Results 21 to 30 of about 295,205 (263)

A novel deep learning based peer‐to‐peer transaction method for prosumers under two‐stage market environment

open access: yesIET Smart Grid, 2022
With the development of the electricity market, peer‐to‐peer (P2P) transaction plays an important role in promoting local consumption of renewable energy and arousing the enthusiasm of prosumers.
Dajian Peng   +4 more
doaj   +1 more source

Robust peer-to-peer learning via secure multi-party computation

open access: yesJournal of Information and Intelligence, 2023
To solve the data island problem, federated learning (FL) provides a solution paradigm where each client sends the model parameters but not the data to a server for model aggregation.
Yongkang Luo   +4 more
doaj   +1 more source

Peer-to-peer Federated Learning on Graphs

open access: yesCoRR, 2019
We consider the problem of training a machine learning model over a network of nodes in a fully decentralized framework. The nodes take a Bayesian-like approach via the introduction of a belief over the model parameter space. We propose a distributed learning algorithm in which nodes update their belief by aggregate information from their one-hop ...
Anusha Lalitha   +3 more
openaire   +2 more sources

Online Peer-Tutoring for Programming Languages Based on Programming Ability and Teaching Skill

open access: yesApplied Sciences, 2022
Web-based cooperative learning could enhance students’ learning motivation; however, learning activities in this process are rather confusing because of the lack of structured learning strategies, resulting in unfavorable learning achievements.
Yu-Chen Kuo, Ching-Bang Yao, Zhe-Yu Wu
doaj   +1 more source

Student Autonomy and Peer Learning – An Example

open access: yesHögre Utbildning, 2012
This short article presents and describes a transition from “traditional” teaching with knowledge transferred from the teacher to the students in a classroom to a peer-to-peer situation in which the students, with different support, learn from each other.
Stefan Hellmer
doaj   +4 more sources

GRAPP&S, a Peer-to-Peer Middleware for Interlinking and Sharing Educational Resources [PDF]

open access: yesEAI Endorsed Transactions on Industrial Networks and Intelligent Systems, 2015
This article presents GRAPP&S (Grid APPlication & Services), a specification of an E-learning architecture for the decentralized sharing of educational resources. By dealing with different resources such as files, data streams (video, audio, VoIP)
Thierno Ahmadou Diallo   +3 more
doaj   +1 more source

On the (In)security of Peer-to-Peer Decentralized Machine Learning

open access: yes2023 IEEE Symposium on Security and Privacy (SP), 2023
IEEE S&P'23 (Previous title: "On the Privacy of Decentralized Machine Learning") + Fixed error in neighbors-discovery ...
Dario Pasquini   +2 more
openaire   +2 more sources

An Evaluation of the Accuracy of Peer to Peer Surgical Teaching and the Role of the Peer Review Process

open access: yesPharmacy, 2014
Background: Peer to peer learning is a well-established learning modality which has been shown to improve learning outcomes, with positive implications for clinical practice.
Sheila Oh   +7 more
doaj   +1 more source

Peer-to-Peer Learning+Consensus with Non-IID Data

open access: yes2023 57th Asilomar Conference on Signals, Systems, and Computers, 2023
Peer-to-peer deep learning algorithms are enabling distributed edge devices to collaboratively train deep neural networks without exchanging raw training data or relying on a central server. Peer-to-Peer Learning (P2PL) and other algorithms based on Distributed Local-Update Stochastic/mini-batch Gradient Descent (local DSGD) rely on interleaving epochs
Srinivasa Pranav, José M. F. Moura
openaire   +2 more sources

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