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Optimal Cooperative Inference [article]

Scott Cheng-Hsin Yang, Yue Yu, Arash Givchi, Pei Wang, Wai Keen Vong,, Patrick Shafto
2018 arXiv   pre-print
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

Yoshifumi Fujimura, Katsuari Kamei, Eric Wallace Cooper
2013
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

Dan Shen, Genshe Chen, Jose B. Cruz, Erik Blasch
2008 IEEE Aerospace Conference. Proceedings  
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

W. Yoshida, B. Seymour, K. J. Friston, R. J. Dolan
2010 Journal of Neuroscience  
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]

Kai Yang, Yong Zhou, Zhanpeng Yang, Yuanming Shi
2020 arXiv   pre-print
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

Mitsuhiro Nakamura, Hisashi Ohtsuki
2016 Games  
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

Moritz C. Buehler, Thomas H. Weisswange
2020 2020 IEEE International Conference on Human-Machine Systems (ICHMS)  
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

Sophia Ray Searcy, Patrick Shafto
2016 Psychological review  
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

Nitin Kumar Jain, IPS Academy, Institute of Engineering and Science, Indore, India., Ajay Verma
2019 Journal of Communications  
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

Nicholas Asher, Alex Lascarides
2013 Semantics and Pragmatics  
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]

Jiawei Shao, Yuyi Mao, Jun Zhang
2021 arXiv   pre-print
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]

Jeffrey R. Stevens
2008 Better Than Conscious?  
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

Zhen Wang, Lin Wang, Zi-Yu Yin, Cheng-Yi Xia, Angel Sánchez
2012 PLoS ONE  
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

Ge Li, Yifei Chen, Shangfeng Du
2012 International Journal of Computer and Communication Engineering  
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

Long Chen, Mianyang Yao, Yalan Wu, Jigang Wu
2022 ACM Transactions on Internet Technology  
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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