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  • × year_i:[2010 TO 2020}
  1. Verwer, K.: Freiheit und Verantwortung bei Hans Jonas (2011) 0.39
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    Content
    Vgl.: http%3A%2F%2Fcreativechoice.org%2Fdoc%2FHansJonas.pdf&usg=AOvVaw1TM3teaYKgABL5H9yoIifA&opi=89978449.
  2. Kleineberg, M.: Context analysis and context indexing : formal pragmatics in knowledge organization (2014) 0.33
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    Source
    http://www.google.de/url?sa=t&rct=j&q=&esrc=s&source=web&cd=5&ved=0CDQQFjAE&url=http%3A%2F%2Fdigbib.ubka.uni-karlsruhe.de%2Fvolltexte%2Fdocuments%2F3131107&ei=HzFWVYvGMsiNsgGTyoFI&usg=AFQjCNE2FHUeR9oQTQlNC4TPedv4Mo3DaQ&sig2=Rlzpr7a3BLZZkqZCXXN_IA&bvm=bv.93564037,d.bGg&cad=rja
  3. Zeng, Q.; Yu, M.; Yu, W.; Xiong, J.; Shi, Y.; Jiang, M.: Faceted hierarchy : a new graph type to organize scientific concepts and a construction method (2019) 0.29
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    Abstract
    On a scientific concept hierarchy, a parent concept may have a few attributes, each of which has multiple values being a group of child concepts. We call these attributes facets: classification has a few facets such as application (e.g., face recognition), model (e.g., svm, knn), and metric (e.g., precision). In this work, we aim at building faceted concept hierarchies from scientific literature. Hierarchy construction methods heavily rely on hypernym detection, however, the faceted relations are parent-to-child links but the hypernym relation is a multi-hop, i.e., ancestor-to-descendent link with a specific facet "type-of". We use information extraction techniques to find synonyms, sibling concepts, and ancestor-descendent relations from a data science corpus. And we propose a hierarchy growth algorithm to infer the parent-child links from the three types of relationships. It resolves conflicts by maintaining the acyclic structure of a hierarchy.
    Content
    Vgl.: https%3A%2F%2Faclanthology.org%2FD19-5317.pdf&usg=AOvVaw0ZZFyq5wWTtNTvNkrvjlGA.
  4. Idrees, H.: Library classification systems and organization of Islamic knowledge (2012) 0.27
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    Abstract
    Standard library classification systems like Dewey Decimal Classification (DDC), U.S. Library of Congress Classification (LCC), and Universal Decimal Classification (UDC) are internationally known and widely used by libraries as the tools for organizing information. Charles Ammi Cutter's Expansive Classification (EC), James Duff Brown's Subject Classification (SC), Henry E. Bliss' Bibliographic Classification (BC), and S. R. Ranganathan's Colon Classification (CC) also are standard classification systems, but they are less commonly used compared to aforementioned three systems. All these systems are easy to use and convenient for most general collection libraries. However, these systems are not adequate for some special collections. Libraries with rich collections on Islam also face problems while using these systems, although such libraries often use expansions in the original systems for their collections. This paper examines this problem and presents a potential optimal solution. The author collected data, using a semistructured interview technique, from a representative sample of thirty libraries in eight countries with strong collections in Islam. These data were analyzed employing qualitative methods.
    Date
    10. 9.2000 17:38:22
  5. Suchenwirth, L.: Sacherschliessung in Zeiten von Corona : neue Herausforderungen und Chancen (2019) 0.26
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    Footnote
    https%3A%2F%2Fjournals.univie.ac.at%2Findex.php%2Fvoebm%2Farticle%2Fdownload%2F5332%2F5271%2F&usg=AOvVaw2yQdFGHlmOwVls7ANCpTii.
  6. Farazi, M.: Faceted lightweight ontologies : a formalization and some experiments (2010) 0.25
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    Abstract
    While classifications are heavily used to categorize web content, the evolution of the web foresees a more formal structure - ontology - which can serve this purpose. Ontologies are core artifacts of the Semantic Web which enable machines to use inference rules to conduct automated reasoning on data. Lightweight ontologies bridge the gap between classifications and ontologies. A lightweight ontology (LO) is an ontology representing a backbone taxonomy where the concept of the child node is more specific than the concept of the parent node. Formal lightweight ontologies can be generated from their informal ones. The key applications of formal lightweight ontologies are document classification, semantic search, and data integration. However, these applications suffer from the following problems: the disambiguation accuracy of the state of the art NLP tools used in generating formal lightweight ontologies from their informal ones; the lack of background knowledge needed for the formal lightweight ontologies; and the limitation of ontology reuse. In this dissertation, we propose a novel solution to these problems in formal lightweight ontologies; namely, faceted lightweight ontology (FLO). FLO is a lightweight ontology in which terms, present in each node label, and their concepts, are available in the background knowledge (BK), which is organized as a set of facets. A facet can be defined as a distinctive property of the groups of concepts that can help in differentiating one group from another. Background knowledge can be defined as a subset of a knowledge base, such as WordNet, and often represents a specific domain.
    Content
    PhD Dissertation at International Doctorate School in Information and Communication Technology. Vgl.: https%3A%2F%2Fcore.ac.uk%2Fdownload%2Fpdf%2F150083013.pdf&usg=AOvVaw2n-qisNagpyT0lli_6QbAQ.
  7. Gödert, W.; Lepsky, K.: Informationelle Kompetenz : ein humanistischer Entwurf (2019) 0.23
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    Footnote
    Rez. in: Philosophisch-ethische Rezensionen vom 09.11.2019 (Jürgen Czogalla), Unter: https://philosophisch-ethische-rezensionen.de/rezension/Goedert1.html. In: B.I.T. online 23(2020) H.3, S.345-347 (W. Sühl-Strohmenger) [Unter: https%3A%2F%2Fwww.b-i-t-online.de%2Fheft%2F2020-03-rezensionen.pdf&usg=AOvVaw0iY3f_zNcvEjeZ6inHVnOK]. In: Open Password Nr. 805 vom 14.08.2020 (H.-C. Hobohm) [Unter: https://www.password-online.de/?mailpoet_router&endpoint=view_in_browser&action=view&data=WzE0MywiOGI3NjZkZmNkZjQ1IiwwLDAsMTMxLDFd].
  8. Xiong, C.: Knowledge based text representations for information retrieval (2016) 0.22
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    Abstract
    This proposal includes plans to improve the quality of relevant entities with a co-learning framework that learns from both entity labels and document labels. We also plan to develop a hybrid ranking system that combines word based and entity based representations together with their uncertainties considered. At last, we plan to enrich the text representations with connections between entities. We propose several ways to infer entity graph representations for texts, and to rank documents using their structure representations. This dissertation overcomes the limitation of word based representations with external and carefully curated information from knowledge bases. We believe this thesis research is a solid start towards the new generation of intelligent, semantic, and structured information retrieval.
    Content
    Submitted in partial fulfillment of the requirements for the degree of Doctor of Philosophy in Language and Information Technologies. Vgl.: https%3A%2F%2Fwww.cs.cmu.edu%2F~cx%2Fpapers%2Fknowledge_based_text_representation.pdf&usg=AOvVaw0SaTSvhWLTh__Uz_HtOtl3.
  9. Huo, W.: Automatic multi-word term extraction and its application to Web-page summarization (2012) 0.21
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    Abstract
    In this thesis we propose three new word association measures for multi-word term extraction. We combine these association measures with LocalMaxs algorithm in our extraction model and compare the results of different multi-word term extraction methods. Our approach is language and domain independent and requires no training data. It can be applied to such tasks as text summarization, information retrieval, and document classification. We further explore the potential of using multi-word terms as an effective representation for general web-page summarization. We extract multi-word terms from human written summaries in a large collection of web-pages, and generate the summaries by aligning document words with these multi-word terms. Our system applies machine translation technology to learn the aligning process from a training set and focuses on selecting high quality multi-word terms from human written summaries to generate suitable results for web-page summarization.
    Content
    A Thesis presented to The University of Guelph In partial fulfilment of requirements for the degree of Master of Science in Computer Science. Vgl. Unter: http://www.inf.ufrgs.br%2F~ceramisch%2Fdownload_files%2Fpublications%2F2009%2Fp01.pdf.
    Date
    10. 1.2013 19:22:47
  10. Shala, E.: ¬Die Autonomie des Menschen und der Maschine : gegenwärtige Definitionen von Autonomie zwischen philosophischem Hintergrund und technologischer Umsetzbarkeit (2014) 0.16
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    Footnote
    Vgl. unter: https://www.google.de/url?sa=t&rct=j&q=&esrc=s&source=web&cd=2&cad=rja&uact=8&ved=2ahUKEwizweHljdbcAhVS16QKHXcFD9QQFjABegQICRAB&url=https%3A%2F%2Fwww.researchgate.net%2Fpublication%2F271200105_Die_Autonomie_des_Menschen_und_der_Maschine_-_gegenwartige_Definitionen_von_Autonomie_zwischen_philosophischem_Hintergrund_und_technologischer_Umsetzbarkeit_Redigierte_Version_der_Magisterarbeit_Karls&usg=AOvVaw06orrdJmFF2xbCCp_hL26q.
  11. Piros, A.: Az ETO-jelzetek automatikus interpretálásának és elemzésének kérdései (2018) 0.16
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    Content
    Vgl. auch: New automatic interpreter for complex UDC numbers. Unter: <https%3A%2F%2Fudcc.org%2Ffiles%2FAttilaPiros_EC_36-37_2014-2015.pdf&usg=AOvVaw3kc9CwDDCWP7aArpfjrs5b>
  12. Gnoli, C.: Notation (2018) 0.12
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    Abstract
    Notations are systems of symbols that can be combined according to syntactical rules to represent meanings in a specialized domain. In knowledge organization, they are systems of numerals, letters and punctuation marks associated to a concept that mechanically produce helpful sequences of them for arranging books on shelves, browsing subjects in directories and displaying items in catalogues. Most bibliographic classification systems, like Dewey Decimal Classification, use a positional notation allowing for expression of increasingly specific subjects by additional digits. However, some notations like that of Bliss Bibliographic Classification are purely ordinal and do not reflect the hierarchical degree of a subject. Notations can also be expressive of the syntactical structure of compound subjects (common auxiliaries, facets etc.) in various ways. In the digital media, notation can be recorded and managed in databases and exploited to provide appropriate search and display functionalities.
  13. Herb, U.; Beucke, D.: ¬Die Zukunft der Impact-Messung : Social Media, Nutzung und Zitate im World Wide Web (2013) 0.12
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    Content
    Vgl. unter: https://www.leibniz-science20.de%2Fforschung%2Fprojekte%2Faltmetrics-in-verschiedenen-wissenschaftsdisziplinen%2F&ei=2jTgVaaXGcK4Udj1qdgB&usg=AFQjCNFOPdONj4RKBDf9YDJOLuz3lkGYlg&sig2=5YI3KWIGxBmk5_kv0P_8iQ.
  14. Vukadin, A.; Slavic, A.: Challenges of facet analysis and concept placement in Universal Classifications : the example of architecture in UDC (2014) 0.10
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    Abstract
    The paper discusses the challenges of faceted vocabulary organization in universal classifications which treat the universe of knowledge as a coherent whole and in which the concepts and subjects in different disciplines are shared, related and combined. The authors illustrate the challenges of the facet analytical approach using, as an example, the revision of class 72 in UDC. The paper reports on the research undertaken in 2013 as preparation for the revision. This consisted of analysis of concept organization in the UDC schedules in comparison with the Art & Architecture Thesaurus and class W of the Bliss Bibliographic Classification. The paper illustrates how such research can contribute to a better understanding of the field and may lead to improvements in the facet structure of this segment of the UDC vocabulary.
    Source
    Knowledge organization in the 21st century: between historical patterns and future prospects. Proceedings of the Thirteenth International ISKO Conference 19-22 May 2014, Kraków, Poland. Ed.: Wieslaw Babik
  15. Chambers, S.; Myall, C.: Cataloging and classification : review of the literature 2007-8 (2010) 0.10
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    Abstract
    This paper surveys library literature on cataloging and classification published in 2007-8, indicating its extent and range in terms of types of literature, major subject areas, and themes. The paper reviews pertinent literature in the following areas: the future of bibliographic control, general cataloging standards and texts, Functional Requirements for Bibliographic Records (FRBR), cataloging varied resources, metadata and cataloging in the Web world, classification and subject access, questions of diversity and diverse perspectives, additional reports of practice and research, catalogers' education and careers, keeping current through columns and blogs, and cataloging history.
    Date
    10. 9.2000 17:38:22
  16. Broughton, V.: Facet analysis as a tool for modelling subject domains and terminologies (2011) 0.09
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    Abstract
    Facet analysis is proposed as a general theory of knowledge organization, with an associated methodology that may be applied to the development of terminology tools in a variety of contexts and formats. Faceted classifications originated as a means of representing complexity in semantic content that facilitates logical organization and effective retrieval in a physical environment. This is achieved through meticulous analysis of concepts, their structural and functional status (based on fundamental categories), and their inter-relationships. These features provide an excellent basis for the general conceptual modelling of domains, and for the generation of KOS other than systematic classifications. This is demonstrated by the adoption of a faceted approach to many web search and visualization tools, and by the emergence of a facet based methodology for the construction of thesauri. Current work on the Bliss Bibliographic Classification (Second Edition) is investigating the ways in which the full complexity of faceted structures may be represented through encoded data, capable of generating intellectually and mechanically compatible forms of indexing tools from a single source. It is suggested that a number of research questions relating to the Semantic Web could be tackled through the medium of facet analysis.
    Source
    Classification and ontology: formal approaches and access to knowledge: proceedings of the International UDC Seminar, 19-20 September 2011, The Hague, The Netherlands. Eds.: A. Slavic u. E. Civallero
  17. McIlwaine, I.C.: Universal Bibliographic Control and the quest for a universally acceptable subject arrangement (2010) 0.08
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    Abstract
    Achieving widespread agreement on subject organization is a complex task, and a challenge greater than that of creating a standard bibliographic description for international exchange-the goal of Universal Bibliographic Control (UBC). This article traces the history of the Universal Decimal Classification (UDC), its relationship with other schemes, and opportunities for further collaboration.
    Source
    Cataloging and classification quarterly. 48(2010) no.1, S.36-47
  18. Broughton, V.: Concepts and terms in the faceted classification : the case of UDC (2010) 0.08
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    Abstract
    Recent revision of UDC classes has aimed at implementing a more faceted approach. Many compound classes have been removed from the main tables, and more radical revisions of classes (particularly those for Medicine and Religion) have introduced a rigorous analysis, a clearer sense of citation order, and building of compound classes according to a more logical system syntax. The faceted approach provides a means of formalizing the relationships in the classification and making them explicit for machine recognition. In the Bliss Bibliographic Classification (BC2) (which has been a source for both UDC classes mentioned above), terminologies are encoded for automatic generation of hierarchical and associative relationships. Nevertheless, difficulties are encountered in vocabulary control, and a similar phenomenon is observed in UDC. Current work has revealed differences in the vocabulary of humanities and science, notably the way in which terms in the humanities should be handled when these are semantically complex. Achieving a balance between rigour in the structure of the classification and the complexity of natural language expression remains partially unresolved at present, but provides a fertile field for further research.
    Content
    Teil von: Papers from Classification at a Crossroads: Multiple Directions to Usability: International UDC Seminar 2009-Part 2
  19. Categories, contexts and relations in knowledge organization : Proceedings of the Twelfth International ISKO Conference 6-9 August 2012, Mysore, India (2012) 0.07
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    Content
    Inhalt: KEYNOTE ADDRESS Richard P. Smiraglia. Universes, Dimensions, Domains, Intensions and Extensions: Knowledge Organization for the 21st Century DOMAIN OF KNOWLEDGE ORGANIZATION Birger Hjorland. Is Knowledge Organization = Information Organization? - H.Peter Ohly. Mission, Programs and Challenges of Knowledge Organization - Rick Szostak. The Basic Concepts Classification - José Augusto Chaves Guimarães, Ely Tannuri de Oliveira and Maria Cláudia Cabrini Gracio. Theoretical Referents in Knowledge Organization: A Domain Analysis of Knowledge Organization Journal - José Augusto Chaves Guimarães and Joseph T. Tennis. Constant Pioneers: The Citation Frontiers of Indexing Theory in the ISKO International Proceedings- Aline Elis Arboit, Maria Cláudia Cabrini Gracio, Ely Francina Tannuri de Oliveira and Leilah Santiago Bufrem. Relationship Between Authors and Main Subject Categories in the Knowledge Organization Domain: A Bibliometric Approach
    GENERAL CLASSIFICATION SCHEMES Almila Akdag Salah, Cheng Gao, Krzysztof Suchecki, Andrea Scharnhorst, and Richard P. Smiraglia. The Evolution of Classification Systems: Ontogeny of the UDC - Joseph T. Tennis. Facets and Fugit Tempus: Considering Time.s Effect on Faceted Classification Schemes - B.A. Sharada. Ranganathan's Colon Classification: Kannada-English Version .dwibindu vargiikaraNa. - KNOWLEDGE ORGANIZATION FOR THE DIGITAL ENVIRONMENT Carolyn Watters and Naureen Nizam. Knowledge Organization on the Web: The Emergent Role of Social Classification - M. Cristina Pattuelli and Sara Rubinow. Charting DBpedia: Towards a Cartography of a Major Linked Dataset - Christopher S.G. Khoo. Dong Zhang, Mi Wang and Xin Jie Yun. Subject Organization in Three Types of Information Resources: An Exploratory Study - Kavi Mahesh and Pallavi Karanth. A Novel Knowledge Organization Scheme for the Web: Superlinks with Semantic Roles - Gercina Angela Borem de Oliveira Lima. Conceptual Modeling of Hypertexts: Methodological Proposal for the Management of Semantic Content in Digital Libraries - Evelyn Orrico, Vera Dodebei and Miriam Gontijo. The Precision of Metaphor for Information Retrieval
    KNOWLEDGE ORGANIZATION AS A NAVIGATION TOOL Charles-Antoine Julien, Pierre Tirilly, John. E. Leide and Catherine Guastavino. Using the LCSH Hierarchy to Browse a Collection - Pierre Tirilly and Charles-Antoine Julien. Random Walks for Subject Hierarchy Simplification - Benildes Coura Moreira dos Santos Maculan and Gercina Ângela Borém de Oliveira Lima. Faceted Taxonomy as Mechanism for Browsing and Accessing Digital Libraries of Thesis and Dissertations: A Case Study ONTOLOGY Michael Shepherd and Tara Sampalli. Ontology as Boundary Object - Flávio Codeço Coelho, Renato Rocha Souza and Claudia Torres Codeço. Towards an Ontology for Mathematical Modeling with Application to Epidemiology - T. Padmavathy and M. Krishnamurthy. Ontological Representation of Knowledge for Developing Information Services in Food Science and Technology - Sangeeta Deokattey, D.K. Dixit and K. Bhanumurthy. Co-word and Facet Analysis as Tools for Conceptualization in Ontologies: a Preliminary Study for a Micro-Domain
    CATEGORIES IN KNOWLEDGE ORGANIZATION L. Hajibayova and E. K. Jacob. A Theoretical Framework for Operationalizing Basic Level Categories in Knowledge Organization Research - A. Y. Asundi. Epistemological Basis of some Common Categories - A Study of Space and Time As Common Concepts - A. Y. Asundi. Domain Specific Categories and Relations and their Potential Applications: A Case Study of Two Arrays of Agriculture Schedule of Colon Classification RELATIONSHIPS IN KNOWLEDGE ORGANIZATION K. S. Raghavan and A. Neelameghan. Indic Cultures and Concepts: Implications for Knowledge Organization - Eduardo Ismael Murguia and Rodrigo de Sales. CNPq.s Knowledge Area Table as a Knowledge and Power Apparatus - Maja Zumer, Marcia Lei Zeng and Joan S. Mitchell. FRBRizing KOS Relationships: Applying the FRBR Model to Versions of the DDC - D. Grant Campbell. Farradane.s Relational Indexing and its Relationship to Hyperlinking in Alzheimer.s Information - Elizabeth Milonas. Classifying Web Term Relationships: An Examination of the Search Result Pages of Two Major Search Engines - Rosa San Sengundo and Daniel Martinez Avila. New Conceptual Structures for the Digital Environment: From KOS to the Semantic Interconnection - A. Neelameghan and K.S. Raghavan. Concept of .Time., Semantic Relationships and Cultural Frames
    KNOWLEDGE ORGANIZATION FOR SPECIFIC DOMAINS Laurence Favier and Widad Mustafa El Hadi. From Text to Image: The Concept of Universality in Knowledge Organization Systems Designed by Paul Otlet and the International Institute of Bibliography - Kathryn La Barre and Rosa Inês de Novais Cordeiro. Unmasking "That Obscure Object of Desire.: A Brief Report from the Films and Facets Project - Hemalatha Iyer and Amber D'Ambrosio. Archetypes, Idealized Cognitive Model and Prototype Effect: A Discussion of Images and Cognition in Categorization - Perspectives for Knowledge Organization - João Batista Ernesto de Moraes. Aboutness in Fiction: Methodological Perspectives for Knowledge Organization - Shu-jiun Chen, Marcia Lei Zeng and Hsueh-hua Chen. Alignment of Conceptual Structures in Controlled Vocabularies in the Domain of Chinese Art - A Discussion of Issues and Patterns - Miriam Gontijo, Vera Dodebei and Evelyn Orrico. Discourse Analysis as an Approach to Categorizing the Domain of Public Policy: The Case of Brazilian E-Government
    KNOWLEDGE ORGANIZATION FOR ARCHIVES Renato Rocha Souza, Flávio Codeço Coelho and Suemi Higuchi. The CPDOC Semantic Portal: Applying Semantic and Knowledge Organization Systems to the Brazilian Contemporary History Domain - Natália Bolfarini Tognoli and José Augusto Chaves Guimarães. Challenges of Knowledge Representation in Contemporary Archival Science - Thiago Henrique Bragato Barros and João Batista Ernesto de Moraes. Archival Classification and Knowledge Organization: Theoretical Possibilities for the Archival Field - Pekka Henttonen. Diversity of Knowledge Organization in Records and Archives Management DESIGN AND DEVELOPMENT OF KNOWLEDGE ORGANIZATION TOOLS Leonard Will. The ISO 25964 Data Model for the Structure of an Information Retrieval Thesaurus - Wieslaw Babik. A Faceted Classification of Cartographic Materials: Problems of Construction and Use - Ming-Shu, Yuan, Fan-Hua, Nan and Gou-Chi, Lee. Constructing Knowledge Classification Scheme in Industrial Technology via Domain Analysis: An Empirical Study - B.L. Vinod Kumar and Khaiser Nikam. Sanskrit-English Bilingual Thesaurus for Yogic Sciences: A Case Study of Problems and Issues with Terms of Non-Latin Origin - Emilena Josemary Lorenzon, Luciana de Souza Gracioso, Marco Donizete Paulino da Silva, Marcele Tinelli, Roniberto Morato Amaral, Leandro Innocentini Lopes de Faria and Wanda Aparecida Machado Hoffmann. Controlled Vocabulary for Intelligence Information System for Shoes
    INFORMATION MINING / AUTOMATIC INDEXING Flávio Codeço Coelho, Renato Rocha Souza, Daniel Magalhães Chada and Pablo de Camargo Cerdeira. Information Mining and Visualization of Data from the Brazilian Supreme Court (STF): A Case Study - Carlos Alberto Correa and Nair Yumiko Kobashi. Automatic Indexing and Information Visualization: A Study Based on Paraconsistent Logics - Nalini A. Raja. Digitized Contents and Index Pages as Alternative Subject Access Fields USERS AND CONTEXT Carol L. Tilley and Kathryn A. La Barre. What if they build it and no one comes? Balancing Full-Text Access and User Tasks - Sholeh Arastoopoor and Rahmatollah Fattahi. Users. perception of Aboutness and Ofness in Images: An Approach to Subject Indexing Based on Ervin Panofsky's Theory and Users' View - Melodie J. Fox. Communities of Practice, Gender and Social Tagging - Radia Bernaoui and Mohmed Hassoun. User Expectations and Reality and Delineation of Agricultural Information Systems in the Maghreb ABSTRACTS OF POSTERS
  20. Ullah, A.; Khusro, S.; Ullah, I.: Bibliographic classification in the digital age : current trends & future directions (2017) 0.06
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    Abstract
    Bibliographic classification is among the core activities of Library & Information Science that brings order and proper management to the holdings of a library. Compared to printed media, digital collections present numerous challenges regarding their preservation, curation, organization and resource discovery & access. Therefore, true native perspective is needed to be adopted for bibliographic classification in digital environments. In this research article, we have investigated and reported different approaches to bibliographic classification of digital collections. The article also contributes two evaluation frameworks that evaluate the existing classification schemes and systems. The article presents a bird's-eye view for researchers in reaching a generalized and holistic approach towards bibliographic classification research, where new research avenues have been identified.

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