A Multistrategy Approach to Learning Control from Human Skills

A Multistrategy Approach to Learning Control from Human Skills

Behavioural cloning seeks to build models of human skill by using observations of the performance of a task as input to a machine learning program. Experiments in this area have met with some degree of success, but the methods employed to date have their limitations, including brittleness and opaqueness of the control rules. Some of these limitations are due to the simple situation-action model...

from linguistics to literature: a linguistic approach to the study of linguistic deviations in the turkish divan of shahriar

chapter i provides an overview of structural linguistics and touches upon the saussurean dichotomies with the final goal of exploring their relevance to the stylistic studies of literature. to provide evidence for the singificance of the study, chapter ii deals with the controversial issue of linguistics and literature, and presents opposing views which, at the same time, have been central to t...

A Multistrategy Learning Approach to Domain Modeling and Knowledge Acquisition

This paper presents an approach to domain modeling and knowledge acquisition that consists of a gradual and goal-driven improvement of an incomplete domain model provided by a human expert. Our approach is based on a multistrategy learning method that allows a system with incomplete knowledge to learn general inference or problem solving rules from specific facts or problem solving episodes rec...

Learning to Match Schemas of Data Sources: A Multistrategy Approach

In Machine Learning: a Multistrategy Approach, Vol. Iv Macro and Micro Perspectives of Multistrategy Learning

Machine learning techniques are perceived to have a great potential as means for the acquisition of knowledge; nevertheless, their use in complex engineering domains is still rare. Most machine learning techniques have been studied in the context of knowledge acquisition for well deened tasks, such as classiication. Learning for these tasks can be handled by relatively simple algorithms. Comple...