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Exploring Clustering-Based Reinforcement Learning for Personalized Book Recommendation in Digital Library

Xinhua Wang, Yuchen Wang, Lei Guo, Liancheng Xu, Baozhong Gao, Fangai Liu, Wei Li
2021 Information  
Furthermore, to overcome the sparsity issue of students' borrowing behaviours, a clustering-based reinforcement learning algorithm is further developed.  ...  Compared with traditional recommendation tasks, in the digital library, there are two challenges in book recommendation problems.  ...  However, their work is developed for the course recommendation in MOOC platforms rather than book recommendation in digital libraries.  ... 
doi:10.3390/info12050198 doaj:4ac92bb218cf469687cb00f7ad904f24 fatcat:hinnymrc2vc3jo47ipamujw6c4

Internet of Things and Online Learning: Intelligent Systems beyond Covid-19

Delali Kwasi Dake, Davidson Kwamivi Aidam, Verite Ken Agbotse
2022 International Journal of Computer Applications  
The sudden spread of the virus has necessitated a policy direction in online teaching and learning for most academic institutions.  ...  , unsupervised, and Reinforcement Learning (RL) algorithms.  ...  The Reinforcement Learning Agent As shown in Fig. 4 , the Reinforcement Learning (RL) module forms the basis for personalized learning and recommender system for the online learning framework.  ... 
doi:10.5120/ijca2022921879 fatcat:gx57rdn3ync3vdmhclxgoeqehu

Beyond Digital Incunabula: Modeling the Next Generation of Digital Libraries [chapter]

Gregory Crane, David Bamman, Lisa Cerrato, Alison Jones, David Mimno, Adrian Packel, David Sculley, Gabriel Weaver
2006 Lecture Notes in Computer Science  
services that go beyond the limiting models of print distribution, based on services and experiments developed for the Greco-Roman collections in the Perseus Digital Library.  ...  This paper describes several incunabular assumptions that impose upon early digital libraries the limitations drawn from print, and argues for a design strategy aimed at providing customization and personalization  ...  , libraries of digitized books that have the potential to reinforce usage models based on print distribution.  ... 
doi:10.1007/11863878_30 fatcat:ey6sw54r6rhbfh3pvqssrr2epy

Evaluating systematic transactional data enrichment and reuse

Jim Hahn
2019 Proceedings of the Conference on Artificial Intelligence for Data Discovery and Reuse - AIDR '19  
A library account-based recommender system was developed using machine learning processing over transactional data of 383,828 check-outs sourced from a large multi-unit research library.  ...  The machine learning process utilized the FP-growth algorithm [13] over the subject metadata associated with physical items that were checked-out together in the library.  ...  These clusters form the basis for the prototype library account-based recommender incorporated into the library mobile app.  ... 
doi:10.1145/3359115.3359116 dblp:conf/aidr/Hahn19 fatcat:oq2r3xfsezdgtizyha5b2smyra

Master's Paper Abstracts Summer 2018 - Spring 2019

Ralph Scott
2020 North Carolina Libraries  
Based on the experiment results, this paper also proposes some possible improvement for ecommerce platform in personalized recommendation in order to increase conversions and discusses about potential  ...  Recommendations for how libraries can represent female authors in their collections are provided.  ...  How Medical Students Perceive Learning Anatomy with a Virtual Reality Program: Virtual Medicine, Compared to Traditional Learning Approaches. A Master's Paper for the M.S. in I.S degree.  ... 
doi:10.3776/ncl.v78i1.5382 fatcat:x65nd6v2p5fa3mc4b4bc4otxiu

A Systematic Mapping Review on MOOC Recommender Systems

Imranuddin, Ali Shariq Imran, Khan Muhammad, Nosheen Fayyaz, Muhammad Sajjad
2021 IEEE Access  
Moreover, Huang [74] proposed book resource recommendation system using library classification ontology based method to recommend books by classifying them into groups.  ...  Moreover, Huang [74] proposed book resource recommendation system using library classification ontology based method was used to recommend books by classifying them into groups. Shaptala et al.  ... 
doi:10.1109/access.2021.3101039 fatcat:vnhraonfujgstdvcnpcwi6lxxe

The Public Library as a Community Hub for Connected Learning [chapter]

Åke Nygren
2015 Information and Data Literacy  
rich picture of personal achievements, interests, and attributes. 2 Parallel to the spread of the maker movement, a growing number of public libraries worldwide are adopting connected learning approaches  ...  to augment the role they already play as critical community hubs for lifelong learning.  ...  Acknowledgments I want to express my gratitude to friends and collegues in the library sector and the Mozilla community for sharing information and inspiring thoughts regarding the subject of connected  ... 
doi:10.1201/b19843-6 fatcat:bjgw7eawzjfzjo4twjlzlil5eu

An overview of the NFAIS Conference: Artificial intelligence: Finding its place in research, discovery, and scholarly publishing

Bonnie Lawlor, Bonnie Lawlor
2019 Information Services and Use  
; and an actual case study of using AI and ML in the development of a recommendation engine.  ...  Topics covered were, among others: the amount of data, computing power, and the technical infrastructure required for AI and Machine Learning (ML) processes; the challenges to building effective AI and  ...  He opened by saying that a library's brand is a book, but libraries are so much more than books!  ... 
doi:10.3233/isu-190068 fatcat:tprbkkm3yfcvllt7l2q4qpaonu

Co-Designing with AI in Sight

Á. Aranda-Muñoz, U. Florin, Y. Yamamoto, Y. Eriksson, K. Sandström
2022 Proceedings of the Design Society  
Such conceptualisations can contribute to a more inclusive integration of AI solutions in society.  ...  AbstractArtificial Intelligence offers a wide variety of capabilities that can potentially address people's needs and desires in their specific contexts.  ...  In the conceptual solution (Activity 5), participants explored how AI could contribute to betterpersonalised recommendations for citizens (library users).  ... 
doi:10.1017/pds.2022.11 fatcat:z5jfk7ekonh45isnhytzmjvkfy

Library E-Learning

Jennifer Branch-Mueller
2021 IASL Annual Conference Proceedings  
The report also lists cited examples of good practice in contemporary school library e-learning spaces.  ...  This paper analyzes the state of learning spaces as they impact library education.  ...  Requirements for Creating E-Learning Spaces In the final analysis, e-learning spaces should align with and reinforce the library education vision and mission.  ... 
doi:10.29173/iasl7687 fatcat:ihd6gaz4p5c6fisvcdohqll7xu

School Libraries to Read the World

Els Conde
2021 IASL Annual Conference Proceedings  
in communities and open the students' access to knowledge and learning beyond the school boundaries.  ...  The main purpose of this paper is to present the intervention of the School Libraries Network Program in establishing projects and enlarged partnerships that leverage and consolidate the role of libraries  ...  , school libraries and students for the use of the Digital National Library as a source of resources with high potential for teaching, learning and research.  ... 
doi:10.29173/iasl7490 fatcat:yi7i5qeu3faudlq3dclo53226m

Library Carpentry: Software Skills Training for Library Professionals

Jez Cope, James Baker
2018 International Journal of Digital Curation  
need for the library workforce, and are not widely recognised as important to the professional career development of librarians.  ...  We believe that building computational and data science capacity within academic libraries will have direct benefits for both librarians and the users we serve.  ...  Acknowledgements We thank the Software Sustainability Institute for their generous sponsorship of Library Carpentry.  ... 
doi:10.2218/ijdc.v12i2.576 fatcat:3hr72i7puzf2zfxliz7uw5umvy

Library Carpentry: Software Skills Training for Library Professionals

James Baker, Caitlin Moore, Ernesto Priego, Raquel Alegre, Jez Cope, Ludi Price, Owen Stephens, Daniel van Strien, Greg Wilson
2016 Liber Quarterly: The Journal of European Research Libraries  
Using Library Carpentry as a case study of the development and delivery of software skills focused professional development, this paper describes the institutional and intellectual contexts in which Library  ...  Librarians play a crucial role in cultivating world-class research and in most disciplinary areas today world-class research relies on the use of software.  ...  Acknowledgements We thank the Software Sustainability Institute for their generous sponsorship of Library Carpentry.  ... 
doi:10.18352/lq.10176 fatcat:y65ccpja7remrem47o4dzjspde

Library instruction and information literacy 2018

Tessa Withorn, Carolyn Caffrey Gardner, Joanna Messer Kimmitt, Jillian Eslami, Anthony Andora, Maggie Clarke, Nicole Patch, Karla Salinas Guajardo, Syann Lunsford
2019 Reference Services Review  
published in 2018.  ...  covering all library types.  ...  Recommends similar survey assessment for all libraries that offer research consultations, both online and in-person.  ... 
doi:10.1108/rsr-08-2019-0047 fatcat:3s2a6vaoufdrdpidqembop64pm

Learning analytics and collaborative groups of learners in distance education: a systematic mapping study

Lidia M. da SILVA, Lucas P. S. DIAS, Jorge L. V. BARBOSA, Sandro J. RIGO, Julio C. S. dos ANJOS, Claudio F. R. GEYER, Valderi R. Q. LEITHARDT
2021 Informatics in Education. An International Journal  
This article also identified research interest clusters with highlights for the terms recommendation systems, data analysis, e-learning, educational data mining, e-learning platform and learning management  ...  Advances in information and communication technologies have contributed to the increasing use of virtual learning environments as support tools in teaching and learning processes.  ...  for teaching-learning processes in the digital age.  ... 
doi:10.15388/infedu.2022.05 fatcat:qhwsihrtybcj5hzrnv5qed73km
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