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Information and Entropy in Mathematical and Physical Systems
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Information and Entropy in Mathematical and Physical Systems - 12-01-2005, 07:56 AM

I am going to write this up "formally" please offer input as you see fit. This is only the first section of many.






Information and Entropy in Mathematical and Physical Systems


Abstract: We consider the relationship of entropy between physical and mathematical systems. These basic concepts of information theory and statistical mechanics are frequently misunderstood or conflated, and clarifying the relationship allows further insight into the nature of the information content of physical systems. We demonstrate the relationship between physical entropy and mathematical entropy and consider the probability of physical systems as having meaning independent of the entropy of the physical system. This result has potential application in understanding the evolution of physical systems at specific points in time.



The representation of information was first formalized by H. Nyquist who introduced the notion of the information content of a symbol space as the log of the size of the symbol set. [1] He termed this the “maximum speed of transmission of intelligence” for transmitting knowledge from a sender to a receiver. In this formulation, if there are 64 symbols the log base 2 is equal to 6 bits of information. The choice of the base of the log is related to the nature of the transmission method- a signal supporting 3 levels would use the log base 3 and require fewer independent signals to represent the same symbol space.



(* this last sentence is technically only true for larger sizes of symbol sets)



C. Shannon further developed this work to define the information content of a source transmitting to a receiver. Shannon defined the information contained within a message to be equal to the logarithm of the inverse of the probability of the message being generated.

I sub SR = Log ( 1/p) or equivalently I sub SR = - Log(p)



This representation of information will be denoted as I sub SR or the “Symbol Represented message information” value. The log is taken to transform the space size into the number of signals required to represent the signal, as demonstrated by Nyquist. If we are not going to transmit the information across a channel, we can define the information to be the inverse of the probability of the message, or



I sub I = 1/p



This representation of information will be denoted as I sub I or the “Improbability of message information” which mathematically represents the less probable message as having more information.



In the same paper, Shannon further defined the average amount of information of a message which provides the channel capacity of a transmission line. The average amount of information of a message is derived to be:



H = - Sum (from 0 to i) probability (message sub i) times Log probability(message sub i)



Unfortunately for history and the understanding of physical systems, Shannon chose the term “Entropy” to represent this average information content of a message.
  
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Smile much in-form-mation-to form from within? - 12-01-2005, 08:35 AM

Hello there TinyTree,
You certainly seem tobeworking hard on this project,what do you intend to do with it?It all sounds very complex,and in-volved.







kindest regards michael.


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12-01-2005, 08:48 AM

I am intending to write it up and submit it to a formal mathematical journal. Note I have done so before, and it was rejected. However, in my previous attempts I jumped directly to the conclusion "the probability of the state vector has meaning for physical systems" and neglected to do the tedious legwork involved in properly surveying the extant literature. The reviewers could not comprehend it, and I suspect it was sent to reviewers who did not have any background in statistical mechanics or information theory, as they came back with comments like "this is already accounted for in quantum mechanics".

However, I do not have infinite time, so am going to work on it piecemeal here. If it eventually gets rejected again, at least it will be here for people to peruse and understand.
  
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12-01-2005, 09:43 AM

Quote:
Originally Posted by mkirkpatrick
Hello there TinyTree,
You certainly seem tobeworking hard on this project,what do you intend to do with it?It all sounds very complex,and in-volved.
If you have any questions, any questions what so ever- no matter how "stupid sounding" please ask them. The goal here is to get this theory completely and utterly grounded in mathematics and within the context of existing mathematical thought.

I will skip some ideas in the formal paper, as being "part of the existing literature", such as the notion that you can invert the numerator and denominator in a log equation as long as you negate the log value itself. However, if this is confusing to you, I would be interested in explaining it.

(This particular example comes about.. for example.. log base 2 of 4 is equal to 2, and log base 2 of 1/4 is equal to -2.. try it on your calculator)


Keep in mind I consider myself utterly stupid, however, I can perform reasoning tasks. I am claiming here that the confusion of entropy of information, along with confusion of statistical mechanics, have prevented us from understanding reality. Therefore, one would hope that everyone would be confused at the outset, otherwise there is nothing to talk about, and the point is merely to dispel this confusion. So therefore, ask away.

Please keep in mind I am interested in being hyper vigilant about the definitions here so that they are exactly correct- your asking questions, even "dumb ones" may well help elucidate how ideas are not explained completely and would be invaluable to me.
  
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