Results 81 to 90 of about 72,357 (237)

Federated transfer learning for distributed drought stage prediction

open access: yesDiscover Artificial Intelligence
Due to the uncertain nature of drought, it is one of the most menacing natural disasters. Drought modeling (Prediction, Detection, Forecasting, and Stage Prediction) is very essential for efficient policy making.
Muhammad Owais Raza   +4 more
doaj   +1 more source

SMART-FL: Single-Shot Merged Adaptive Resource-Aware Tensor-Fusion for Efficient Federated Learning in Heterogeneous Cross-Silo Environments

open access: yesIEEE Access
Federated Learning (FL) is an evolutionary approach for privacy-preserving distributed machine learning and is particularly significant in cross-silo settings where direct data sharing is restricted.
Vineetha Pais   +2 more
doaj   +1 more source

Question Answering on Linked Data: Challenges and Future Directions

open access: yes, 2016
Question Answering (QA) systems are becoming the inspiring model for the future of search engines. While recently, underlying datasets for QA systems have been promoted from unstructured datasets to structured datasets with highly semantic-enriched ...
Endris, Kemele   +6 more
core   +1 more source

Multi‐Objective Optimisation Framework for Heterogeneous Federated Learning

open access: yesCAAI Transactions on Intelligence Technology, EarlyView.
ABSTRACT Federated learning is a distributed framework that trains a centralised model using data from multiple clients without transferring that data to a central server. Despite rapid progress, federated learning still faces several unsolved challenges. Specifically, communication costs and system heterogeneity, such as nonidentical data distribution,
Jamshid Tursunboev   +4 more
wiley   +1 more source

Addressing Membership Inference Attack in Federated Learning with Model Compression

open access: yes, 2023
Federated Learning (FL) has been proposed as a privacy-preserving solution for machine learning. However, recent works have shown that Federated Learning can leak private client data through membership attacks.
Lozano, Miguel Ángel   +3 more
core  

The International Guideline for the Definition, Classification, Diagnosis and Management of Urticaria

open access: yesAllergy, EarlyView.
ABSTRACT This update and revision of the international guideline for urticaria was developed in accordance with the methods recommended by Cochrane and the Grading of Recommendations Assessment, Development and Evaluation (GRADE) working group. It is an initiative of the Global Allergy and Asthma Excellence Network (GA2LEN) and its Urticaria and ...
T. Zuberbier   +221 more
wiley   +1 more source

Hierarchical Aggregation for Federated Learning in Heterogeneous IoT Scenarios: Enhancing Privacy and Communication Efficiency

open access: yesFuture Internet
Federated Learning (FL) is a distributed machine-learning paradigm that enables models to be trained across multiple decentralized devices or servers holding local data without transferring the raw data to a central location.
Chen Qiu   +5 more
doaj   +1 more source

A Systematic Review of Federated Learning: Emerging Techniques, Challenges, and Research Directions

open access: yesIraqi Journal for Computers and Informatics
Federated Learning FL is a rapidly evolving machine learning paradigm that enables collaborative model training across decentralized data sources while preserving data privacy.
Mohammed Abdul Ameer Jabbar   +2 more
doaj   +1 more source

FL-GRM:Gamma Regression Algorithm Based on Federated Learning

open access: yesJisuanji kexue, 2022
People commonly hypothesize that an independent variable follows a Gamma distribution in many areas,including hydrology,meteorology and insurance claim.Under the Gamma distribution assumption,Gamma regression model enables an outstanding fitting effect,compared with multivariate linear-regression model.Previous studies may be able to obtain a Gamma ...
openaire   +1 more source

Brazil's Public Administration and the Challenge of New Democracies: Promoting Social Inclusion

open access: yesPublic Administration Review, EarlyView.
ABSTRACT Brazil's public administration (PA) has sought to strengthen democratic governance through an emphasis on social inclusion. Since democratization in 1988, reforms have aimed to address entrenched inequalities along with decentralization and professionalism spurring innovations in social inclusion.
Evan M. Berman   +7 more
wiley   +1 more source

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