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• W4220738117 abstract "In recent years, data and computing resources are typically distributed in the devices of end users, various regions or organizations. Because of laws or regulations, the distributed data and computing resources cannot be aggregated or directly shared among different regions or organizations for machine learning tasks. Federated learning emerges as an efficient approach to exploit distributed data and computing resources, so as to collaboratively train machine learning models. At the same time, federated learning obeys the laws and regulations and ensures data security and data privacy. In this paper, we provide a comprehensive survey of existing works for federated learning. First, we propose a functional architecture of federated learning systems and a taxonomy of related techniques. Second, we explain the federated learning systems from four aspects: diverse types of parallelism, aggregation algorithms, data communication, and the security of federated learning systems. Third, we present four widely used federated systems based on the functional architecture. Finally, we summarize the limitations and propose future research directions." @default.
• W4220738117 created "2022-04-03" @default.
• W4220738117 creator A5005312000 @default.
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• W4220738117 creator A5081606446 @default.
• W4220738117 date "2022-03-22" @default.
• W4220738117 modified "2023-10-18" @default.
• W4220738117 title "From distributed machine learning to federated learning: a survey" @default.
• W4220738117 cites W1974752004 @default.
• W4220738117 cites W1994616650 @default.
• W4220738117 cites W2002406241 @default.
• W4220738117 cites W2018800107 @default.
• W4220738117 cites W2029080014 @default.
• W4220738117 cites W2030942433 @default.
• W4220738117 cites W2036329595 @default.
• W4220738117 cites W2042664989 @default.
• W4220738117 cites W2082418604 @default.
• W4220738117 cites W2094969361 @default.
• W4220738117 cites W2108598243 @default.
• W4220738117 cites W2109426455 @default.
• W4220738117 cites W2118978333 @default.
• W4220738117 cites W2120513799 @default.
• W4220738117 cites W2132172731 @default.
• W4220738117 cites W2165698076 @default.
• W4220738117 cites W2351700241 @default.
• W4220738117 cites W2473418344 @default.
• W4220738117 cites W2535531780 @default.
• W4220738117 cites W2549725382 @default.
• W4220738117 cites W2591882872 @default.
• W4220738117 cites W2734358244 @default.
• W4220738117 cites W2740001873 @default.
• W4220738117 cites W2767970885 @default.
• W4220738117 cites W2772077888 @default.
• W4220738117 cites W2772852940 @default.
• W4220738117 cites W2783522756 @default.
• W4220738117 cites W2799200478 @default.
• W4220738117 cites W2806416578 @default.
• W4220738117 cites W2889369110 @default.
• W4220738117 cites W2912213068 @default.
• W4220738117 cites W2922656120 @default.
• W4220738117 cites W2953271256 @default.
• W4220738117 cites W2956355137 @default.
• W4220738117 cites W2962835266 @default.
• W4220738117 cites W2963456518 @default.
• W4220738117 cites W2963847595 @default.
• W4220738117 cites W2964162474 @default.
• W4220738117 cites W2969388332 @default.
• W4220738117 cites W2970606380 @default.
• W4220738117 cites W2983509101 @default.
• W4220738117 cites W2998045710 @default.
• W4220738117 cites W3006403184 @default.
• W4220738117 cites W3006704755 @default.
• W4220738117 cites W3007974554 @default.
• W4220738117 cites W3010495106 @default.
• W4220738117 cites W3011722050 @default.
• W4220738117 cites W3012125688 @default.
• W4220738117 cites W3012286120 @default.
• W4220738117 cites W3012549930 @default.
• W4220738117 cites W3015613093 @default.
• W4220738117 cites W3015636663 @default.
• W4220738117 cites W3015901293 @default.
• W4220738117 cites W3016632787 @default.
• W4220738117 cites W3027472889 @default.
• W4220738117 cites W3033664100 @default.
• W4220738117 cites W3034906194 @default.
• W4220738117 cites W3037582816 @default.
• W4220738117 cites W3038057116 @default.
• W4220738117 cites W3045638580 @default.
• W4220738117 cites W3047380981 @default.
• W4220738117 cites W3048083653 @default.
• W4220738117 cites W3081130510 @default.
• W4220738117 cites W3087391814 @default.
• W4220738117 cites W3089578458 @default.
• W4220738117 cites W3091075746 @default.
• W4220738117 cites W3091476023 @default.
• W4220738117 cites W3091635927 @default.
• W4220738117 cites W3091870957 @default.
• W4220738117 cites W3093875170 @default.
• W4220738117 cites W3098273862 @default.
• W4220738117 cites W3100779497 @default.
• W4220738117 cites W3103802018 @default.
• W4220738117 cites W3109695251 @default.
• W4220738117 cites W3111009493 @default.
• W4220738117 cites W3116546042 @default.
• W4220738117 cites W3119381431 @default.
• W4220738117 cites W3119568444 @default.
• W4220738117 cites W3126230197 @default.
• W4220738117 cites W3128382687 @default.
• W4220738117 cites W3132522414 @default.
• W4220738117 cites W3171998492 @default.
• W4220738117 cites W3196630108 @default.
• W4220738117 cites W3202088367 @default.
• W4220738117 cites W3212135426 @default.
• W4220738117 cites W4205987271 @default.

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