Incentive mechanisms for federated learning: From economic and game theoretic perspective
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 …
scale machine learning (ML) models without exposing the owners' raw data. In FL, the data …
Hierarchical incentive mechanism design for federated machine learning in mobile networks
In recent years, the enhanced sensing and computation capabilities of Internet-of-Things
(IoT) devices have opened the doors to several mobile crowdsensing applications. In mobile …
(IoT) devices have opened the doors to several mobile crowdsensing applications. In mobile …
Bandwidth aggregation techniques in heterogeneous multi-homed devices: A survey
The widespread deployment of various networking technologies, coupled with the
exponential increase in end-user data demand, have led to the proliferation of multi-homed …
exponential increase in end-user data demand, have led to the proliferation of multi-homed …
Intelligent mobile video surveillance system as a Bayesian coalition game in vehicular sensor networks: Learning automata approach
In a mobile video surveillance system (MVSS), an efficient approach is required, so that
captured video can be transmitted to its final destination under tight constraints of delay and …
captured video can be transmitted to its final destination under tight constraints of delay and …
Dynamic reputation incentive mechanism for urban water environment treatment PPP projects
New approaches are provided for urban water environment treatment projects (UWETP) with
the development and application of the public-private partnership (PPP) model. However, an …
the development and application of the public-private partnership (PPP) model. However, an …
Blockchain incentivized data forwarding in MANETs: Strategies and challenges
C Machado, CM Westphall - Ad Hoc Networks, 2021 - Elsevier
Recently, blockchain trustless properties started to be investigated to design cooperation
enforcement mechanisms in many systems. This paper presents a comprehensive and …
enforcement mechanisms in many systems. This paper presents a comprehensive and …
When does inferring reputation probability countervail temptation in cooperative behaviors for the prisoners' dilemma game?
Y Dai, P Lu - Chaos, Solitons & Fractals, 2015 - Elsevier
In evolutionary games, the temptation mechanism reduces cooperation percentage while
the reputation mechanism promotes it. Inferring reputation theory proposes that agent's …
the reputation mechanism promotes it. Inferring reputation theory proposes that agent's …
Heterogeneity of inferring reputation probability in cooperative behaviors for the spatial prisoners' dilemma game
P Lu, F Wang - Physica A: Statistical Mechanics and its Applications, 2015 - Elsevier
As an important mechanism designed to counteract temptation and promote cooperation,
reputation is widely investigated in the spatial Prisoners' dilemma game. Existing research …
reputation is widely investigated in the spatial Prisoners' dilemma game. Existing research …
A game theoretic trust model for on-line distributed evolution of cooperation inMANETs
Cooperation among nodes is fundamental for the operation of mobile ad hoc networks
(MANETs). In such networks, there could be selfish nodes that use resources from other …
(MANETs). In such networks, there could be selfish nodes that use resources from other …
Incentive mechanism for performance-based payment of infrastructure PPP projects: Coupling of reputation and ratchet effects
The performance-based payment PPP model has been widely used in the infrastructure
projects. However, the ratchet effect derived from performance-based reputation incentives …
projects. However, the ratchet effect derived from performance-based reputation incentives …