منابع مشابه
Argument-Based Machine Learning
We present a novel approach to machine learning, called ABML (argumentation based ML). This approach combines machine learning from examples with concepts from the field of argumentation. The idea is to provide expert’s arguments, or reasons, for some of the learning examples. We require that the theory induced from the examples explains the examples in terms of the given reasons. Thus argument...
متن کاملElicitation of neurological knowledge with argument-based machine learning
OBJECTIVE The paper describes the use of expert's knowledge in practice and the efficiency of a recently developed technique called argument-based machine learning (ABML) in the knowledge elicitation process. We are developing a neurological decision support system to help the neurologists differentiate between three types of tremors: Parkinsonian, essential, and mixed tremor (comorbidity). The...
متن کاملArgument Based Machine Learning in a Medical Domain
Argument Based Machine Learning (ABML) is a new approach to machine learning in which the learning examples could be accompanied by arguments. The arguments for specific examples are a special form of expert’s background knowledge which the expert uses to substantiate the class value for the chosen example. Možina et al. developed ABCN2 algorithm an extension of a well known rule learning algor...
متن کاملFighting Knowledge Acquisition Bottleneck with Argument Based Machine Learning
Knowledge elicitation is known to be a difficult task and thus a major bottleneck in building a knowledge base. Machine learning has long ago been proposed as a way to alleviate this problem. Machine learning usually helps the domain expert to uncover some of the more tacit concepts. However, the learned concepts are often hard to understand and hard to extend. A common view is that a combinati...
متن کاملArgument Mining: A Machine Learning Perspective
Argument mining has recently become a hot topic, attracting the interests of several and diverse research communities, ranging from artificial intelligence, to computational linguistics, natural language processing, social and philosophical sciences. In this paper, we attempt to describe the problems and challenges of argument mining from a machine learning angle. In particular, we advocate tha...
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ژورنال
عنوان ژورنال: Artificial Intelligence
سال: 2007
ISSN: 0004-3702
DOI: 10.1016/j.artint.2007.04.007