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- W3215200847 endingPage "1593" @default.
- W3215200847 startingPage "1566" @default.
- W3215200847 abstract "Federated learning (FL) becomes popular and has shown great potentials in training large-scale machine learning (ML) models without exposing the owners’ raw data. In FL, the data owners can train ML models based on their local data and only send the model updates rather than raw data to the model owner for aggregation. To improve learning performance in terms of model accuracy and training completion time, it is essential to recruit sufficient participants. Meanwhile, the data owners are rational and may be unwilling to participate in the collaborative learning process due to the resource consumption. To address the issues, there have been various works recently proposed to motivate the data owners to contribute their resources. In this paper, we provide a comprehensive review for the economic and game theoretic approaches proposed in the literature to design various schemes for incentivizing data owners to participate in FL training process. In particular, we first present the fundamentals and background of FL, economic theories commonly used in incentive mechanism design. Then, we review applications of game theory and economic approaches applied for incentive mechanisms design of FL. Finally, we highlight some open issues and future research directions concerning incentive mechanism design of FL." @default.
- W3215200847 created "2021-12-06" @default.
- W3215200847 creator A5000861569 @default.
- W3215200847 creator A5029492332 @default.
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- W3215200847 creator A5078390472 @default.
- W3215200847 creator A5089793687 @default.
- W3215200847 creator A5091266202 @default.
- W3215200847 date "2022-09-01" @default.
- W3215200847 modified "2023-10-14" @default.
- W3215200847 title "Incentive Mechanisms for Federated Learning: From Economic and Game Theoretic Perspective" @default.
- W3215200847 cites W1968000638 @default.
- W3215200847 cites W1973889396 @default.
- W3215200847 cites W1973917838 @default.
- W3215200847 cites W1985777504 @default.
- W3215200847 cites W1995103956 @default.
- W3215200847 cites W2001209238 @default.
- W3215200847 cites W2009928248 @default.
- W3215200847 cites W2022433787 @default.
- W3215200847 cites W2024619491 @default.
- W3215200847 cites W2029050771 @default.
- W3215200847 cites W2029396991 @default.
- W3215200847 cites W2043749813 @default.
- W3215200847 cites W2068039185 @default.
- W3215200847 cites W2075928479 @default.
- W3215200847 cites W2084312524 @default.
- W3215200847 cites W2126643042 @default.
- W3215200847 cites W2160944939 @default.
- W3215200847 cites W2162986857 @default.
- W3215200847 cites W2163772296 @default.
- W3215200847 cites W2164498579 @default.
- W3215200847 cites W2168792736 @default.
- W3215200847 cites W2249585788 @default.
- W3215200847 cites W2523812888 @default.
- W3215200847 cites W2530079411 @default.
- W3215200847 cites W2578635221 @default.
- W3215200847 cites W2583366857 @default.
- W3215200847 cites W2624989916 @default.
- W3215200847 cites W2736422538 @default.
- W3215200847 cites W2739823223 @default.
- W3215200847 cites W2785835268 @default.
- W3215200847 cites W2789291802 @default.
- W3215200847 cites W2794218781 @default.
- W3215200847 cites W2796407105 @default.
- W3215200847 cites W2800017313 @default.
- W3215200847 cites W2890103652 @default.
- W3215200847 cites W2892341857 @default.
- W3215200847 cites W2912213068 @default.
- W3215200847 cites W2931245396 @default.
- W3215200847 cites W2947829929 @default.
- W3215200847 cites W2951278233 @default.
- W3215200847 cites W2972882814 @default.
- W3215200847 cites W2978422189 @default.
- W3215200847 cites W2980713544 @default.
- W3215200847 cites W2981556215 @default.
- W3215200847 cites W2981600166 @default.
- W3215200847 cites W2982302101 @default.
- W3215200847 cites W2989120265 @default.
- W3215200847 cites W2990700079 @default.
- W3215200847 cites W2996568029 @default.
- W3215200847 cites W2997398560 @default.
- W3215200847 cites W3001989995 @default.
- W3215200847 cites W3004578546 @default.
- W3215200847 cites W3005429940 @default.
- W3215200847 cites W3006403513 @default.
- W3215200847 cites W3006921589 @default.
- W3215200847 cites W3007043174 @default.
- W3215200847 cites W3007199357 @default.
- W3215200847 cites W3007946511 @default.
- W3215200847 cites W3008477738 @default.
- W3215200847 cites W3012990321 @default.
- W3215200847 cites W3013984991 @default.
- W3215200847 cites W3015515533 @default.
- W3215200847 cites W3015636663 @default.
- W3215200847 cites W3016378036 @default.
- W3215200847 cites W3021573557 @default.
- W3215200847 cites W3025029677 @default.
- W3215200847 cites W3036727471 @default.
- W3215200847 cites W3040325268 @default.
- W3215200847 cites W3047040053 @default.
- W3215200847 cites W3084847664 @default.
- W3215200847 cites W3093606573 @default.
- W3215200847 cites W3093739212 @default.
- W3215200847 cites W3093791164 @default.
- W3215200847 cites W3095251140 @default.
- W3215200847 cites W3095611529 @default.
- W3215200847 cites W3107423520 @default.
- W3215200847 cites W3108051446 @default.
- W3215200847 cites W3109051775 @default.
- W3215200847 cites W3109176830 @default.
- W3215200847 cites W3109723249 @default.
- W3215200847 cites W3111354327 @default.
- W3215200847 cites W3112877893 @default.
- W3215200847 cites W3112984084 @default.
- W3215200847 cites W3115608547 @default.
- W3215200847 cites W3115760506 @default.
- W3215200847 cites W3116863821 @default.
- W3215200847 cites W3118170459 @default.