न#$ल&खत म* से !कस रा@ ने ई-पास जारी करने के $लए PRAGYAAM ऐप लॉD !कया है? a. Jammu and Kashmir b. Jharkhand c. Chhattisgarh d. Delhi e. Himachal Pradesh https://gradeup.co/ Which of the following state has launched PRAGYAAM App to issue e- passes? !न#$ल&खत म* से !कस रा@ ने ई-पास जारी करने के $लए PRAGYAAM ऐप लॉD !कया है? a.