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Strategic advice provision in repeated human-agent interactions

Amos Azaria, Ya'akov Gal, Sarit Kraus, Claudia V. Goldman
2015 Autonomous Agents and Multi-Agent Systems  
This paper addresses the problem of automated advice provision in settings that involve repeated interactions between people and computer agents.  ...  Our results demonstrate that combining computational approaches with behavioral economics models of people in repeated interactions facilitates the design of advice provision strategies for a large class  ...  Van Aerde for their help in estimating fuel consumption and for their software.  ... 
doi:10.1007/s10458-015-9284-6 fatcat:e5w3qa2wbvaihhy44e2h53iiva

Strategic Advice Provision in Repeated Human-Agent Interactions

Amos Azaria, Zinovi Rabinovich, Sarit Kraus, Claudia Goldman, Ya'akov Gal
2021 PROCEEDINGS OF THE THIRTIETH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE AND THE TWENTY-EIGHTH INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE  
This paper addresses the problem of automated advice provision in settings that involve repeated interactions between people and computer agents.  ...  Our results demonstrate that combining computational approaches with behavioral economics models of people in repeated interactions facilitates the design of advice provision strategies for a large class  ...  Van Aerde for their help in estimating fuel consumption and for their software. This work is supported in part by the following grants: ERC #267523, MURI # W911NF-08-1-0144, and Marie Curie #268362.  ... 
doi:10.1609/aaai.v26i1.8338 fatcat:yiiepfe2tbhbjaet6ttodf7n4u

Strategic Advice Provision in Repeated Human-Agent Interactions (Abstract)

Amos Azaria, Zinovi Rabinovich, Sarit Kraus, Claudia Goldman, Ya'akov Gal
2021 PROCEEDINGS OF THE THIRTIETH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE AND THE TWENTY-EIGHTH INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE  
This paper addresses the problem of automated advice provision in settings that involve repeated interactions between people and computer agents.  ...  Our results demonstrate that combining computational approaches with behavioral economics models of people in repeated interactions facilitates the design of advice provision strategies for a large class  ...  Introduction This paper addresses problems central to the design of advice provision strategies for computer agents that interact with people in repeated settings.  ... 
doi:10.1609/aaai.v26i1.8408 fatcat:pw4yjnrj2vbs7c4oi6yjqam7fe

Guest Editorial

Sarvapali D. Ramchurn, Avi Rosenfeld, Joel E. Fischer
2015 Autonomous Agents and Multi-Agent Systems  
Design challenges typically take a human-centric view of human-agent systems and focuses on human-agent coordination mechanisms, trust issues in human-agent interaction, interaction techniques, and human  ...  To this end, this special issue examines major challenges at the intersection of human-agent systems. In particular, we focus on the challenges of designing and modelling human-agent interaction.  ...  Strategic Advice Provision in Repeated Human-Agent Interactions by Amos Azaria, Ya'akov (Kobi) Gal, Sarit Kraus, and Claudia Goldman: study a setting where an agent tries to learn the preferences of humans  ... 
doi:10.1007/s10458-015-9295-3 fatcat:vpqimzxmjvevbpngny35l47cqm

Advice Provision for Energy Saving in Automobile Climate-Control System

Amos Azaria, Ariel Rosenfeld, Sarit Kraus, Claudia V. Goldman, Omer Tsimhoni
2015 The AI Magazine  
Reducing energy consumption of climate control systems is important in order to reduce human environmental footprint.  ...  In this article we consider a method for an automated agent to provide advice to drivers which will motivate them to reduce the energy consumption of their climate control unit.  ...  Acknowlegments We would like to thank Amihai Gottlieb, Jonathan Azaria, and Shira Abuhatzera for their help in this research. Notes  ... 
doi:10.1609/aimag.v36i3.2603 fatcat:ahwb5pzv2zdwpoeoccbgzjlp2a

Leveraging Fee-Based, Imperfect Advisors in Human-Agent Games of Trust

Cody Buntain, Amos Azaria, Sarit Kraus
2014 PROCEEDINGS OF THE THIRTIETH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE AND THE TWENTY-EIGHTH INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE  
and are not useful in providing actionable advice.In long-term interactions, however, advisors do stimulate positive behavior with significantly increased investments and returns.By modeling human behavior  ...  then leverage our findings to develop an automated investor agent that performs as well as or better than humans in these games.To gather this data, we extended Berg's game and conducted a series of experiments  ...  Acknowledgments This work was supported in part by ERC grant #267523.  ... 
doi:10.1609/aaai.v28i1.8833 fatcat:22eeys6zqjgnpitqacao5g4gdm

Detecting other-regarding behavior with virtual players

Paul J Ferraro, Daniel Rondeau, Gregory L Poe
2003 Journal of Economic Behavior and Organization  
We propose a novel technique to discriminate among other-regarding behavior, self-interested strategic play, and decision errors in laboratory experiments.  ...  We introduce "virtual players" in two public goods experiments to remove the concerns of human subjects for other players.  ...  Schulze for his encouragement in conducting this research and for his essential advice in designing the experiments.  ... 
doi:10.1016/s0167-2681(02)00137-3 fatcat:itb44hbrxnhcdhpwk2e7clzsay

Intelligent agent supporting human–multi-robot team collaboration

Ariel Rosenfeld, Noa Agmon, Oleg Maksimov, Sarit Kraus
2017 Artificial Intelligence  
Our intelligent advising agent was evaluated through extensive field trails, with 44 non-expert human operators and 10 low-cost mobile robots, in simulation and physical deployment, and showed a significant  ...  We introduce the Myopic Advice Optimization (MYAO) Problem and exemplify its implementation using an agent for the Search And Rescue (SAR) task.  ...  We intend to expand this methodology and use the insights provided in this study to design and implement repeated-interaction agents.  ... 
doi:10.1016/j.artint.2017.08.005 fatcat:6rbnkphz7zfxzaqpivpf6jfaxm

Recent Trends in Behavioral Environmental Economics

Martin Kesternich, Christiane Reif, Dirk Rübbelke
2017 Environmental and Resource Economics  
His thorough and helpful comments and advice supported us in the process of publishing.  ...  We thank the Fritz Thyssen Foundation for financial support of the workshop "Behavioral Environmental Economics" held in 2015.  ...  exposure if the treatment is not repeated.  ... 
doi:10.1007/s10640-017-0162-3 fatcat:nj7i3srub5g5biibhkae2lkxci

Experiments on centralized school choice and college admissions: a survey

Rustamdjan Hakimov, Dorothea Kübler
2020 Experimental Economics  
The main experimental findings considered in the survey concern truth-telling and strategic manipulations by the agents, as well as the stability and efficiency of the matching outcome.  ...  In the college admissions model, both sides of the market are strategic.  ...  The survey has benefited from frequent interactions with members of the Matching-in-Practice network.  ... 
doi:10.1007/s10683-020-09667-7 fatcat:vqnb7aqsnrc45lojwwakl6jxee

Utilisation of Business Advice in Small Innovative Firms: the Role of Trust and Tacit Knowledge

Katarzyna Łobacz, Paweł Głodek, Edward Stawasz, Piotr Niedzielski
2016 Entrepreneurial Business and Economics Review  
FINDINGS The cases of the provision of intense and prolonged advice for innovative small businesses were analysed.  ...  When tacit knowledge is considered an enabling factor, it may be seen as an element allowing the provision of effective assistance for the company in the process of advice utilisation.  ... 
doi:10.15678/eber.2016.040210 fatcat:ylu2imut25bfnkampht4w7xs4q

Conceptualising the active welfare subject: welfare reform in discourse, policy and lived experience

Sharon Wright
2016 Policy and politics (Print)  
In Dave's case, the advice encounter appeared to promote 'self-as-agent' (Hoggett, 2001) , whereas in the Sandy's case, the interaction left her feeling devalued and 'Othered' (Lister, 2004) as different  ...  model that currently influences policy, discourse and employment services/advice provision.  ... 
doi:10.1332/030557314x13904856745154 fatcat:rwfm47ftuja3zheuqf34autyke

Misleading meta-analysis

M. Egger, G. D. Smith
1995 BMJ (Clinical Research Edition)  
Service provision in genitourinary medicine is based on confidentiality, and this has encouraged patients to seek medical advice.  ...  The benefits to medical staff should not be forgotten and include help with difficult management problems, drug interactions, and drug resistance and the provision of other specialised drug information  ...  Recombinant factor VIII is prepared from mammalian cell lines containing viral DNA2; in addition, substances of bovine, murine, and human origin may be used at several stages in the manufacturing process  ... 
doi:10.1136/bmj.311.7007.753c pmid:7549720 pmcid:PMC2550754 fatcat:dx75uwvgrrfdhb272bgappdqd4

Emergent Strategic Management and Planning Mechanisms in Complex Adaptive Systems

Tony Bovaird
2008 Public Management Review  
Repeated behaviours form a special case.  ...  provision Emergent collective behaviours (across local authorities) Benchmarking clubs identifying potentially positive changes Market testing routines designed to justify in-house provision  ... 
doi:10.1080/14719030802002741 fatcat:vvwp6vab4rdyrhit6aahgsp55e

Chapter 6 Business Support as Regulatory Context: Exploring the Enterprise Industry [chapter]

Oliver Mallett
2019 Contemporary Issues in Entrepreneurship Research  
This chapter focusses on how different forms of support and advice interact, the centrality of state influence and how such interactions can be considered part of a firm's regulatory context.  ...  targeted at SMEs that constitute and extend a 'patchwork quilt' of provision.  ...  Therefore, partly in response to government deregulation, accountants began to extend their provision to small firms in terms of providing information and advice that impacts upon the strategic direction  ... 
doi:10.1108/s2040-72462019000009b006 fatcat:auzxpx4rkfap7jlltd2gk2sh3e
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