Multiagent compromise via negotiation
Distributed Artificial Intelligence (Vol. 2)
Empirical methods for artificial intelligence
Empirical methods for artificial intelligence
Bayesian learning in negotiation
International Journal of Human-Computer Studies - Evolution and learning in multiagent systems
Multi-issue negotiation under time constraints
Proceedings of the first international joint conference on Autonomous agents and multiagent systems: part 1
On-line incremental learning in bilateral multi-issue negotiation
Proceedings of the first international joint conference on Autonomous agents and multiagent systems: part 1
Multi-Issue Negotiation Processes by Evolutionary Simulation, Validationand Social Extensions
Computational Economics
On Agent-Mediated Electronic Commerce
IEEE Transactions on Knowledge and Data Engineering
Optimal agendas for multi-issue negotiation
AAMAS '03 Proceedings of the second international joint conference on Autonomous agents and multiagent systems
A machine-learning approach to automated negotiation and prospects for electronic commerce
Journal of Management Information Systems - Special issue: Information technology and its organizational impact
Modeling complex multi-issue negotiations using utility graphs
Proceedings of the fourth international joint conference on Autonomous agents and multiagent systems
Learning opponents' preferences in multi-object automated negotiation
ICEC '05 Proceedings of the 7th international conference on Electronic commerce
A decentralized model for multi-attribute negotiations
ICEC '06 Proceedings of the 8th international conference on Electronic commerce: The new e-commerce: innovations for conquering current barriers, obstacles and limitations to conducting successful business on the internet
Detecting opponent concessions in multi-issue automated negotiation
ICEC '06 Proceedings of the 8th international conference on Electronic commerce: The new e-commerce: innovations for conquering current barriers, obstacles and limitations to conducting successful business on the internet
A scalable method for online learning of non-linear preferences based on anonymous negotiation data
AAMAS '06 Proceedings of the fifth international joint conference on Autonomous agents and multiagent systems
Strategy Acquisition of Agents in Multi-Issue Negotiation
WI '06 Proceedings of the 2006 IEEE/WIC/ACM International Conference on Web Intelligence
An agent architecture for multi-attribute negotiation using incomplete preference information
Autonomous Agents and Multi-Agent Systems
A Bayesian classifier for learning opponents' preferences in multi-object automated negotiation
Electronic Commerce Research and Applications
Multiagent and Grid Systems - Negotiation and Scheduling Mechanisms for Multiagent Systems
LEARNING DRIFTING NEGOTIATIONS
Applied Artificial Intelligence
Opponent modelling in automated multi-issue negotiation using Bayesian learning
Proceedings of the 7th international joint conference on Autonomous agents and multiagent systems - Volume 1
Behaviour & Information Technology
Mining Trading Partners' Preferences for Efficient Multi-Issue Bargaining in E-Business
Journal of Management Information Systems
Negotiation in Semi-cooperative Agreement Problems
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 02
Optimal Multi-issue Negotiation in Open and Dynamic Environments
PRICAI '08 Proceedings of the 10th Pacific Rim International Conference on Artificial Intelligence: Trends in Artificial Intelligence
Acquisition of a concession strategy in multi-issue negotiation
Web Intelligence and Agent Systems
Facing the challenge of human-agent negotiations via effective general opponent modeling
Proceedings of The 8th International Conference on Autonomous Agents and Multiagent Systems - Volume 1
Comparing Negotiation Strategies Based on Offers
Proceedings of the 2008 conference on Applications of Data Mining in E-Business and Finance
An agent model for the influence of culture on bargaining
HuCom '08 Proceedings of the 1st International Working Conference on Human Factors and Computational Models in Negotiation
Negotiation among autonomous computational agents: principles, analysis and challenges
Artificial Intelligence Review
The Benefits of Opponent Models in Negotiation
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 02
Efficient Methods for Multi-agent Multi-issue Negotiation: Allocating Resources
PRIMA '09 Proceedings of the 12th International Conference on Principles of Practice in Multi-Agent Systems
A fast method for learning non-linear preferences online using anonymous negotiation data
TADA/AMEC'06 Proceedings of the 2006 AAMAS workshop and TADA/AMEC 2006 conference on Agent-mediated electronic commerce: automated negotiation and strategy design for electronic markets
Strategy acquisition on multi-issue negotiation without estimating opponent's preference
KES-AMSTA'08 Proceedings of the 2nd KES International conference on Agent and multi-agent systems: technologies and applications
Affective negotiation support systems
Journal of Ambient Intelligence and Smart Environments
Analysis on negotiation in platform-level armored force combat entity agents system
ICIC'06 Proceedings of the 2006 international conference on Intelligent computing: Part II
Learning negotiation policies using IB3 and Bayesian networks
IDEAL'10 Proceedings of the 11th international conference on Intelligent data engineering and automated learning
Detecting drifts in multi-issue negotiations
IBERAMIA'10 Proceedings of the 12th Ibero-American conference on Advances in artificial intelligence
Design of negotiation agents based on behavior models
WISE'10 Proceedings of the 11th international conference on Web information systems engineering
Automatic Service Agreement Negotiators in Open Commerce Environments
International Journal of Electronic Commerce
The learning of an opponent's approximate preferences in bilateral automated negotiation
Journal of Theoretical and Applied Electronic Commerce Research
Using Gaussian processes to optimise concession in complex negotiations against unknown opponents
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume One
An Autonomous Reliability-Aware Negotiation Strategy for Cloud Computing Environments
CCGRID '12 Proceedings of the 2012 12th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing (ccgrid 2012)
A review of strategy design and evaluation of software negotiation agents
Proceedings of the 14th Annual International Conference on Electronic Commerce
A multi-choice offer strategy for bilateral multi-issue negotiations using modified DWM learning
Proceedings of the 13th International Conference on Electronic Commerce
A novel strategy for efficient negotiation in complex environments
MATES'12 Proceedings of the 10th German conference on Multiagent System Technologies
A social approach for learning agents
Expert Systems with Applications: An International Journal
Measuring the performance of online opponent models in automated bilateral negotiation
AI'12 Proceedings of the 25th Australasian joint conference on Advances in Artificial Intelligence
ABiNeS: An Adaptive Bilateral Negotiating Strategy over Multiple Items
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 02
Optimizing complex automated negotiation using sparse pseudo-input gaussian processes
Proceedings of the 2013 international conference on Autonomous agents and multi-agent systems
Accepting optimally in automated negotiation with incomplete information
Proceedings of the 2013 international conference on Autonomous agents and multi-agent systems
An efficient automated negotiation strategy for complex environments
Engineering Applications of Artificial Intelligence
On the use of particle swarm optimization and Kernel density estimator in concurrent negotiations
Information Sciences: an International Journal
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Software agents that autonomously act and interact to achieve their design objectives are increasingly being developed for a range of e-commerce applications. In this context, automated negotiation is a central concern since it is the de facto means of establishing contracts for goods or services between the agents. Now, in many cases these contracts consist of multiple issues (e.g. price, time of delivery, quantity, quality) which makes the negotiation more complex than when dealing with just price. In particular, effective and efficient multi-issue negotiation requires an agent to have some indication of its opponent's preferences over these issues. However, in competitive domains, such as e-commerce, an agent will not reveal this information and so the best that can be achieved is to learn some approximation of it through the negotiation exchanges. To this end, we explore and evaluate the use of kernel density estimation for this purpose. Specifically, we couch our work in the context of making negotiation trade-offs and show how our approach can make the negotiation outcome more efficient for both participants.