Generalized Representational Information Theory

  • 0 Replies
  • 1100 Views
*

Tyler

  • Trusty Member
  • *********************
  • Deep Thought
  • *
  • 5273
  • Digital Girl
Generalized Representational Information Theory
« on: December 29, 2012, 11:00:55 pm »
Generalized Representational Information Theory
29 December 2012, 7:35 pm

 

Just as researchers today struggle to find working definitions for words like consciousness and intelligence, they struggled to find a standardized meaning for the word information in the early 1900s. Ralph Hartley, a research for Bell Laboratories, first introduced a theory of information based on the idea that information consisted of strings of symbols, a reasonable idea in the age of telegraph, telephones, and radio. Shannon and Weaver moved things along in the 1940s, resulting in Shannon-Weaver Information Theory (SWIT). While Hartley's theory was concerned primarily with sets of symbols, SWIT was concerned with the probability or uncertainty of events (the  likelihood a particular structure or sequence of symbols are meaningful). Both theories fall far short of describing what a modern cognitive scientist or AI researcher means when they talk about information. A newer theory was developed in the field of psychological research, Representational Information Theory (RIT). The idea behind RIT is that communication between animals and their environment is mediated by concepts. The only drawback of RIT is that it only supported binary dimensions. RIT looks at information in terms of complexity rather than uncertainty like SWIT. In a new paper published in the journal Information, researchers described a generalized version of RIT, called GRIT that may be useful in the fields of AI and robotics:
"concepts live in the mental space of organisms ranging from aplasia to insects and from dolphins to humans. Some may argue that they also live in the mental spaces of intelligent robots and expert systems. Regardless, the point is that only by using concepts as mediators can information as a measurable quantity reflect human intuitions as to what is informative."
The paper includes a technical appendix with mathematical examples of Generalized Representational Information Theory (GRIT) showing examples such as the one above that includes three dimensions (shape, color, and size). For all the details, read the paper, titled, "Complexity over Uncertainty in Generalized Representational Information Theory (GRIT): A Structure-Sensitive General Theory of Information" (PDF format). The paper was written by Ronalda Vigo of the Center for the Advancement of Cognitive Science, Psychology Department, Ohio University. Hartley's 1928 paper is available online as Transmission of Information (PDF format). Shannon's 1948 paper (on which the later Shannon-Weaver book was based) can be found as "A Mathematical Theory of Communication" (PDF format).

Source: robots.net

To visit any links mentioned please view the original article, the link is at the top of this post.

 


Running local AI models
by spydaz (AI Programming)
October 07, 2024, 09:00:53 am
Project Acuitas
by MikeB (General Project Discussion)
September 30, 2024, 04:51:23 pm
Hi IM BAA---AAACK!!
by MagnusWootton (Home Made Robots)
September 16, 2024, 09:49:10 pm
Attempting Hydraulics
by MagnusWootton (Home Made Robots)
August 19, 2024, 04:03:23 am
Server Upgrade
by Freddy (Welcome to AI Dreams forum.)
August 12, 2024, 03:20:04 pm
Reasoner.js: a framework for generalized theory synthesis
by ivan.moony (General Project Discussion)
July 07, 2024, 01:35:38 pm
Haptek rises from the ashes
by 8pla.net (Haptek)
May 18, 2024, 09:37:28 am
Butler In A Box (1983)
by MikeB (General Hardware Talk)
May 09, 2024, 09:39:06 am
LLaMA2 Meta's chatbot released
by spydaz (AI News )
August 24, 2024, 02:58:36 pm
ollama and llama3
by spydaz (AI News )
August 24, 2024, 02:55:13 pm
AI controlled F-16, for real!
by frankinstien (AI News )
June 15, 2024, 05:40:28 am
Open AI GPT-4o - audio, vision, text combined reasoning
by MikeB (AI News )
May 14, 2024, 05:46:48 am
OpenAI Speech-to-Speech Reasoning Demo
by MikeB (AI News )
March 31, 2024, 01:00:53 pm
Say good-bye to GPUs...
by MikeB (AI News )
March 23, 2024, 09:23:52 am
Google Bard report
by ivan.moony (AI News )
February 14, 2024, 04:42:23 pm
Elon Musk's xAI Grok Chatbot
by MikeB (AI News )
December 11, 2023, 06:26:33 am

Users Online

524 Guests, 0 Users

Most Online Today: 573. Most Online Ever: 2369 (November 21, 2020, 04:08:13 pm)

Articles