Publication View

Reinforcing robot perception of multimodal events through repetition and redundancy and repetition and redundancy. Interaction Studies Journal. accepted for publication (2005)

Abstract
For a robot to be capable of development, it must be able to explore its environment and learn from its experiences. It must find (or create) opportunities to experience the unfamiliar in ways that reveal properties valid beyond the immediate context. In this paper, we develop a novel method for using the rhythm of everyday actions as a basis for identifying the characteristic appearance and sounds associated with objects, people, and the robot itself. Our approach is to identify and segment groups of signals in individual modalities (sight, hearing, and proprioception) based on their rhythmic variation, then to identify and bind causally-related groups of signals across different modalities. By including proprioception as a modality, this cross-modal binding method applies to the robot itself, and we report a series of experiments in which the robot learns about the characteristics of its own body. 1

Publication details
Download http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.63.4228
Source http://www.ai.mit.edu/people/paulfitz/pub/fitzpatrick05reinforcing.pdf
Contributors CiteSeerX
Repository CiteSeerX - Scientific Literature Digital Library and Search Engine (United States)
Type text
Language English
Relation 10.1.1.104.4729, 10.1.1.134.1695, 10.1.1.11.7387, 10.1.1.25.8091, 10.1.1.41.3262, 10.1.1.40.5902, 10.1.1.128.4438, 10.1.1.13.507, 10.1.1.129.514