Grounded Symbols in the Brain Computational Foundations for Perceptual Symbol System

نویسندگان

  • Leonid Perlovsky
  • Roman Ilin
چکیده

We describe a mathematical models of grounded symbols in the brain. It also serves as a computational foundations for Perceptual Symbol System (PSS). This development requires new mathematical methods of dynamic logic (DL), which have overcome limitations of classical artificial intelligence and connectionist approaches. The paper discusses these past limitations, relates them to combinatorial complexity (exponential explosion) of algorithms in the past, and further to the static nature of classical logic. The new mathematical theory, DL, is a process-logic. A salient property of this process is evolution of vague representations into crisp. The paper first applies it to one aspect of PSS: situation learning from object perceptions. Then we relate DL to the essential PSS mechanisms of concepts, simulators, grounding, productivity, binding, recursion, and to the mechanisms relating grounded and amodal symbols. We discuss DL as a general theory describing the process of cognition on multiple levels of abstraction. We also discuss the implications of this theory for interactions between cognition and language, mechanisms of language grounding, and possible role of language in grounding abstract cognition. The developed theory makes experimental predictions, and will impact future theoretical developments in cognitive science, including knowledge representation, and perception-cognition interaction. Experimental neuroimaging evidence for DL and PSS in brain imaging is discussed as well as future research directions.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Natural Language Parsing using Cell Assemblies: computational linguistics with attractor nets

Computationally, neural processors have an obvious mechanism of symbol grounding; symbols can be grounded in sensory data giving a mechanism for at least basic sensory semantics. So neural processing has a hope of resolving the classic AI symbol grounding problem (Fodor 2000), since its symbols are grounded in sensory inputs. Semantics are critical for resolving parsing ambiguities and for robu...

متن کامل

What is the Ground? Continuous Maps for Grounding Perceptual Primitives

Analysis of the Symbol Grounding Problem has typically focused on the nature of symbols and how they tie to perception without focusing on the actual qualities of what the symbols are to be grounded in. We formalize the requirements of the ground and propose a basic model of grounding perceptual primitives to regions in perceptual space that demonstrates the significance of continuous mapping a...

متن کامل

Perceptual symbol systems.

Prior to the twentieth century, theories of knowledge were inherently perceptual. Since then, developments in logic, statistics, and programming languages have inspired amodal theories that rest on principles fundamentally different from those underlying perception. In addition, perceptual approaches have become widely viewed as untenable because they are assumed to implement recording systems,...

متن کامل

Grounding Language in Descriptions of Scenes

The problem of how abstract symbols, such as those in systems of natural language, may be grounded in perceptual information presents a significant challenge to several areas of research. This paper presents the GLIDES model, a neural network architecture that shows how this symbol-grounding problem can be solved through learned relationships between simple visual scenes and linguistic descript...

متن کامل

Language Emergence and Grounding in Sensorimotor Agents and Robots

The grounding of linguistic symbols in the organism’ cognitive system, and indirectly in the physical and social environment in which individuals live, is one of the most important issues in recent experimental and computational approaches to language. This is normally referred as the Symbol Grounding Problem (Harnad 1990). In cognitive science, psychological experiments have focused on the rel...

متن کامل

ذخیره 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