Stanford Encyclopedia of Philosophy

 
 
7. Probability, Verisimilitude, and Plausibility
Given Peirce's tychism and his view that statistical information is often 
the  best information we can have about phenomena, it should not be 
surprising that  Peirce devoted close attention to the analysis of situations 
in 
which perfect  exactness and perfect certitude were unattainable. It is only to 
be expected  that he would devote a great deal of attention, for example, to 
probability  theory. Indeed, Peirce did so from the dates of even his 
earliest thinking. Not  only, for example, did he extensively employ the 
concept 
of probability, but  also he offered a pragmaticistic account of the notion 
of probability itself.  Yet it would be a huge mistake to think that 
Peirce's philosophizing about  situations of imperfection of exactness and 
certitude were confined merely to  the theory of probability. 
Rather, from the outset of his thinking about the matters, in about 1863, 
his  attention was directed to the broadest sorts of issues connected with  
statistical inference. And, as his thinking progressed, Peirce came ever more 
 clearly to see that there are three distinct and mutually incommensurable  
measures of imperfection of certitude. Only one was probability. The other 
two  he called “verisimilitude” (or “likelihood”) and “plausibility”. 
Each of the  three measures was associated with one of his types of argument. 
Probability he  associated with deduction. Verisimilitude he associated with 
induction. And  plausibility he associated with abduction. Let us look more 
closely at each of  these three distinct measures of uncertainty. 
By the time Peirce wrote on probability, the concept and its calculus were  
well over two hundred years old. The probability calculus itself had become 
more  or less standardized by Peirce's time, and indeed Peirce's own axioms 
for the  calculus are more or less the same that Kolmogoroff gives for his “
elementary  theory of probability.” By contrast with the calculus, the 
philosophical theory  of the meaning of probability was hotly disputed. Two 
sides to the dispute  existed. There were the subjectivists, or 
“conceptualists,”
 as Peirce designated  them. These believed that probability was a measure 
of the strength of belief  actually accorded to a proposition or a measure 
of the degree of rational belief  that ought to be accorded to a proposition. 
Among the defenders of this sort of  view, Augustus de Morgan and Adolphe 
Quetelet were major figures. And there were  the objectivists, or “
materialists,” as Peirce designated them. These believed  that probability was 
a 
measure of the relative frequency with which an event of  some specific sort 
repeatedly happened. John Venn was a major defender of this  sort of view. 
Pierre Simon Laplace had spoken sometimes in a subjectivist way,  sometimes in 
an 
objectivist way; but his arguments basically depended on a  subjectivist 
interpretation of probability. 
Peirce vigorously attacked the subjectivist view of de Morgan and others to 
 the effect that probability is merely a measure of our level of confidence 
or  strength of belief. He allowed that the logarithm of the odds of an 
event might  be used to assess the degree of rational belief that should be 
accorded to an  event, but only provided that the odds of the event were 
determined by the  objective relative frequency of the event. In other words, 
Peirce suggested that  any justifiable use of subjectivism in connection with 
probability theory must  ultimately rest on quantities obtained by means of an 
objectivist understanding  of probability. 
Rather than holding that probability is a measure of degree of confidence 
or  belief, then, Peirce adopted an objectivist notion of probability that he 
 explicitly likened to the doctrine of John Venn. Indeed, he even held that 
 probability is actually a notion with clear empirical content and that 
there are  clear empirical procedures for ascertaining that content. First, he 
held, that  that to which a probability is assigned, insofar as the notion 
of probability is  used scientifically, is not a proposition or an event or a 
state; nor is it a  type of event or state. Rather, what is assigned a 
probability is an  argument, an argument having premisses (Peirce insisted on 
this  spelling rather than the spelling “premises.”) and a conclusion. 
Peirce's view  in this regard is virtually indistinguishable from the view of 
Kolmogoroff that  all probabilities are conditional probabilities. Second, 
Peirce held that, in  order to ascertain the probability of a particular 
argument, the observer notes  all occasions on which all of its premisses are 
true, 
case by case, just as they  come under observation. For each of these 
occasions the observer notes whether  the conclusion is true or not. The 
observer 
keeps a running tally, the ongoing  ratio whose numerator is the number of 
occasions so far observed on which the  conclusion as well as the premisses 
are true and whose denominator is the number  of occasions so far observed on 
which the premisses are true irrespective of  whether or not the conclusion 
is also true. At each observation the observer  computes this ratio, which 
obviously encompasses all the observer's past  observations of occasions on 
which the premisses are true. The probability of  the argument in question 
is defined by Peirce to be the limit of the crucial  ratio as the number of 
observations tends to grow infinitely large (if this  limit exists). 
Peirce's earliest account of the meaning of probability, then, is a version 
 of what is called the “long run relative frequency view” of probability. 
Late in  his philosophical career, about 1910, Peirce found fault with his 
earliest views  on account of their failure to make clear just how the 
occasions of observation  are to be chosen. He also emphasized that probability 
judgments are judgments  about what he called “would-be's.” For this reason 
Peirce is often considered to  be the originator of the sort of “propensity 
view” of probability that is  associated with Karl Popper. One should not, 
however, think that viewing Peirce  as a propensity theorist is in conflict 
with viewing him as some sort of long  term relative frequency theorist. 
Rather, Peirce's view seems to be that the  propensity in question, when its 
sense is spelled out in accord with the  pragmatic (or: pragmaticistic) theory 
of meaning, is a dispositional property  that manifests itself in the set of 
concrete facts that amount to a certain long  term relative frequency 
tending toward a certain limit as the number of  appropriate occasions of 
observation increases indefinitely. 
There is an interesting connection between Peirce's tychism, his view that  
there is objective spontaneity in the universe, and the foregoing account 
of  probability. For Peirce understood the universe of appearances as a 
logical  process, somewhat in the same manner that Hegel understood the 
universe 
of  appearances as the phenomenology of spirit. He tended to consider a 
given state  of the universe as being a given set of premisses, so to say, of a 
possible  inference. Then a subsequent state of the universe could be seen 
as being the  conclusion of an actual inference. Thus Peirce tended to see 
the universe of  appearances as bringing itself into being by a process that 
is ultimately  logical. The world, as it were, evolves by abducing, deducing, 
and  inducing itself. It is in some sense Hegel's “Thought thinking thought.
” 
Along with his attack on a subjectivist account of probability, Peirce also 
 attacked the use of what came to be called the method of “inverse 
probabilities”  as a way of solving the problem of induction. In the process, 
he 
also excoriated  the theoretical work, in this connection, of de Morgan and 
Adolphe Quetelet (the  Belgian criminologist and early user of statistical 
analysis in sociology).  Induction, as we have seen, Peirce counted as an 
inference from sample to  population. The method of inverse probabilities 
offers 
itself as a way of  calculating the (conditional) probability that a 
population has a trait in a  certain proportion given that a sample drawn from 
that 
population has the trait  in that proportion. It proposes to calculate this 
conditional probability by  applying the so-called “Bayes's Theorem” in 
order to express it in terms of the  (inverse conditional) probability that the 
sample has the trait in the crucial  proportion given that the population 
has the trait in the crucial proportion. In  the expression of the first 
conditional probability in terms of the second  conditional probability, 
however, there occur certain quantities, known as the  “Bayesian prior 
probabilities.” What Peirce pointed out is that there is no way  to assign any 
quantities in a rational fashion to the requisite Bayesian prior  
probabilities. The 
appearance that one does have a reason for assigning  particular quantities 
results only from an illicit substitution of subjective  probabilities for 
the needed objectivist probabilities. What the user of the  method of inverse 
probabilities does is to equate complete lack of information  about 
something with the claim that all possibilities must have equal  probabilities. 
This equation was called “the principle of insufficient reason”  in the 
nineteenth century; John Maynard Keynes later named it “the principle of  
indifference.” This principle is, however, completely irrational without a  
dependence on a subjectivist account of probability. What we need, however, is  
objective probabilities, and so we have no reason for assigning any particular  
values to the Bayesian prior probabilities. Only “if universes were as 
plenty as  blackberries,” wrote Peirce, would the analysis of de Morgan and 
Quetelet make  any sense. 
In rejecting Bayesianism and the method of inverse probabilities, Peirce  
argued that in fact no probability at all can be assigned to inductive  
arguments. Instead of probability, a different measure of imperfection of  
certitude must be assigned to inductive arguments: verisimilitude or 
likelihood.  
In explaining this notion Peirce offered an account of hypothesis-testing 
that  is equivalent to standard statistical hypothesis-testing. In effect we 
get an  account of confidence intervals and choices of statistical 
significance for  rejecting null hypotheses. Such ideas became standard only in 
the 
twentieth  century as a result of the work of R. A. Fisher, Jerzy Neyman, and 
others. But  already by 1878, in his paper “The Probabilitiy of Induction,” 
Peirce had worked  out the whole matter. (This topic has been discussed 
expertly by Deborah Mayo,  who also has shown that the error-correction 
implicit in statistical  hypothesis-testing is intimately affiliated with 
Peirce's 
notion of science as  self-correcting and convergent to “the truth.”) 
Peirce's accounts of his third type of deviance from perfect certitude,  
namely plausibility, are much sketchier than his accounts of probability and  
verisimilitude. Unlike the other two forms of uncertainty, which can be 
spelled  out mathematically with great precision, plausibility seems to be 
capable of  only a qualitative account, even though plausibility does seem to 
comes in  greater and lesser degree. The question of the plausibility of a 
claim arises,  apparently, only in contexts in which one is seeking to adduce 
an 
explanatory  hypothesis for some actual fact that is surprising. The key 
point is that the  hypothesis must be plausible in order to taken seriously. 
If we were, for  example, to come upon a lump of ice in the middle of a 
desert, we might  plausibly say that perhaps someone put it there, or perhaps a 
freak storm had  left a great hailstone. But we would not plausibly say that 
it had been thrown  off a flying saucer that previously had swooped through. 
It should be obvious  that the notion of plausibility is a difficult one, 
which strongly invites  further analysis but which is not easy to analyze in 
technical detail. 
8. Psycho-physical Monism and Anti-nominalism
Peirce held that science suggests that the universe has evolved from a  
condition of maximum freedom and spontaneity into its present condition, in  
which it has taken on a number of habits, sometimes more entrenched habits and 
 sometimes less entrenched ones. With pure freedom and spontaneity Peirce 
tended  to associate mind, and with firmly entrenched habits he tended to 
associate  matter (or, more generally, the physical). Matter he tended to 
regard as  “congealed” mind, and mind he tended to regard as “effete” matter. 
Thus he  tended to see the universe as the end-product-so-far of a process in 
which mind  has acquired habits and has “congealed” (this is the very word 
Peirce used) into  matter. 
This notion of all things as being evolved psycho-physical unities of some  
sort places Peirce well within the sphere of what might be called “the 
grand  old-fashioned metaphysicians,” along with such thinkers as Plato, 
Aristotle,  Aquinas, Spinoza, Leibniz, Hegel, Schopenhauer, Whitehead, et al. 
Some  
contemporary philosophers might be inclined to reject Peirce out of hand 
upon  discovering this fact. Others might find his notion of psycho-physical 
unities  not so very offputting or indeed even attractive. What is crucial is 
that Peirce  argued that mind pervades all of nature in varying degrees: it 
is not found  merely in the most advanced animal species. 
This pan-psychistic view, combined with his synechism, meant for Peirce 
that  mind is extended in some sort of continuum throughout the universe. 
Peirce  tended to think of ideas as existing in mind in somewhat the same way 
as  
physical forms exist in physically extended things. He even spoke of ideas 
as  “spreading” out through the same continuum in which mind is extended. 
This set  of conceptions is part of what Peirce regarded as (his own version 
of) Scotistic  realism, which he sharply contrasted with nominalism. He 
tended to blame what he  regarded as the errors of much of the philosophy of 
his 
contemporaries as owing  to its nominalistic disregard for the objective 
existence of form. 
9. Triadism and the Universal Categories
Merely to say that Peirce was extremely fond of placing things into groups 
of  three, of trichotomies, and of triadic relations, would fail miserably 
to do  justice to the overwhelming obtrusiveness in his philosophy of the 
number three.  Indeed, he made the most fundamental categories of all “things” 
of any sort  whatsoever the categories of “Firstness,” “Secondness,” and “
Thirdness,” and he  often described “things” as being “firsts” or “
seconds” or “thirds.” For  example, with regard to the trichotomy “possibility,”
 “actuality,” and  “necessity,” possibility he called a first, actuality 
he called a second, and  necessity he called a third. Again: quality was a 
first, fact was a second, and  habit (or rule or law) was a third. Again: 
entity was a first, relation was a  second, and representation was a third. 
Again: rheme (by which Peirce meant a  relation of arbitrary adicity or arity) 
was a first, proposition was a second,  and argument was a third. The list 
goes on and on. Let us refer to Peirce's  penchant for describing things in 
terms of trichotomies and triadic relations as  Peirce's “triadism.” 
If Peirce had a general technical rationale for his triadism, Peirce 
scholars  have not yet made it abundantly clear what this rationale might be. 
He 
seemed to  base his triadism on what he called “phaneroscopy,” by which word 
he meant the  mere observation of phenomenal appearances. He regularly 
commented that the  phenomena in the phaneron just do fall into three groups 
and 
that they  just do display irreducibly triadic relations. He seemed to 
regard this  matter as simply open for verification by direct inspection. 
Although there are many examples of phenomena that do seem more or less  
naturally to divide into three groups, Peirce seems to have been driven by  
something more than mere examples in his insistence on applying his categories 
 to almost everything imaginable. Perhaps it was the influence of Kant, 
whose  twelve categories divide into four groups of three each. Perhaps it was 
the  triadic structure of the stages of thought as described by Hegel. 
Perhaps it was  even the triune commitments of orthodox Christianity (to which 
Peirce, at least  in some contexts and during some swings of mood, seemed to 
subscribe). Certainly  involved was Peirce's commitment to the 
ineliminability of mind in nature, for  Peirce closely associated the 
activities of mind 
with the aforementioned triadic  relation that he called the “sign” 
relation. (More on this topic appears below.)  Also involved was Peirce's 
so-called “
reduction thesis” in logic (on which more  will given below), to which 
Peirce had concluded as early as 1870. 
It is difficult to imagine even the most fervently devout of the passionate 
 admirers of Peirce, of which there are many, saying that his account (or, 
more  accurately, his various accounts) of the three universal categories is 
(or are)  absolutely clear and compelling. Yet, in almost everything Peirce 
wrote from the  time the categories were first introduced, Peirce's firsts, 
seconds, and thirds  found a place. Giving their exact and general analysis 
and providing an exact  and general account of their rationale, if there be 
such, constitute chief  problems in Peirce scholarship. 
10. Mind and Semeiotic
Connected with Peirce's insistence on the ubiquity of mind in the cosmos is 
 the importance he attached to what he called “semeiotic,” the theory of 
signs in  the most general sense. Although a few points concerning this 
subject were made  earlier in this article, some further discussion is in 
order. 
What Peircean  meant by “semeiotic” is almost totally different from what 
has come to be called  “semiotics,” and which hails not so much from Peirce 
as from Ferdinand de  Saussure and Charles W. Morris. Even though Peircean 
semeiotic and semiotics are  often confused, it is important not to do so. 
Peircean semeiotic derives  ultimately from the theory of signs of Duns Scotus 
and its later development by  John of St. Thomas (John Poinsot). In 
Peirce's theory the sign relation is a  triadic relation that is a special 
species 
of the genus: the representing  relation. Whenever the representing relation 
has an instance, we find one thing  (the “object”) being represented by 
(or: in) another thing (the “representamen”)  and being represented to (or: 
in) a third thing (the “interpretant.”) Moreover,  the object is represented 
by the representamen in such a way that the  interpretant is thereby “
determined” to be also a representamen of the object to  yet another 
interpretant. That is to say, the interpretant stands in the  representing 
relation to 
the same object represented by the original  representamen, and thus the 
interpretant represents the object (either again or  further) to yet another 
interpretant. Obviously, Peirce's complicated definition  entails that we have 
an infinite sequence of representamens of an object  whenever we have any 
one representamen of it. 
The sign relation is the special species of the representing relation that  
obtains whenever the first interpretant (and consequently each member of 
the  whole infinite sequence of interpretants) has a status that is mental,  
i.e. (roughly) is a cognition of a mind. In any instance of the sign relation 
an  object is signified by a sign to a mind. One of Peirce's central tasks 
was that  of analyzing all possible kinds of signs. For this purpose he 
introduced various  distinction among signs, and discussed various ways of 
classifying them. 
One set of distinctions among signs was introduced by Peirce in the early  
stages of his analysis. The distinctions in this set turn on whether the  
particular instance of the sign relation is “degenerate” or “non-degenerate.”
  The notion of “degeneracy” here is the standard mathematical notion, and 
as  applied to sign theory non-degeneracy means simply that the triadic 
relation  cannot be analyzed as a logical conjunction of any combination of 
dyadic  relations and monadic relations. More exactly, a particular instance of 
the  obtaining of the sign relation is degenerate if and only if the fact 
that a sign  s means an object o to an interpretant i can be  analyzed into a 
conjunction of facts of the form P(s) &  Q(o) & R(i) &  T(s,o) & U(o,i) &  
W(i,s) (where not all the conjuncts have to be  present). Either an 
obtaining of the sign relation is non-degenerate, in which  case it falls into 
one 
class; or it is degenerate in various possible ways  (depending on which of 
the conjuncts are omitted and which retained), in which  cases it falls into 
various other classes. Other distinctions regarding signs  were introduced 
later by Peirce. Some of them will be discussed very briefly in  the 
following section of this article. 
11. Semeiotic and Logic
Peirce's settled opinion was that logic in the broadest sense is to be  
equated with semeiotic (the general theory of signs), and that logic in a much  
narrower sense (which he typically called “logical critic”) is one of 
three  major divisions or parts of semeiotic. Thus, in his later writings, he 
divided  semeiotic into speculative grammar, logical critic, and speculative 
rhetoric  (also called “methodeutic”). Peirce's word “speculative” is his 
Latinate version  of the Greek-derived word “theoretical,” and should be 
understood to mean  exactly what the word “theoretical” means. Peirce's 
tripartite division of  semeiotic is not to be confused with Charles W. 
Morris's 
division: syntax,  semantics, and pragmatics (although there may be some 
commonalities in the two  trichotomies). 
By speculative grammar Peirce understood the analysis of the kinds of signs 
 there are and the ways that they can be combined significantly. For 
example,  under this heading he introduced three trichotomies of signs and 
argued 
for the  real possibility of only certain kinds of signs. Signs are 
qualisigns, sinsigns,  or legisigns, accordingly as they are mere qualities, 
individual events and  states, or habits (or laws), respectively. Signs are 
icons, 
indices (also called  “semes”), or symbols (sometimes called “tokens”), 
accordingly as they derive  their significance from resemblance to their 
objects, a real relation (for  example, of causation) with their objects, or 
are 
connected only by convention  to their objects, respectively. Signs are 
rhematic signs (also called  “sumisigns” and “rhemes”), dicisigns (also called 
“quasi-propositions”), or  arguments (also called “suadisigns”), 
accordingly as they are  predicational/relational in character, propositional 
in 
character, or  argumentative in character. Because the three trichotomies are 
independent of  each other, together they yield the abstract possibility that 
there are 27  distinct kinds of signs. Peirce argued, however, that 17 of 
these are logically  impossible, so that finally only 10 kinds of signs are 
genuinely possible. In  terms of these 10 kinds of signs, Peirce endeavored 
to construct a theory of all  possible natural and conventional signs, 
whether simple or complex. 
What Peirce meant by “logical critic” is pretty much logic in the 
ordinary,  accepted sense of “logic” from Aristotle's logic to present-day 
mathematical  logic. As might be expected, a crucial concern of logical critic 
is to 
 characterize the difference between correct and incorrect reasoning. 
Peirce  achieved extraordinarily extensive and deep results in this area, and a 
few of  his accomplishments in this area will be discussed below. 
By “speculative rhetoric” or “methodeutic” Peirce understood all inquiry 
into  the principles of the effective use of signs for producing valuable 
courses of  research and giving valuable expositions. Methodeutic studies the 
methods that  researchers should use in investigating, giving expositions 
of, and creating  applications of the truth. Peirce also understood, under the 
heading of  speculative rhetoric, the analysis of communicational 
interactions and  strategies, and their bearing on the evaluation of 
inferences. 
Peirce's  important topic of the economy of research is closely affiliated with 
his idea  of speculative rhetoric. The idea of methodeutic may overlap to 
some small  extent with Morris's notion of “pragmatics,” but the spirit of 
Peirce's notion  is much more extensive than that of Morris's notion. 
Moreover, Peirce handled  the notion of indexical reference under the heading 
of 
speculative grammar and  not under the heading of speculative rhetoric, whereas 
the topic certainly  belongs to Morris's pragmatics. There clearly exist 
connections between Peirce's  speculative rhetoric, on the one hand, and the 
attention paid by  twentieth-century philosophers such as Ludwig Wittgenstein 
and J. L. Austin to  matters having to do with language as a set of various 
social practices.  Unfortunately, however, little attention has been paid 
by Peirce scholars to the  relations between Peirce's thinking and familiar 
twentieth-century notions such  as Wittgenstein's language-games and Austin's 
speech-acts. 
Speculative rhetoric, however, has attracted considerable philosophical  
attention in recent years, especially among Finnish Peirce scholars centering  
about the University of Helsinki. These have noted that there are extensive 
 affiliations between Peirce's discussions of the communicational and 
dialogical  aspects of semeiotic, on the one hand, and the many and varied  “
game-theoretical” approaches to logic that have been for some time of interest  
to Finnish philosophers (as well as many others), on the other hand. Various 
 proposals for game-theoretic semantical approaches to logic have been 
developed  and applied to Peirce's logic, as well as being used to understand 
Peircean  points. 
12. The Classification of the Sciences
Peirce maintained a considerable interest in the topic of classification or 
 taxonomy in general, and he considered biology and geology the foremost 
sciences  to have made progress in developing genuinely useful systems of 
classification  for things. In his own theory of classification, he seemed to 
regard some sort  of cluster analysis as holding the key to creating really 
useful  classifications. He regularly strove to create a classification of all 
the  sciences that would be as useful to logic as the taxonomies of the 
biologists  and geologists were to these scientists. Of special interest in 
this regard is  the fact that he considered the relation of similarity to be a 
triadic relation,  rather than a dyadic relation. Thus, for Peirce 
taxonomies and taxonomic trees  are only one sort of classificatory system, 
albeit 
the most highly-developed  one. He would not be in the least surprised to find 
that the topic of  constructing “ontologies” is in vogue among computer 
scientists, and he would  applaud endeavors to construct ontologies. He would 
not find in the least alien  many contemporary analytic discussions of the 
notion of similarity; he would be  right at home among them. 
As with many of Peirce's classificatory divisions, his classification of 
the  sciences is a taxonomy whose tree is trinary. For example he classifies 
all the  sciences into those of discovery, review, and practicality. Sciences 
of  discovery he divides into mathematics, philosophy, and what he calls “
idioscopy”  (by which he seems to mean the class of all the particular or 
special sciences  like physics, psychology, and so forth). Mathematics he 
divides into mathematics  of logic, of discrete series, and of continua and 
pseudo-continua. Philosophy he  divides into phenomenology, normative science, 
and metaphysics. Normative  science he divides into aesthetics, ethics, and 
logic. And so on and on. Very  occasionally there is found a binary division: 
for example, he divides idioscopy  into the physical sciences and the 
psychical (or human) sciences. But, hardly  surprisingly given his penchant for 
triads, most of his divisions are into  threes. 
Peirce scholars have found the topic of Peirce's classification of the  
sciences a fertile ground for assertions about what is most basic in all  
thinking, in Peirce's view. Whether or not such assertions run afoul of 
Peirce's  
anti-foundationalism is itself a topic for further study. 
13. Logic
In the extensiveness and originality of his contributions to mathematical  
logic, Peirce is almost without equal. His writings and original ideas are 
so  numerous that there is no way to do them justice in a small article such 
as the  present one. Accordingly, only a few of his numerous achievements 
will be  mentioned here. 
Peirce's special strength lay not so much in theorem-proving as rather in 
the  invention and developmental elaboration of novel systems of logical 
syntax and  fundamental logical concepts. He invented dozens of different 
systems of logical  syntax, including a syntax based on a generalization of de 
Morgan's relative  product operation, an algebraic syntax that mirrored Boolean 
algebra to some  extent, a quantifier-and-variable syntax that (except for 
its specific symbols)  is identical to the much later Russell-Whitehead 
syntax. He even invented two  systems of graphical two-dimensional syntax. The 
first, the so-called  “entitative graphs,” is based on disjunction and 
negation. A version of the  entitative graphs later appeared in G. Spencer 
Brown's Laws of Form,  without anything remotely like proper citation of 
Peirce. A 
second, and better,  system of graphical two-dimensional syntax followed: 
the so-called “existential  graphs.” This system is based on conjunction and 
negation. Even though the  syntax is two dimensional, the surface it 
actually requires in its most general  form is a torus of finite genus. So, the 
system of existential graphs actually  requires three dimensions for its 
representations, although the third dimension  in which the torus is embedded 
can 
usually be represented in two dimensions by  the use of pictorial devices 
that Peirce called “fornices” or “tunnel-bridges”  and by the use of 
identificational devices that Peirce called “selectives.” The  existential 
graphs 
are essentially a syntax for logic that uses the whole  mathematical 
apparatus of topological graph theory. There are three parts of it:  alpha (for 
propositional logic), beta (for quantificational logic with identity  but 
without functions), and gamma (for modal logic and meta-logic). 
In 1870 Peirce published a long paper “Description of a Notation for the  
Logic of Relatives” in which he introduced for the first time in history, two 
 years before Frege's Begriffschrift a complete syntax for the logic of  
relations of arbitrary adicity (or: arity). In this paper the notion of the  
variable (though not under the name “variable”) was invented, and Peirce  
provided devices for negating, for combining relations (basically by building  
upon de Morgan's relative product and relative sum), and for quantifying  
existentially and universally. By 1883, along with his student O. H. 
Mitchell,  Peirce had developed a full syntax for quantificational logic that 
was 
only a  very little different (as was mentioned just above) from the standard  
Russell-Whitehead syntax, which did not appear until 1910 (with no adequate 
 citations of Peirce). 
Peirce introduced the material-conditional operator into logic, developed 
the  Sheffer stroke and dagger operators 40 years before Sheffer, and 
developed a  full logical system based only on the stroke function. As Garret 
Birkhoff notes  in his Lattice Theory it was in fact Peirce who invented the 
concept of  a lattice (around 1883). (Quite possibly, it is Peirce's lattice 
theory that  holds the key to his technical theory of infinitesimals and the 
continuum.) 
During his years teaching at Johns Hopkins University, Peirce began to  
research the four-color map conjecture, to work on the graphical mathematics of 
 de Morgan's associate A. B. Kempe, and to develop extensive connections 
between  logic. algebra, and topology, especially topological graph theory. 
Ultimately  these researches bore fruit in his existential graphs, but his 
writings in this  area also contain a considerable number of other valuable 
ideas and results. He  hinted that he had made great progress in the theory of 
provability and  unprovability by exploring the connections between logic 
and topology. 
14. Peirce's Reduction Thesis
Peirce's so-called “Reduction Thesis” is the thesis that all relations,  
relations of arbitrary adicity, may be constructed from triadic relations 
alone,  whereas monadic and dyadic relations alone are not sufficient to allow 
the  construction of even a single “non-degenerate” (that is:  
non-Cartesian-factorable) triadic relation. Although the germ of his argument  
for the 
Reduction Thesis lay in his 1870 paper “Description of a Notation for  the 
Logic of Relatives,” the Thesis was for over a century doubted by many,  
especially after the publication of a proof by Willard Van Orman Quine that all 
 
relations could be constructed exclusively from dyadic ones. As it turns 
out,  both Peirce and Quine were correct: the issue entirely depends on exactly 
what  constructive resources are to be allowed to be used in building 
relations out of  other relations. (Obviously, the more extensive and powerful 
are the  constructive resources, the more likely it is that all relations can 
be  constructed from dyadic ones alone by using them.) An exact exposition 
and proof  of Peirce's Reduction Thesis was finally accomplished in 1988 
(Burch 1991), and  it makes clear that Peirce's constructive resources are to 
be 
understood to  include only negation, a generalization of de Morgan's 
relative product  operation, and the use of a particular triadic relation that 
Peirce called “the  teridentity relation” and that we might today write as x 
= y = z. 
Peirce felt that the teridentity relation was in some way more primitive  
logically and thus more fundamental than the usual dyadic identity relation  
x = y, which he derived from two instances of the triadic identity  relation 
by two applications of the relative product operation of de Morgan.  Peirce 
also felt that de Morgan's relative product operation was logically a  more 
primitive and fundamental operation than, say, the Boolean product or the  
Boolean sum. The full philosophical import of his Reduction Thesis, and the  
philosophical importance of his triadism insofar as this triadism rests on 
his  Reduction Thesis, cannot be ascertained without a prior understanding 
of his  non-typical theory of identity and his special view of the 
fundamental nature of  the relative product operation. 
15. Contemporary Practical Applications of Peirce's  Ideas
Currently, considerable interest is being taken in Peirce's ideas by  
researchers wholly outside the arena of academic philosophy. The interest comes 
 
from industry, business, technology, intelligence organizations, and the  
military; and it has resulted in the existence of a substantial number of  
agencies, institutes, businesses, and laboratories in which ongoing research  
into and development of Peircean concepts are being vigorously undertaken. 
This interest arose, originally, in two ways. First, some thirty years ago 
in  the former Soviet Union interest in Peirce and Karl Popper had led 
logicians and  computer scientists like Victor Konstantinovich Finn and Dmitri 
Pospelov to try  to find ways in which computer programs could generate 
Peircean hypotheses  (Popperian “conjectures”) in “semeiotic” contexts 
(non-numerical or qualitative  contexts). Under the guide in particular of 
Finn's 
intelligent systems  laboratory in VINITI-RAN (the All-Russian Institute of 
Scientific and Technical  Information of the Russian Academy of Sciences), 
elaborate techniques for  automatic generation of hypotheses were found and 
were 
extensively utilized for  many practical purposes. Finn called his approach 
to hypothesis generation the  “JSM Method of Automatic Hypothesis Generation
” (so named for similarities to  John Stuart Mill's methods for identifying 
causes). Among the purposes for which  the JSM Method has proved fruitful 
are sociological prediction, pharmacological  discovery, and the analysis of 
processes of industrial production. Interest in  Finn's work, and through it 
in the practical application of Peirce's philosophy,  has spread to France, 
Germany, Denmark, Finnland, and ultimately the United  States. 
Second, as the limits of expert systems and production rule programming in  
the area of artificial intelligence became increasingly clear to computer  
scientists, they began to search for methods beyond those that depended 
merely  on imitating experts. One promising line of research has been to 
automate phases  of (Peirce's concept of) the scientific method, complete with 
techniques for  hypothesis generation and making assessments of the costs and 
benefits of  exploring hypotheses. In some areas of research added impetus has 
been provided  by the similarity of Peircean techniques to techniques that 
have already proven  useful. For example, in the field of automated 
multi-track radar, the similarity  of Peircean scientific method to the 
so-called “
Kalman filter” has been noted by  many systems analysts. Again, those 
interested in military command-and-control  often note the similarity of 
Peircean 
scientific method to the classic OODA loop  (“observe, orient, decide, act”) 
of command-and-control-theory. The aerospace  industry, especially in 
France and the United States, is currently investigating  Peircean ideas in 
connection with avionics systems that monitor aircraft  “health.” 
Almost simultaneously with Finn's development of Automatic Generation of  
Hypotheses, German mathematicians Rudolf Wille and Bernhardt Ganter were  
developing an aspect of Galois Theory and lattice theory (the latter being, as  
was said, Peirce's invention) that came to be known as “Formal Concept  
Analysis.” Interestingly enough, even though the two groups of researchers  
initially were working completely independently of each other, the mathematical 
 apparatus of Finn's Automatic Generation of Hypotheses is at its core the 
very  same apparatus as that of Wille's and Ganter's Formal Concept 
Analysis. For  obvious reasons, then, there has now grown up an extensive 
cooperation between  the German researchers and the Russian researchers, 
principally 
through the  writings and intermediary work of Sergei Kuznetsov, who has been 
working both  with the German group and with the Russian group. 
The heart of both sets of ideas is the notion of clustering items by  
similarity. The algorithms for clustering into formal concepts are the same as  
the algorithms for preliminary groupings by similarity for the purpose of  
automatically generating hypotheses. As it turns out, and as Kuznetsov has  
shown, these algorithms are equivalent in their effect to algorithms for 
finding  the maximal complete subgraphs of arbitrary graphs. This fact has 
proved 
 extremely useful in recent years, since the latter algorithms are the core 
of  what has come to be known as “Social Network Analysis.” And Social 
Network  Analysis has become a major intellectual tool in the world's battles 
against  criminal organizations and terrorist networks. So all three sets of 
ideas have  become matters of crucial practical importance and even urgency 
in contemporary  affairs. 
Such practical applications of Peircean ideas may seem surprising to many  
philosophers whose minds are rooted strictly in the academic world. The  
applications, however, most certainly would not have surprised Peirce in the  
least. Indeed, given his lifelong ideas and goals as a scientist-philosopher, 
he  probably would have found the current practical importance of his ideas 
entirely  to be expected. 
16. Significant Students of Peirce
During the time of Peirce's teaching logic at Johns Hopkins University, 
that  is: during the years from 1879 through 1884, Peirce had a number of 
students in  logic who then went on to establish significant reputations in 
their 
own right.  Often mentioned in this connection are John Dewey, Allan 
Marquand, Christine  Ladd-Franklin, Oscar Howard Mitchell, Benjamin I. Gilman, 
Fabian Franklin, and  Thorstein Veblen. Here we provide brief descriptions of 
three of these students,  Dewey, Ladd-Franklin, and Mitchell. Of necessity 
the accounts given here of the  work of these students will be extremely 
brief. It is obvious that full-length  accounts of each of them can be given, 
and 
in the case of one of them, John  Dewey, full-length accounts have, indeed, 
often been given. 
Without a doubt, the best known of all Peirce's students, even including  
Thorstein Veblen, is John Dewey (1859–1952). Dewey attended Peirce's logic 
class  at John's Hopkins during the years 1882 through 1883. Along with 
Peirce, Dewey  understood the subject of logic in an extremely broad way, so 
that 
the subject  in his mind, as well as in Peirce's mind, comprised the entire 
topic of the  methodology of the exact sciences. It is not surprising, then, 
that the  structure of logic in Dewey's own works in logic, viz. most 
notably in his book  Logic: the Theory of Inquiry (1938), is a close 
approximation of the  structure of the scientific method as Peirce understands 
it. 
Recall that for  Peirce inquiry begins with an anomalous situation, in which a 
particular puzzle  or set of puzzles is elicited from an indeterminate 
background. Then, by an  ongoing, and in fact ultimately endless, process, 
hypotheses are formulated  (abduction) and tested (deduction and induction). so 
that 
at each iteration of  the methodological "loop," indeterminacy as to the 
original anomalous situation  is successively, though never totally, 
eliminated. Dewey's own account of  inquiry, especially insofar as Dewey 
considers it 
to be the successive  elimination of indeterminacy, is remarkably akin to 
Peirce's account of  scientific methodology in action. Of course there are 
differences. Dewey often  writes as though at each stage of development of the 
method of logic (of  science) the next stage is more or less already 
specified; for example, at any  stage of indeterminacy, Dewey writes as if the 
relevant hypothesis or hypotheses  to test at the next stage are more or less 
already determined. By contrast,  Peirce (although he sometimes speaks this 
way) more often emphasizes the  creative and non-determined aspect of 
eliciting/developing hypotheses.  Nevertheless, even despite the differences in 
emphasis from Peirce to Dewey, the  similarities between their positions are 
unmistakeable. 
Unlike Dewey, both Christine Ladd and Oscar Howard Mitchell concentrated on 
 formal deductive logic, i.e. mathematical logic, rather than on the 
informal  methodology of the sciences. Also unlike Dewey, Ladd and Mitchell 
both 
published  articles in the 1883 volume Studies in Logic, which was edited by  
Peirce. Again, in his own “Preface” to this volume Peirce singles out both 
Ladd  and Mitchell for commentary and overt praise (p. v). To these two  
students of Peirce we now turn. 
Christine Ladd, born December 1, 1847, was later (from her marriage to 
Fabian  Franklin in 1882) known as Christine Ladd-Franklin. Although she is 
almost  unknown today, she was very well-known and highly-regarded as a 
mathematician,  logician, and psychologist from the 1870's until her death on 
March 
5, 1930 at  the age of 82. Her earliest published work was in mathematics, 
in the  Educational Times of England. Here it attracted the attention of the  
great mathematician J. J. Sylvester, who also published in the Educational  
Times and who in 1876 assumed the position of the first professor of  
mathematics at the new Johns Hopkins University. (It was Sylvester who hired  
Peirce in 1879.) On the strength of her already-published work, as known by  
Sylvester, Ladd applied to Johns Hopkins in 1888 to become a graduate student 
in  mathematics. Although, because she was a woman, she could not become a 
regular  graduate student at Johns Hopkins, still at the ardent and insistent 
urgings of  Sylvester, she was admitted as a special-status student, and 
she was even  awarded a fellowship to study mathematics. She held this 
fellowship from 1879  until 1882, when she completed all the requirements for 
the 
Ph.D. degree. It was  during this period that she became attracted to 
mathematical logic, and to the  teachings on logic of Peirce, with whom she 
studied 
carefully. Because of her  gender, her status as a student of mathematics 
was recorded only in notes rather  than on the usual student lists. For the 
same reason, she could not actually be  given the Ph.D. degree in 1882, 
although she was ultimately (but not until  1926), awarded the Ph.D. degree in 
mathematics. (Meanwhile, Vassar College  awarded her an LL.D. degree in 1887.) 
On August 24, 1882, upon the completion of  her mathematics fellowship, she 
married a member of the Johns Hopkins department  of mathematics and a 
fellow-student of Peirce's, Fabian Franklin (b. 1853, d.  1939). Both she and 
Fabian Franklin seem to have stayed closely connected to  Peirce until his 
death in 1914. 
As can be gathered from the foregoing, it was studying with Peirce that  
focussed Ladd's attention from mathematics in general to mathematical logic  
(also called symbolic logic) in particular. Ladd's best-known, and  
most-celebrated work was her paper "On the Algebra of Logic," published in  
Studies 
in Logic by the members of the Johns Hopkins University (C. S.  Peirce, 
editor), Little, Brown, 1883, pp. 17–71. In it, she is (or at least was  once) 
widely regarded as having achieved for the first time in history a  completely 
general and unified account of the Aristotelian syllogism, including  a 
general account of the differences between valid and invalid syllogisms.  
(Josiah Royce, for example, held this view of Ladd-Franklin's work in logic.) 
It  
is thus worth looking in some detail at how she achieves this result 
through the  algebraizing of the syllogism, but here such detail will not be 
entered into.  Basically, however, we can say that her basic idea is to 
associate 
with each  possible syllogism a certain “triad”. The syllogism is valid if 
and only if the  “triad” is an “antilogism,” that is to say, is an 
inconsistent “triad”.  Ladd-Franlin wrote on the antilogism as late as 1928 in 
volume 37 of  Mind, pp. 532–534. Whether or not her work is really the first 
work to  unify the theory of the syllogism, and whether or not she ultimately 
merits the  exalted status as a logician that Royce assigns to her must 
remain a task for  future exploration to determine. 
In addition to her major work on the syllogism, equivalently on the notion 
of  the antilogism, Ladd-Franklin as well wrote some of the entries in the  
three-volume work of James Mark Baldwin (1861–1934), Dictionary of  
Philosophy and Psychology, 1901–1905, for example the entries “syllogism,”  “
symbolic logic,” and “algebra of logic.” In fact she was an associate editor of 
 
Baldwin's Dictionary. She also wrote at least one related paper in the  
Journal of Philosophy, Psycholgy, and Scientific Method, later named  simply 
the Journal of Philosophy.Her specialty in psychology was  the theory of 
vision, and she early espoused the theory that all color vision  both developed 
historically and was based on three primary colors, hence three  distinct 
processes of chemical reaction. Her writings on the psychology of  vision 
continued to pour firth voluminously, and these continued from the early  
1890's 
through at least 1926, when she published a paper on the mysterious  visual 
phenomenon known as “blue arcs” in the Proceedings of the National  Academy 
of Sciences.  
Peirce praised O. H. Mitchell as being his very best student in logic.  
Mitchell was trained as a mathematician even befoe coming to Johns Hopkins, and 
 he was especially noted by all those who knew him as being extraordinarily 
 meticulous and attentive to detail. He was so attentive to exactitude that 
he  was even noted for slowness and ponderousness in speech. But what was 
there in  Mitchell's 1883 paper that stimulated Peirce's high praise? It 
seems to be  closely connected, perhaps identical, with what Peirce praises 
Mitchell for  accomplishing in Peirce's entry in Baldwin's Dictionary of 
Philosophy and  Psychology, particularly in his article there for the word “
dimension.” In  the article Peirce credits Mitchell with having introduced “the 
concept of a  multidimensional logical universe” into exact logic, and Peirce 
claims that it  is one of the “fecund contributions” that Mitchell made to 
exact logic. There  seem to be two components to the idea of a 
multidimensional logical universe.  The first one is simply the idea of 
multiple 
quantification in connection with  polyadic predicates, so that (in modern 
terminology) we can have propositions  with quantifiers occurring within the 
scope of 
other quantifiers. That Mitchell  employs a formalism suggestive of this 
idea is undeniable, but whether he  successfully distinguishes (for all 
x)(there exists a y) from  (there exists a y)(for all x) is very much less than 
obvious.  Moreover, that Mitchell was the very first logician to have 
conceived of  multiple quantification and polyadic predicates seems a bit 
dubious, 
especially  since by 1870 Peirce himself was already making use of notions 
for which  multiple quantification and polyadic predicates are involved. The 
second  component of the idea of a multidimensional logical universe is 
(again, using  modern terminology) the idea that the universe of discourse 
relevant to one  variable might not be the same as the universe of discourse 
relevant to another  variable. Moreover, since the universe of discourse 
relevant 
to one variable  might be all the times there are, all the places there 
are, all possible  situations, or even all possible worlds, it is not difficult 
(though it is  perhaps a bit far-fetched) to connect Mitchell's idea of a 
multidimensional  logical universe to the idea of tense logic or even modal 
logic. Whether a  careful study of Mitchell's logical contribution really 
supports such a reading  of Mitchell's contributions to logic is not as yet 
clearly determined. 
Clearly, close study of the logical accomplishments of Peirce's notable  
students is in order.

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