Learning policies through argumentation-derived evidence
نویسندگان
چکیده
We present an efficient approach for identifying, learning and modeling the policies of others during collaborative activities. In a set of experiments, we demonstrate that more accurate models of others’ policies (or norms) can be developed more rapidly using various forms of evidence from argumentation-based dialogue.
منابع مشابه
On the Benefits of Argumentation-Derived Evidence in Learning Policies
An important and non-trivial factor for effectively developing and resourcing plans in a collaborative context is an understanding of the policy and resource availability constraints under which others operate. We present an efficient approach for identifying, learning and modeling the policies of others during collaborative problem solving activities. The mechanisms presented in this paper wil...
متن کاملArgumentation Strategies for Task Delegation
What argument(s) do I put forward in order to persuade another agent to do something for me? This is an important question for an autonomous agent collaborating with others to solve a problem. How effective were similar arguments in convincing similar agents in similar circumstances? What are the risks associated with putting certain arguments forward? Can agents exploit evidence derived from p...
متن کاملReinforcement Learning of Argumentation Dialogue Policies in Negotiation
We build dialogue system policies for negotiation, and in particular for argumentation. These dialogue policies are designed for negotiation against users of different cultural norms (individualists, collectivists, and altruists). In order to learn these policies we build simulated users (SUs), i.e. models that simulate the behavior of real users, and use Reinforcement Learning (RL). The SUs ar...
متن کاملLearning Policy Constraints Through Dialogue
An understanding of the policy and resource availability constraints under which others operate is important for effectively developing and resourcing plans in a multi-agent context. Such constraints (or norms) are not necessarily public knowledge, even within a team of collaborating agents. What is required are mechanisms to enable agents to keep track of who might have and be willing to provi...
متن کاملInforming dialogue strategy through argumentation-derived evidence
In many settings, agents (whether human or artificial) engage in problem solving activities, which require them to share resources, act on each others’ behalf, communicate and coordinate individual acts, and so on. If autonomous agents are to effectively interact (or support interaction among humans) in situations such as deciding whom and how to approach the provision of a resource or the perf...
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 2010