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Fairness and efficiency tradeoffs for user cooperation in distributed wireless networks

Yong Xiao, Jianwei Huang, Chau Yuen, Luiz A. DaSilva
2013 2013 Proceedings IEEE INFOCOM  
More specifically, we define the incentive region as a set of action profiles that provides cooperation benefits to all users and focus on the optimization of efficiency and fairness within this region  ...  We propose a general framework to analyze incentives for user cooperation, and characterize the tradeoff between fairness and efficiency for cooperative networks.  ...  Coalitional game theory uses the concept of core to denote the set of action profiles of the coalition upon which no subcoalition can improve.  ... 
doi:10.1109/infcom.2013.6566780 dblp:conf/infocom/XiaoHYD13 fatcat:pmjxdqzrzfc4hewtukpcd6rldq

A Comprehensive Survey of Incentive Mechanism for Federated Learning [article]

Rongfei Zeng, Chao Zeng, Xingwei Wang, Bo Li, Xiaowen Chu
2021 arXiv   pre-print
Thus, it is quite crucial to inspire more participants to contribute their valuable resources with some payments for federated learning.  ...  In this paper, we present a comprehensive survey of incentive schemes for federate learning.  ...  and expectation fairness [11] , are maximized, and then the incentive mechanism achieves the property of fairness.  ... 
arXiv:2106.15406v1 fatcat:7v7adaw5wnbldhykma6mhgpnty

Incentive Mechanisms for Federated Learning: From Economic and Game Theoretic Perspective [article]

Xuezhen Tu, Kun Zhu, Nguyen Cong Luong, Dusit Niyato, Yang Zhang, Juan Li
2021 arXiv   pre-print
To improve learning performance in terms of model accuracy and training completion time, it is essential to recruit sufficient participants.  ...  Finally, we highlight some open issues and future research directions concerning incentive mechanism design of FL.  ...  Guaranteeing the fairness among DOs can encourage them to improve their participation level.  ... 
arXiv:2111.11850v1 fatcat:24xqnqiqtbh2hdn6lnkdkctqii

Improving Efficiency and Fairness in P2P Systems with Effort-Based Incentives

R. Rahman, M. Meulpolder, D. Hales, J. Pouwelse, D. Epema, H. Sips
2010 2010 IEEE International Conference on Communications  
of principles from an alternative economic vision, Participatory Economics (Parecon), to inspire systems to be fair and to ensure maximization of the social welfare while being efficient at the same time  ...  Our approach yields a higher system performance and fairness and offers new insights into P2P incentive design.  ...  EFFICIENCY AND FAIRNESS IN DEPLOYED MECHANISMS In order to assess the efficiency and fairness of effort-based incentive schemes in practice, we applied our approach to two currently deployed mechanisms  ... 
doi:10.1109/icc.2010.5502544 dblp:conf/icc/RahmanMHPES10 fatcat:qsnqgjur7jh75cnjwvppze6y74

Fairness in Power Flow Network Congestion Management with Outer Matching and Principal Notions of Fair Division

Brinn Hekkelman, Han La Poutré
2020 Proceedings of the Eleventh ACM International Conference on Future Energy Systems  
Since congestion management solutions may require individual prosumers to alter their prosumption, the concept of fairness has become a crucial topic of attention.  ...  In addition, this paper devises an efficient algorithmic mechanism that computes such fair allocations in limited computational time, and proves that only egalitarian division results in incentive compatibility  ...  Additional penalties or incentives could be implemented to make other notions of fair division feasible for use in this setting if they are strongly preferred.  ... 
doi:10.1145/3396851.3397701 dblp:conf/eenergy/HekkelmanP20 fatcat:htenbosgwjcwdjxxzx5ixocapa

On the Application of Incentive Mechanism in Human Resource Management

Mingxin Yu
2020 Region - Educational Research and Reviews  
In essence, the core of modern enterprise competition is the competition of talents, which further highlights the necessity of human resource management, and incentive mechanism as an important component  ...  Based on the summary and analysis of the construction principle of incentive mechanism, this paper probes into the current situation and optimization of its application in human resource management.  ...  to improve their satisfaction and maximize their positive management role.  ... 
doi:10.32629/rerr.v1i2.68 fatcat:hmnged6ju5f27nh2gfuc35esfi

MRFS: A Multi-resource Fair Scheduling Algorithm in Heterogeneous Cloud Computing

Hamed Hamzeh, Sofia Meacham, Kashaf Khan, Keith Phalp, Angelos Stefanidis
2020 2020 IEEE 44th Annual Computers, Software, and Applications Conference (COMPSAC)  
Furthermore, the mathematical proofs confirm that the sharing-incentive, and Pareto-efficiency properties are improved under MRFS.  ...  The results show that MRFS maximizes per-user utility function by %15-20 in FFMRA compared to FFMRA in absence of MRFS.  ...  MRFS improves sharing-incentive property Proof.  ... 
doi:10.1109/compsac48688.2020.00-18 dblp:conf/compsac/HamzehMKPS20 fatcat:iuqvmxhnyrampc2mxtt6o66pii

Fair Information Sharing for Treasure Hunting

Yiling Chen, Kobbi Nissim, Bo Waggoner
2015 PROCEEDINGS OF THE THIRTIETH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE AND THE TWENTY-EIGHTH INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE  
Truthful reporting of information to the mechanism maximizes an agent's chance to win the search. Epsilon-voluntary participation is satisfied for large search spaces.  ...  In order to formalize the planner's goals of fairness and reduced search cost, we propose a simplified, simulated game as a benchmark and quantify fairness and search cost relative to this benchmark scenario  ...  Acknowledgments The treasure hunt problem was suggested to us by Claudio Orlandi. We thank Claudio for initial discussions of the problem.  ... 
doi:10.1609/aaai.v29i1.9316 fatcat:d62nocbsgnhlhi5v3z574ohrbu

A Reputation Based Multi-user Task Selection Incentive Mechanism for Crowdsensing

Qingcheng Li, Heng Cao, Shengkui Wang, Xiaolin Zhao
2020 IEEE Access  
We also design a reputation conversion method and updating rule to improve incentive and fairness of the mechanism.  ...  The application of sigmoid function for reputation conversion improves the fairness of rewards allocation and motivate users to improve their reputation to obtain high rewards.  ...  However, none of these mechanisms considered the fairness in rewards allocation to improve users' participation enthusiasm.  ... 
doi:10.1109/access.2020.2989406 fatcat:frp4eap3bjetpburtlut2rotxy

Improve Constrained Recourse Fairness in Cloud Computing with Bottleneck-Aware Allocation

Jun Liu, Xi Liu
2015 International Journal of u- and e- Service, Science and Technology  
sets to be set by the allocator to maximize utilization.  ...  A new model called Bottleneck Aware Allocation(BAA) based on the notion of local bottleneck sets to maximize system utilization while providing fairness in the allocations of the competing clients [12]  ...  Users should not be able to benefit by lying about their resource demands. This provides incentive compatibility, as a user cannot improve her allocation by lying. Lemma 1.  ... 
doi:10.14257/ijunesst.2015.8.11.39 fatcat:fknyykajtzcytmkl4yfwdrt4ru

Poster

Carol Fung, Quanyan Zhu, Raouf Boutaba, Tamer Basar
2011 Proceedings of the 18th ACM conference on Computer and communications security - CCS '11  
compatible, fair, efficient and robust.  ...  An automatic knowledge propagation mechanism is proposed based on a decentralized two-level optimization problem formulation, leading to a Nash equilibrium solution which is proved to be scalable, incentive  ...  We demonstrate using simulation that the proposed rule sharing mechanism can effectively improve the overall security of the community and provides incentive-compatibility and fairness to the collaborators  ... 
doi:10.1145/2046707.2093487 fatcat:pjvl23xu3ndxlb6m7wvnd7xbge

Venture Capital Contracting with Double-Sided Moral Hazard and Fairness Concerns

Jiajia Chang, Zhijun Hu
2018 Mathematical Problems in Engineering  
We solve the venture capitalist's maximization problem in the presence of double-sided moral hazard. Our results show that fairness concerns change the structure of the optimal contract.  ...  In this paper, we analyze a venture capital incentive contracting model in which a venture capitalist interacts with an entrepreneur who is risk neutral and fairness concerned, offering him an equity contract  ...  Our analysis shows that incorporating fairness concerns into the analysis of optimal financing contract can improve our understanding of real world incentive schemes.  ... 
doi:10.1155/2018/5296350 fatcat:wkycjh3tojhdzoaegavtbunmuq

Incentive Mechanisms for Strategic Classification and Regression Problems

Kun Jin, Xueru Zhang, Mohammad Mahdi Khalili, Parinaz Naghizadeh, Mingyan Liu
2022 Proceedings of the 23rd ACM Conference on Economics and Computation  
positive rate differences between different demographic groups (fairness).  ...  While prior works tend to focus on how to design an algorithm to be more robust to such strategic maneuvering, this study focuses on an alternative, which is to design incentive mechanisms to shape the  ...  ACKNOWLEDGMENTS This material is based upon work supported by the NSF program on Fairness in AI in collaboration with Amazon under Award No. IIS-2040800.  ... 
doi:10.1145/3490486.3538300 fatcat:77f7pjcvdzhplohj4ksj7vpnzu

Supply Chain Contract Incorporating Fairness under Asymmetric Information

Guangxing Wei, Yao Tang
2016 Open Journal of Social Sciences  
This paper obtains optimal settings of each parameter on a supply chain composed of a rational manufacturer and a fair retailer.  ...  Retailer's fairness has positive effect on his effort level and manufacture's utility under information asymmetry, and manufacturers tend to cooperate with the retailer who has higher degree of fairness  ...  to maximize his utility.  ... 
doi:10.4236/jss.2016.47005 fatcat:4jgao4zzgvgihjl4iwmzx2lgnm

REF

Seyed Majid Zahedi, Benjamin C. Lee
2014 Proceedings of the 19th international conference on Architectural support for programming languages and operating systems - ASPLOS '14  
A fair allocation must provide sharing incentives (SI), envyfreeness (EF), and Pareto efficiency (PE).  ...  In this setting, architects encounter two challenges: sharing fairly and sharing multiple resources. Drawing on economic game-theory, we rethink fairness in computer architecture.  ...  Figure 6 . 6 Fair Allocation Set All the points on the intersection of envy-free sets and the contract curve correspond to the fair allocations. Figure 7 . 7 Visualizing Sharing Incentives (SI).  ... 
doi:10.1145/2541940.2541962 dblp:conf/asplos/ZahediL14 fatcat:tqr3tx3s2bduvgcdk23u4gji6a
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