Pragmatic Information
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The pragmatic theory of information is derived from
Charles Sanders Peirce Charles Sanders Peirce ( ; September 10, 1839 – April 19, 1914) was an American philosopher, logician, mathematician and scientist who is sometimes known as "the father of pragmatism". Educated as a chemist and employed as a scientist for t ...
's general theory of signs and
inquiry An inquiry (also spelled as enquiry in British English) is any process that has the aim of augmenting knowledge, resolving doubt, or solving a problem. A theory of inquiry is an account of the various types of inquiry and a treatment of the ...
. Peirce explored a number of ideas about information throughout his career. One set of ideas is about the "laws of information" having to do with the '' logical properties of information''. Another set of ideas about "time and thought" have to do with the '' dynamic properties of inquiry''. All of these ideas contribute to the pragmatic theory of inquiry. Peirce set forth many of these ideas very early in his career, periodically returning to them on scattered occasions until the end, and they appear to be implicit in much of his later work on the logic of science and the theory of signs, but he never developed their implications to the fullest extent. The 20th century thinker Ernst Ulrich and his wife Christine von Weizsäcker reviewed the pragmatics of information; their work is reviewed by Gennert.


Overview

The pragmatic information content is the information content received by a recipient; it is focused on the recipient and defined in contrast to
Claude Shannon Claude Elwood Shannon (April 30, 1916 – February 24, 2001) was an American people, American mathematician, electrical engineering, electrical engineer, and cryptography, cryptographer known as a "father of information theory". As a 21-year-o ...
's information definition, which focuses on the message. The pragmatic information measures the information received, not the information contained in the message. Pragmatic information theory requires not only a model of the sender and how it encodes information, but also a model of the receiver and how it acts on the information received. The determination of pragmatic information content is a precondition for the determination of the
value of information Value of information (VOI or VoI) is the amount a decision maker would be willing to pay for information prior to making a decision. Similar terms VoI is sometimes distinguished into value of perfect information, also called value of clairvoyance ( ...
. Claude Shannon and
Warren Weaver Warren Weaver (July 17, 1894 – November 24, 1978) was an American scientist, mathematician, and science administrator. He is widely recognized as one of the pioneers of machine translation and as an important figure in creating support for scien ...
completed the viewpoint on information encoding in the seminal paper by Shannon ''
A Mathematical Theory of Communication "A Mathematical Theory of Communication" is an article by mathematician Claude E. Shannon published in '' Bell System Technical Journal'' in 1948. It was renamed ''The Mathematical Theory of Communication'' in the 1949 book of the same name, a sm ...
'',Claude E. Shannon: ''A Mathematical Theory of Communication'', Bell System Technical Journal, Vol. 27, pp. 379–423, 623–656, 1948

/ref> with two additional viewpoints (B and C):Claude E. Shannon and Warren Weaver: ''The Mathematical Theory of Communication.'' The University of Illinois Press, Urbana, Illinois, 1949. * A. How accurately can the symbols that encode the message be transmitted ("the technical problem")? * B. How precisely do the transmitted symbols convey the desired meaning("the semantics problem")? * C. How effective is the received message in changing conduct ("the effectiveness problem")? Edward D. Weinberger: "A Theory of Pragmatic Information and Its Application to the Quasispecies Model of Biological Evolution", ''BioSystems'' 66 (3), 105–119, 2002.
Eprint
/ref> Pragmatics of communication is the observable effect a communication act (here receiving a message) has on the actions of the recipient. The pragmatic information content of a message may be different for different recipients or the same message may have the same content. Weizsäcker used the concept of ''novelty'' and ''irrelevance'' to separate information which is pragmatically useful or not. Algebraically, the pragmatic information content must satisfy three rules: * EQ: Two messages are equivalent when they lead to the same actions. * SAME: Equivalent messages of different size can have the same pragmatic information content. * DIFF: The same message has different pragmatic information content when used in different decision contexts. More recently, Edward D. Weinberger, Weinberger formulated a quantitative theory of pragmatic information. In contrast to standard information theory that says nothing about the semantic content of information, Weinberger's theory attempts to measure the amount of information actually used in making a decision. Included in Edward D. Weinberger, Weinberger's paper is a demonstration that his version of pragmatic information increases over the course of time in a simple model of evolution known as the ''
quasispecies model The quasispecies model is a description of the process of the Darwinian evolution of certain self-replicating entities within the framework of physical chemistry. A quasispecies is a large group or "cloud" of related genotypes that exist in an env ...
''. This is demonstrably ''not'' true for the standard measure of information. The acquisition of the information and the use of it in decision making can be separated. The use of acquired information to make a decision is, in the general case, an optimization in an uncertain situation (which is included in Weinberger's theory). For deterministc rule based decisions, the agent can be formalized as an
algebra Algebra () is one of the broad areas of mathematics. Roughly speaking, algebra is the study of mathematical symbols and the rules for manipulating these symbols in formulas; it is a unifying thread of almost all of mathematics. Elementary a ...
with a set of operations and the state changes when these operations are executed (no optimization applied). The pragmatic information such an agent picks up from a messages is the transformation of the tokens in the message into operations the recipient is capable of.


Measuring the pragmatic information content with an agent-model of the receiver

Frank Frank or Franks may refer to: People * Frank (given name) * Frank (surname) * Franks (surname) * Franks, a medieval Germanic people * Frank, a term in the Muslim world for all western Europeans, particularly during the Crusades - see Farang Curre ...
used
agent-based models An agent-based model (ABM) is a computational model for simulating the actions and interactions of autonomous agents (both individual or collective entities such as organizations or groups) in order to understand the behavior of a system and wha ...
and the theory of autonomous agents with cognitive abilities (see
multi-agent system A multi-agent system (MAS or "self-organized system") is a computerized system composed of multiple interacting intelligent agents.Hu, J.; Bhowmick, P.; Jang, I.; Arvin, F.; Lanzon, A.,A Decentralized Cluster Formation Containment Framework fo ...
) to operationalize measuring pragmatic information content. The transformation between the received message and the executed message is defined by the agents rules; the pragmatic information content is the information in the transformed message, measured by the methods given by Shannon. The general case can be split in (deterministic) actions to change the information the agent already has and the optimal decision using this information. To measure the pragmatic information content is relevant to assess the
value of information Value of information (VOI or VoI) is the amount a decision maker would be willing to pay for information prior to making a decision. Similar terms VoI is sometimes distinguished into value of perfect information, also called value of clairvoyance ( ...
received by an agent and influences the agents willingness to pay for information - not measured by Shannon communication information content, but by the received pragmatic information content. The rules for the transformation of a received message to the pragmatic content drop information already available; (1) information already known is ignored and (2) elaborated messages can be reduced to the agents action, reducing the information content when the receiver understands and can execute actions more powerful than the encoding calls for. The transformation achieves the three rules mentioned above (EQ, SAME, DIFF). The action of the agent can be taken as just 'updating its knowledge store" and the actual decision by the agent, optimizing the result, is modeled separately, as, for example, done in Weinberg's approach.


Example: car navigation

A familiar application may clarify the approach: Different car navigation systems produce different instructions but if they manage to guide you to the same location, their pragmatic information content must be the same (despite different information content when measured with Shannon's measure (SAME). A novice in the area may need all instructions received - the pragmatic information content and the (minimally encoded) information content of the message is the same. An experienced driver will ignore all "follow the road" and "go straight" instructions, thus the pragmatic information content is lower; for a driver with knowledge of the area, large parts of the instructions may be subsumed by simple instructions "drive to X"; typically, only the last part ("the last mile") of the instructions are meaningful - the pragmatic information content is smaller, because much knowledge is already available (DIFF). Messages with more or less verbiage have for this user the same pragmatic content (SAME).


See also

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Charles Sanders Peirce bibliography This Charles Sanders Peirce bibliography consolidates numerous references to the writings of Charles Sanders Peirce, including letters, manuscripts, publications, and . For an extensive chronological list of Peirce's works (titled in English), se ...
. * Charles Sanders Peirce#Philosophy: logic, or semiotic *
Information theory Information theory is the scientific study of the quantification (science), quantification, computer data storage, storage, and telecommunication, communication of information. The field was originally established by the works of Harry Nyquist a ...
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Value of information Value of information (VOI or VoI) is the amount a decision maker would be willing to pay for information prior to making a decision. Similar terms VoI is sometimes distinguished into value of perfect information, also called value of clairvoyance ( ...
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Pragmatic maxim {{C. S. Peirce articles, abbreviations=no The pragmatic maxim, also known as the maxim of pragmatism or the maxim of pragmaticism, is a maxim of logic formulated by Charles Sanders Peirce. Serving as a normative recommendation or a regulative princ ...
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Pragmatic theory of truth A pragmatic theory of truth is a theory of truth within the philosophies of pragmatism and pragmaticism. Pragmatic theories of truth were first posited by Charles Sanders Peirce, William James, and John Dewey. The common features of these theories ...
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Pragmaticism "Pragmaticism" is a term used by Charles Sanders Peirce for his pragmatic philosophy starting in 1905, in order to distance himself and it from pragmatism, the original name, which had been used in a manner he did not approve of in the "literary j ...
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Pragmatism Pragmatism is a philosophical tradition that considers words and thought as tools and instruments for prediction, problem solving, and action, and rejects the idea that the function of thought is to describe, represent, or mirror reality. ...
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Scientific method The scientific method is an empirical method for acquiring knowledge that has characterized the development of science since at least the 17th century (with notable practitioners in previous centuries; see the article history of scientific m ...
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Semiosis Semiosis (, ), or sign process, is any form of activity, conduct, or process that involves signs, including the production of meaning. A sign is anything that communicates a meaning, that is not the sign itself, to the interpreter of the sign ...
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Semiotics Semiotics (also called semiotic studies) is the systematic study of sign processes ( semiosis) and meaning making. Semiosis is any activity, conduct, or process that involves signs, where a sign is defined as anything that communicates something ...
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Semiotic elements and classes of signs (Peirce) Charles Sanders Peirce began writing on semiotics, which he also called semeiotics, meaning the philosophical study of signs, in the 1860s, around the time that he devised his system of three categories. During the 20th century, the term "semiot ...
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Semiotic information theory Information theory is the scientific study of the quantification, storage, and communication of information. The field was originally established by the works of Harry Nyquist and Ralph Hartley, in the 1920s, and Claude Shannon in the 1940s. T ...
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Sign relation A sign relation is the basic construct in the theory of signs, also known as semiotics, as developed by Charles Sanders Peirce. Anthesis Thus, if a sunflower, in turning towards the sun, becomes by that very act fully capable, without further ...
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Sign relational complex In semiotics, a sign relational complex is a generalization of a sign relation that allows for empty components in the ''elementary sign relations'', or sign relational triples of the form (object, sign, interpretant). Generally speaking, when it ...
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Triadic relation In mathematics, a ternary relation or triadic relation is a finitary relation in which the number of places in the relation is three. Ternary relations may also be referred to as 3-adic, 3-ary, 3-dimensional, or 3-place. Just as a binary relation ...


References

{{Reflist Information theory Semiotics Pragmatism