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A Tutorial on Federated Learning from Theory to Practice:Foundations,Software Frameworks,Exemplary Use Cases,and Selected Trends
《IEEE/CAA Journal of Automatica Sinica》2024年第4期824-850,共27页M.Victoria Luzón Nuria Rodríguez-Barroso Alberto Argente-Garrido Daniel Jiménez-López Jose M.Moyano Javier Del Ser Weiping Ding Francisco Herrera 
the R&D&I,Spain grants PID2020-119478GB-I00 and,PID2020-115832GB-I00 funded by MCIN/AEI/10.13039/501100011033.N.Rodríguez-Barroso was supported by the grant FPU18/04475 funded by MCIN/AEI/10.13039/501100011033 and by“ESF Investing in your future”;Spain.J.Moyano was supported by a postdoctoral Juan de la Cierva Formación grant FJC2020-043823-I funded by MCIN/AEI/10.13039/501100011033 and by European Union NextGenerationEU/PRTR.J.Del Ser acknowledges funding support from the Spanish Centro para el Desarrollo Tecnológico Industrial(CDTI)through the AI4ES project;the Department of Education of the Basque Government(consolidated research group MATHMODE,IT1456-22)。
When data privacy is imposed as a necessity,Federated learning(FL)emerges as a relevant artificial intelligence field for developing machine learning(ML)models in a distributed and decentralized environment.FL allows ...
关键词：Data privacy distributed machine learning federated learning software frameworks 
Model learning:a survey of foundations,tools and applications被引量：1
《Frontiers of Computer Science》2021年第5期71-92,共22页Shahbaz ALI Hailong SUN Yongwang ZHAO 
the National Natural Science Foundation of China(NSFC)(Grant Nos.61872016,61932007 and 61972013).
Software systems are present all around us and playing their vital roles in our daily life.The correct functioning of these systems is of prime concern.In addition to classical testing techniques,formal techniques lik...
关键词：model learning active automata learning automata learning libraries/tools inferring behavior models testing and formal verification 
Carnap＇s Thought on Inductive Logic
《Journal of Philosophy Study》2012年第11期773-793,共21页Yusuke Kaneko 
Although we often see references to Carnap＇s inductive logic even in modern literatures, seemingly its confusing style has long obstructed its correct understanding. So instead of Carnap, in this paper, I devote myse...
关键词：inductive logic CONFIRMATION PROBABILITY the earlier system in Foundations L-SYSTEM 
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