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Optimal Cooperative Inference
[article]
2018
arXiv
pre-print
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We prove conditions under which optimal cooperative inference can be achieved, including a representation theorem that constrains the form of inductive biases for learners optimized for cooperative inference ...
Although well studied in human learning and increasingly in machine learning, we lack formal frameworks through which we may reason about the benefits and limitations of cooperative inference. ...
can yield optimally effective inference. ...
arXiv:1705.08971v2
fatcat:argkb7bvbraznnyhhutltoacha
Emotional Fitness のための無酸素性作業閾値(AT)を用いた最適運動強度推定
Inference of Optimal Exercise Intensity based on Anaerobic Threshold(AT) for Emotional Fitness
2013
Inference of Optimal Exercise Intensity based on Anaerobic Threshold(AT) for Emotional Fitness
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The objective is to determine the optimal level of AT for Emotional Fitness. ...
This study proposes a method of Emotional Fitness, physical activity intended to improve the mental health and well-being, based on the health of subject's minds as they exercise, as inferred from subjective ...
doi:10.14864/fss.29.0_117
fatcat:fzpjfmyaejggzcsee5tkfcflju
A Game Theoretic Data Fusion Aided Path Planning Approach for Cooperative UAV ISR
2008
IEEE Aerospace Conference. Proceedings
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The estimated threat intents will be fed back to the Level 2 fusion to improve the performance of the entity aggregation. 2) Cooperative platform routing based on Pareto-optimization, social foraging, ...
and cooperative jamming. ...
There are two main tasks in ISR routing: threat intent inference and cooperative platform routing. ...
doi:10.1109/aero.2008.4526563
fatcat:xcsuy7gcafdi5lyespnc5vghzq
Neural Mechanisms of Belief Inference during Cooperative Games
2010
Journal of Neuroscience
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model of dynamic belief inference. ...
These findings reveal putative computational representations within prefrontal cortex regions, supporting the maintenance of cooperation in complex social decision making. ...
Under the inferred (or best) model with K 1 ϭ 5, we optimized two model parameters. ...
doi:10.1523/jneurosci.5895-09.2010
pmid:20702705
pmcid:PMC2967416
fatcat:2evpnhiwyvbrhdg5l5zebebvmi
Communication-Efficient Edge AI Inference Over Wireless Networks
[article]
2020
arXiv
pre-print
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This includes the wireless distributed computing framework for low-latency device distributed model inference as well as the wireless cooperative transmission strategy for energy-efficient edge cooperative ...
model inference. ...
Edge Processing System for In-Edge Cooperative AI Inference In this section, we present a cooperative wireless transmission approach for energy-efficient edge processing of computational intensive inference ...
arXiv:2004.13351v1
fatcat:4c2d3thzu5aj7e2u6shjwz5jni
Optimal Decision Rules in Repeated Games Where Players Infer an Opponent's Mind via Simplified Belief Calculation
2016
Games
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Using Markov decision processes, we investigate optimal decision rules and their performance in cooperation. ...
These commitment-like decision rules can enhance or reduce cooperation depending on the opponent's strategy. ...
., the second module, is plausible and how it behaves in cooperation when a player infers an opponent's state of mind via the first module. ...
doi:10.3390/g7030019
fatcat:acp42rzuibhnpbsa7zi7hhcuuu
Theory of Mind based Communication for Human Agent Cooperation
2020
2020 IEEE International Conference on Human-Machine Systems (ICHMS)
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For human agent cooperation, reasoning about the partner is necessary to enable an efficient interaction. ...
The agent's communication decision is obtained online during interaction by combining a second level Bayesian inference of human belief with planning under uncertainty, evaluating the influence of communication ...
Multi agent systems that target explicit cooperation usually use a joint policy that is globally optimized. ...
doi:10.1109/ichms49158.2020.9209472
dblp:conf/ichms/BuehlerW20
fatcat:xh7n6asnoje5llghkom27shudu
Cooperative inference: Features, objects, and collections
2016
Psychological review
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We introduce Cooperative Inference, a novel framework for cooperation in concept learning, which resolves these limitations. ...
Cooperative Inference generalizes the notion of cooperation used in previous models from omission of labeled objects to the omission values of features, labels for objects, and labels for collections of ...
Thus, in contrast with previous approaches that assume learning biases are optimized to learn from the world, Cooperative Inference proposes that biases are optimized to learn from cooperative informants ...
doi:10.1037/rev0000032
pmid:27379575
fatcat:ek2pggefyvfnbi7tlibrkw4gsi
Relay Node Selection in Wireless Sensor Network Using Fuzzy Inference System
2019
Journal of Communications
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We recommend further to add more levels and targets that includes communicating bandwidth to tune the optimal utilization of network resources. ...
Index Terms-Wireless sensor network, throughput, fuzzy inference system, network life lime, relay node, RNSFIA ...
In [5] jointly consider both relay-selection and resource-allocation for a cooperative network in a multiuser scenario and proposed a Neuro-Fuzzy (NF) based optimal relay selection algorithm that select ...
doi:10.12720/jcm.14.6.423-431
fatcat:x5nlpef2h5e7rg6d6hgujx4x7u
Strategic conversation
2013
Semantics and Pragmatics
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We explore the safety of implicatures within cooperative and non cooperative settings. ...
We provide a game-theoretic framework that provides an analysis of both cooperative and strategic conversation. ...
Inferences based on coherence are sometimes safe, even in non-cooperative situations. ...
doi:10.3765/sp.6.2
fatcat:swtzgxdpyzhwppmcmzdwyzlpne
Task-Oriented Communication for Multi-Device Cooperative Edge Inference
[article]
2021
arXiv
pre-print
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To enable low-latency cooperative inference, we propose a learning-based communication scheme that optimizes local feature extraction and distributed feature encoding in a task-oriented manner, i.e., to ...
While cooperative edge inference can overcome the limited sensing capability of a single device, it substantially increases the communication overhead and may incur excessive latency. ...
The following proposition establishes a single-letter characterization of the optimal raterelevance tuples in multi-device cooperative edge inference systems.
Proposition 1. ...
arXiv:2109.00172v1
fatcat:mbwkwylxgjfr3isvv2uin432uq
The Evolutionary Biology of Decision Making
[chapter]
2008
Better Than Conscious?
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The Evolutionary Biology of Decision Making 299
Cooperate
Defect
Cooperate
R
S
Defect
T
P ...
Unilateral cooperation is not evolutionarily stable in this game; therefore, cooperation is altruistic because cooperators pay a fitness cost by foregoing the temptation to cheat. ...
doi:10.7551/mitpress/9780262195805.003.0013
fatcat:b5alihpfozcinjxucc3mmltrzy
Inferring Reputation Promotes the Evolution of Cooperation in Spatial Social Dilemma Games
2012
PLoS ONE
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Here we introduce the mechanism of inferring reputation into the selection of potential strategy sources to explore the evolution of cooperation. ...
Before the game each player is assigned with a randomly distributed parameter p denoting his ability to infer the reputation of others. ...
In addition, we introduce an evaluation factor into the calculation of reputation and show the existence of optimal cooperation levels. ...
doi:10.1371/journal.pone.0040218
pmid:22808120
pmcid:PMC3392274
fatcat:jouyzevduzahpngfezxuzdyf4i
Research on Cooperative Control in Intelligent Agriculture Complex System
2012
International Journal of Computer and Communication Engineering
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Joint optimal solution among these factors had been achieved through global control optimizing by cooperation controller, and intelligent adjusting of whole system can be effectively realized. ...
In this paper, we had tried to research the cooperative control for IA system with this method firstly, and the way of Q-learning was used in researching of multi-agent collaboration control inference ...
ACKNOWLEDGEMENTS The research work has been supported by National Nature Fund 2011 project name: Optimal Control in Greenhouse System(61174088). ...
doi:10.7763/ijcce.2012.v1.6
fatcat:gb3vi4gylzhw7kbhnjfgjfganu
EECDN: Energy-Efficient Cooperative DNN Edge Inference in Wireless Sensor Networks
2022
ACM Transactions on Internet Technology
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Existing MEC-enabled cooperative computation offloading works focus on the optimization of total energy consumption, while fail to exploit multi-relay diversity and min-max fairness of energy consumption ...
For the first sub-problem, we propose an optimal algorithm named as OTCA based on bipartite matching. ...
For example, cooperative inference is applied in [17] to divide computing tasks between local and edge devices for energy or latency optimization. ...
doi:10.1145/3544969
fatcat:kvr5yaxlczfoznfktxx4ayojm4
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