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An Approach for Peer-to-Peer Federated Learning
2021 51st Annual IEEE/IFIP International Conference on Dependable Systems and Networks Workshops (DSN-W), 2021We present a novel approach for the collaborative training of neural network models in decentralized federated environments. In the iterative process a group of autonomous peers run multiple training rounds to train a common model. Thereby, participants perform all model training steps locally, such as stochastic gradient descent optimization, using ...
Tobias Wink, Zoltan Nochta
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Peer‐to‐peer distributed text classifier learning in PADMINI
Statistical Analysis and Data Mining: The ASA Data Science Journal, 2012AbstractPopular Internet document repositories, such as online newspapers, digital libraries, and blogs store large amount of text and image data that are frequently accessed by large number of users. Users' input through collaborative commenting or tagging can be very useful in organizing and classifying documents. Some web sites (e.g.
Zhu, Xianshu +5 more
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Intraprofessionalism and Peer-to-Peer Learning in American Medical Education
Qualitative Health Research, 2023As previous research has observed, medical students and physicians alike confront vast amounts of knowledge in their education and practice, such that no one clinician can know everything there is to know about biomedicine. Even before clerkships, medical students learn to cope with this impossibility by prioritizing certain information based on its ...
Julia Knopes +2 more
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Peer‐to‐Peer Networking and Lifelong Learning
On the Horizon, 2001A discussion on how file sharing software can assist communications between teachers and students. Explains how Peer‐to‐peer networking can benefit education and improve student feedback.
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Designing futures for peer-to-peer learning @ CSCW
Proceedings of the companion publication of the 17th ACM conference on Computer supported cooperative work & social computing, 2014Open, online learning environments, such as massive open online courses (MOOCs) and open learning communities have been promoted as a way to expand equitable access to quality education. Such learning experiences are potentially enriched via extensive networks of peer learners.
Peyina Lin +4 more
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Learning Automata for Cognitive Peer-to-Peer Networks
2018In this chapter, we present an approach for designing cognitive peer-to-peer networks based on DCLAs. In this chapter, several cognitive engines based on the DCLAs are presented for solving topology mismatch, and super-peer selection problems in peer-to-peer networks.
Alireza Rezvanian +4 more
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Sharing Application Sessions for Peer-to-Peer Learning
2009 International Conference on Computational Science and Engineering, 2009In this paper, we introduce the concept of Peer-to-peer Learning and discuss learning scenario that we aim at giving solution. We present our contribution ULabGrid2, a Grid architecture framework and the current implementation. ULabGrid2 supports several Peer-to-peer learning scenarios making use of P2P and Grid infrastructures: sharing application ...
Oscar Ardaiz +3 more
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Blog enabled peer-to-peer learning.
Journal of dental hygiene : JDH, 2011The purpose of this project was to simulate development of a community oral health plan using technology-based tools at the students' disposal. The specific research questions were: Will students use the Internet to identify community oral health issues and develop solutions to address the issues?
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Students’ experience and evaluation of peer‐to‐peer learning innovation
Focus on Health Professional Education: A Multi-Professional Journal, 2016The “Study Buddy Support” (SBS) scheme was first employed for pathology students during the second semester of 2013 for the medical radiation science undergraduate program. Following the first summative assessment (FSA), students deemed “at risk” of failing (buddies) (n = 23) and high-achieving students (buddy leaders, BLs) (n = 6) from the same year ...
Paul Reid, Minh Chau, Jyothi Thalluri
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Promoting healthy relationships through peer-to-peer learning
British Journal of School Nursing, 2015A peer-led healthy relationships project led by a qualified school nurse based in Herefordhsire will be supported by BJSN's £1 000 Innovation grant. Emma Dewar provides an overview of the project.
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