Designing Automated Agents Capable of Efficiently Negotiating with People - Overcoming the Challenge
نویسندگان
چکیده
Research on automated negotiators has flourished in recent years. Yet, most of the time, the research does not focus on automated negotiators capable of negotiating efficiently with people. Many challenges are facing agents designers who aim to design an automated negotiator, even when people are not in the loop. In addition, the fact that people are scarce resources makes the validation process of the efficacy of the automated negotiators an exhausting task. Yet, these challenges can be overcome. By reviewing existing automated negotiators and reporting on experiments we conducted with automated negotiators, we shed some light on how these challenges can be overcome, and thus motivate other researchers to pursue this exciting line of research.
منابع مشابه
Facing the challenge of human-agent negotiations via effective general opponent modeling
Automated negotiation agents capable of negotiating efficiently with people must deal with the fact that people are diverse in their behavior and each individual might negotiate in a different manner. Thus, automated agents must rely on a good opponent modeling component to model their counterpart and adapt their behavior to their partner. In this paper we present the KBAgent. The KBAgent is an...
متن کاملOptimizing complex automated negotiation using sparse pseudo-input gaussian processes
Complex negotiations among rational autonomous agents is gaining a mass of attention due to the diversity of its possible applications. This paper deals with a prominent type of complex negotiations, namely, multi-issue negotiation that runs under realtime constraints and in which the negotiating agents have no prior knowledge about their opponents’ preferences and strategies. We propose a nove...
متن کاملNegotiating with bounded rational agents in environments with incomplete information using an automated agent
Many tasks in day-to-day life involve interactions among several people. Many of these interactions involve negotiating over a desired outcome. Negotiation in and of itself is not an easy task, and it becomes more complex under conditions of incomplete information. For example, the parties do not know in advance the exact tradeoff of their counterparts between different outcomes. Furthermore in...
متن کاملFacilitating Better Negotiation Solutions using AniMed
Mediation is an important paradigm for dispute resolution. If done properly, it can lead to“win-win” situations and benefit all parties. Thus, the advantage of designing a proficient automated mediator capable of interacting with people during their negotiations is of great importance. Yet, succeeding in this task is difficult due to the diversity of people and their bounded rationality. To be ...
متن کاملA cultural sensitive agent for human-computer negotiation
People’s cultural background has been shown to affect the way they reach agreements in negotiation and how they fulfill these agreements. This paper presents a novel agent design for negotiating with people from different cultures. Our setting involved an alternating-offer protocol that allowed parties to choose the extent to which they kept each of their agreements during the negotiation. A ch...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2009