• Title/Summary/Keyword: Linked-text

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Analysis of LinkedIn Jobs for Finding High Demand Job Trends Using Text Processing Techniques

  • Kazi, Abdul Karim;Farooq, Muhammad Umer;Fatima, Zainab;Hina, Saman;Abid, Hasan
    • International Journal of Computer Science & Network Security
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    • v.22 no.10
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    • pp.223-229
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    • 2022
  • LinkedIn is one of the most job hunting and career-growing applications in the world. There are a lot of opportunities and jobs available on LinkedIn. According to statistics, LinkedIn has 738M+ members. 14M+ open jobs on LinkedIn and 55M+ Companies listed on this mega-connected application. A lot of vacancies are available daily. LinkedIn data has been used for the research work carried out in this paper. This in turn can significantly tackle the challenges faced by LinkedIn and other job posting applications to improve the levels of jobs available in the industry. This research introduces Text Processing in natural language processing on datasets of LinkedIn which aims to find out the jobs that appear most in a month or/and year. Therefore, the large data became renewed into the required or needful source. This study thus uses Multinomial Naïve Bayes and Linear Support Vector Machine learning algorithms for text classification and developed a trained multilingual dataset. The results indicate the most needed job vacancies in any field. This will help students, job seekers, and entrepreneurs with their career decisions

A Study on The Textuality and Reader′s Interpretation mentioned in The AD - especially on innisfree advertisement- (광고에 나타난 텍스트성과 수용자 해석에 관한 연구 - 이니스프리 광고를 중심으로 -)

  • 김민수
    • Archives of design research
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    • v.16 no.2
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    • pp.189-196
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    • 2003
  • The purpose of this study is to examine and understand decoding process of the Advertising - text to users a various aspects of semiotic approaches. Further more, through this study, show the sign- structures of the ad-text. For this purpose this study has chosen about the AD of publication of constant period that explore the variable characteristics, access the audience's meaning - structures. Through this analysis , grasp the point of internal and external linked structures. The results of this study can be summarized as follows; ㆍ The AD were applied using the transformational signifier of sign-system rather than the reflection of life's quality and products itself. Moreover to show itself meaning, the ad should do selection of transformation of thought than information-oriented. ㆍ The AD-text can be produced its productive efforts as well as decoding process of audience through various linked channel. Association, structured linking, audience's decoding, thematic structures are very important points in order to read the AD.

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Using the PubAnnotation ecosystem to perform agile text mining on Genomics & Informatics: a tutorial review

  • Nam, Hee-Jo;Yamada, Ryota;Park, Hyun-Seok
    • Genomics & Informatics
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    • v.18 no.2
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    • pp.13.1-13.6
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    • 2020
  • The prototype version of the full-text corpus of Genomics & Informatics has recently been archived in a GitHub repository. The full-text publications of volumes 10 through 17 are also directly downloadable from PubMed Central (PMC) as XML files. During the Biomedical Linked Annotation Hackathon 6 (BLAH6), we experimented with converting, annotating, and updating 301 PMC full-text articles of Genomics & Informatics using PubAnnotation, a system that provides a convenient way to add PMC publications based on PMCID. Thus, this review aims to provide a tutorial overview of practicing the iterative task of named entity recognition with the PubAnnotation/PubDictionaries/TextAE ecosystem. We also describe developing a conversion tool between the Genia tagger output and the JSON format of PubAnnotation during the hackathon.

Ontology and Text Mining-based Advanced Historical People Finding Service (온톨로지와 텍스트 마이닝 기반 지능형 역사인물 검색 서비스)

  • Jeong, Do-Heon;Hwang, Myunggwon;Cho, Minhee;Jung, Hanmin;Yoon, Soyoung;Kim, Kyungsun;Kim, Pyung
    • Journal of Internet Computing and Services
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    • v.13 no.5
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    • pp.33-43
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    • 2012
  • Semantic web is utilized to construct advanced information service by using semantic relationships between entities. Text mining can be applied to generate semantic relationships from unstructured data resources. In this study, ontology schema guideline, ontology instance generation, disambiguation of same name by text mining and advanced historical people finding service by reasoning have been proposed. Various relationships between historical event, organization, people, which are created by domain experts, are linked to literatures of National Institute of Korean History (NIKH). It improves the effectiveness of user access and proposes advanced people finding service based on relationships. In order to distinguish between people with the same name, we compares the structure and edge, nodes of personal social network. To provide additional information, external resources including thesaurus and web are linked to all of internal related resources as well.

영문학교육과 축약.축역본의 위상

  • Lee, Dong-Hwan
    • English Language & Literature Teaching
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    • v.16 no.1
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    • pp.209-233
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    • 2009
  • Many difficult literary texts have been disregarded by the teachers as well as the students in the EFL context. The abridged version, however, has its pedagogical usability when viewed as an extension of the literary text like movies and comic strips. Legible abridgments boost up the critical mind among the learners by enhancing their involvement in responding more actively to each class. In addition, to study an abridged version makes the future teachers accustomed to use it as a usable material. Abridgment has its efficacy in the literary study, too: reader-response criticism and narrative scholarship. First, the learners' creative engagement to the text encourages them to draw their personal experiences which are made up of the basic storyline. Second, a personal experience linked to the story has a relationship to narrative scholarship proposed in contemporary ecocriticism. Narrative scholarship is a new academic trend that merges the writer's personal experience in physical surroundings with the text which describes the same or similar natural environment. The role of teachers is a key to succeed in the abridged version pedagogy. They can facilitate a web of learner, text, and social context by providing a friendly atmosphere to encourage students' active participation, as well as supplementary materials of the original text.

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