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An inquiry (also spelled as enquiry in
British English British English (BrE, en-GB, or BE) is, according to Lexico, Oxford Dictionaries, "English language, English as used in Great Britain, as distinct from that used elsewhere". More narrowly, it can refer specifically to the English language in ...
) is any process that has the aim of augmenting
knowledge Knowledge can be defined as awareness of facts or as practical skills, and may also refer to familiarity with objects or situations. Knowledge of facts, also called propositional knowledge, is often defined as true belief that is distinc ...
, resolving
doubt Doubt is a mental state in which the mind remains suspended between two or more contradictory propositions, unable to be certain of any of them. Doubt on an emotional level is indecision between belief and disbelief. It may involve uncertainty, ...
, or solving a problem. A theory of inquiry is an account of the various types of inquiry and a treatment of the ways that each type of inquiry achieves its aim.


Inquiry theories


Deduction

When three terms are so related to one another that the last is wholly contained in the middle and the middle is wholly contained in or excluded from the first, the extremes must admit of perfect syllogism. By 'middle term' I mean that which both is contained in another and contains another in itself, and which is the middle by its position also; and by 'extremes' (a) that which is contained in another, and (b) that in which another is contained. For if ''A'' is predicated of all ''B'', and ''B'' of all ''C'', ''A'' must necessarily be predicated of all ''C''. ... I call this kind of figure the First. (Aristotle, ''Prior Analytics'', 1.4)


Induction

Inductive reasoning consists in establishing a relation between one extreme term and the middle term by means of the other extreme; for example, if ''B'' is the middle term of ''A'' and ''C'', in proving by means of ''C'' that ''A'' applies to ''B''; for this is how we effect inductions. (Aristotle, ''Prior Analytics'', 2.23)


Abduction

The ''locus classicus'' for the study of
abductive reasoning Abductive reasoning (also called abduction,For example: abductive inference, or retroduction) is a form of logical inference formulated and advanced by American philosopher Charles Sanders Peirce beginning in the last third of the 19th century ...
is found in
Aristotle Aristotle (; grc-gre, Ἀριστοτέλης ''Aristotélēs'', ; 384–322 BC) was a Greek philosopher and polymath during the Classical period in Ancient Greece. Taught by Plato, he was the founder of the Peripatetic school of phil ...
's '' Prior Analytics'', Book 2, Chapt. 25. It begins this way:
We have Reduction (απαγωγη, abduction): :# When it is obvious that the first term applies to the middle, but that the middle applies to the last term is not obvious, yet is nevertheless more probable or not less probable than the conclusion; :# Or if there are not many intermediate terms between the last and the middle; For in all such cases the effect is to bring us nearer to knowledge.
By way of explanation,
Aristotle Aristotle (; grc-gre, Ἀριστοτέλης ''Aristotélēs'', ; 384–322 BC) was a Greek philosopher and polymath during the Classical period in Ancient Greece. Taught by Plato, he was the founder of the Peripatetic school of phil ...
supplies two very instructive examples, one for each of the two varieties of abductive inference steps that he has just described in the abstract:
:# For example, let ''A'' stand for "that which can be taught", ''B'' for "knowledge", and ''C'' for "morality". Then that knowledge can be taught is evident; but whether virtue is knowledge is not clear. Then if ''BC'' is not less probable or is more probable than ''AC'', we have reduction; for we are nearer to knowledge for having introduced an additional term, whereas before we had no knowledge that ''AC'' is true. :# Or again we have reduction if there are not many intermediate terms between ''B'' and ''C''; for in this case too we are brought nearer to knowledge. For example, suppose that ''D'' is "to square", ''E'' "rectilinear figure", and ''F'' "circle". Assuming that between ''E'' and ''F'' there is only one intermediate term — that the circle becomes equal to a rectilinear figure by means of lunules — we should approximate to knowledge. (
Aristotle Aristotle (; grc-gre, Ἀριστοτέλης ''Aristotélēs'', ; 384–322 BC) was a Greek philosopher and polymath during the Classical period in Ancient Greece. Taught by Plato, he was the founder of the Peripatetic school of phil ...
, " Prior Analytics", 2.25, with minor alterations)
Aristotle's latter variety of abductive reasoning, though it will take some explaining in the sequel, is well worth our contemplation, since it hints already at streams of inquiry that course well beyond the syllogistic source from which they spring, and into regions that Peirce will explore more broadly and deeply.


Inquiry in the pragmatic paradigm

In the pragmatic philosophies of
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 ...
,
William James William James (January 11, 1842 – August 26, 1910) was an American philosopher, historian, and psychologist, and the first educator to offer a psychology course in the United States. James is considered to be a leading thinker of the lat ...
,
John Dewey John Dewey (; October 20, 1859 – June 1, 1952) was an American philosopher, psychologist, and educational reformer whose ideas have been influential in education and social reform. He was one of the most prominent American scholars in the f ...
, and others, inquiry is closely associated with the
normative science In the applied sciences, normative science is a type of information that is developed, presented, or interpreted based on an assumed, usually unstated, preference for a particular outcome, policy or class of policies or outcomes. Regular or tradit ...
of
logic Logic is the study of correct reasoning. It includes both formal and informal logic. Formal logic is the science of deductively valid inferences or of logical truths. It is a formal science investigating how conclusions follow from premises ...
. In its inception, the pragmatic model or theory of inquiry was extracted by Peirce from its raw materials in classical logic, with a little bit of help from
Kant Immanuel Kant (, , ; 22 April 1724 – 12 February 1804) was a German philosopher and one of the central Enlightenment thinkers. Born in Königsberg, Kant's comprehensive and systematic works in epistemology, metaphysics, ethics, and aest ...
, and refined in parallel with the early development of symbolic logic by Boole,
De Morgan De Morgan or de Morgan is a surname, and may refer to: * Augustus De Morgan (1806–1871), British mathematician and logician. ** De Morgan's laws (or De Morgan's theorem), a set of rules from propositional logic. ** The De Morgan Medal, a trien ...
, and Peirce himself to address problems about the nature and conduct of scientific reasoning. Borrowing a brace of concepts from
Aristotle Aristotle (; grc-gre, Ἀριστοτέλης ''Aristotélēs'', ; 384–322 BC) was a Greek philosopher and polymath during the Classical period in Ancient Greece. Taught by Plato, he was the founder of the Peripatetic school of phil ...
, Peirce examined three fundamental modes of reasoning that play a role in inquiry, commonly known as
abductive Abductive reasoning (also called abduction,For example: abductive inference, or retroduction) is a form of logical inference formulated and advanced by American philosopher Charles Sanders Peirce beginning in the last third of the 19th centu ...
,
deductive Deductive reasoning is the mental process of drawing deductive inferences. An inference is deductively valid if its conclusion follows logically from its premises, i.e. if it is impossible for the premises to be true and the conclusion to be false ...
, and inductive
inference Inferences are steps in reasoning, moving from premises to logical consequences; etymologically, the word '' infer'' means to "carry forward". Inference is theoretically traditionally divided into deduction and induction, a distinction that in ...
. In rough terms, '' abduction'' is what we use to generate a likely
hypothesis A hypothesis (plural hypotheses) is a proposed explanation for a phenomenon. For a hypothesis to be a scientific hypothesis, the scientific method requires that one can test it. Scientists generally base scientific hypotheses on previous obse ...
or an initial
diagnosis Diagnosis is the identification of the nature and cause of a certain phenomenon. Diagnosis is used in many different disciplines, with variations in the use of logic, analytics, and experience, to determine " cause and effect". In systems engin ...
in response to a phenomenon of interest or a problem of concern, while '' deduction'' is used to clarify, to derive, and to explicate the relevant consequences of the selected hypothesis, and ''
induction Induction, Inducible or Inductive may refer to: Biology and medicine * Labor induction (birth/pregnancy) * Induction chemotherapy, in medicine * Induced stem cells, stem cells derived from somatic, reproductive, pluripotent or other cell t ...
'' is used to test the sum of the predictions against the sum of the data. It needs to be observed that the classical and pragmatic treatments of the types of reasoning, dividing the generic territory of inference as they do into three special parts, arrive at a different characterization of the environs of reason than do those accounts that count only two. These three processes typically operate in a cyclic fashion, systematically operating to reduce the uncertainties and the difficulties that initiated the inquiry in question, and in this way, to the extent that inquiry is successful, leading to an increase in knowledge or in skills. In the pragmatic way of thinking everything has a purpose, and the purpose of each thing is the first thing we should try to note about it. The purpose of inquiry is to reduce doubt and lead to a state of belief, which a person in that state will usually call ''
knowledge Knowledge can be defined as awareness of facts or as practical skills, and may also refer to familiarity with objects or situations. Knowledge of facts, also called propositional knowledge, is often defined as true belief that is distinc ...
'' or ''
certainty Certainty (also known as epistemic certainty or objective certainty) is the epistemic property of beliefs which a person has no rational grounds for doubting. One standard way of defining epistemic certainty is that a belief is certain if and o ...
''. As they contribute to the end of inquiry, we should appreciate that the three kinds of inference describe a cycle that can be understood only as a whole, and none of the three makes complete sense in isolation from the others. For instance, the purpose of abduction is to generate guesses of a kind that deduction can explicate and that induction can evaluate. This places a mild but meaningful constraint on the production of hypotheses, since it is not just any wild guess at explanation that submits itself to reason and bows out when defeated in a match with reality. In a similar fashion, each of the other types of inference realizes its purpose only in accord with its proper role in the whole cycle of inquiry. No matter how much it may be necessary to study these processes in abstraction from each other, the integrity of inquiry places strong limitations on the effective modularity of its principal components. In ''Logic: The Theory of Inquiry'', John Dewey defined inquiry as "the controlled or directed transformation of an indeterminate situation into one that is so determinate in its constituent distinctions and relations as to convert the elements of the original situation into a unified whole". Dewey and Peirce's conception of inquiry extended beyond a system of thinking and incorporated the social nature of inquiry. These ideas are summarize in the notion
Community of inquiry The community of inquiry, abbreviated as CoI, is a concept first introduced by early pragmatist philosophers C.S.Peirce and John Dewey, concerning the nature of knowledge formation and the process of scientific inquiry. The community of inquiry ...
.


Art and science of inquiry

For our present purposes, the first feature to note in distinguishing the three principal modes of reasoning from each other is whether each of them is exact or approximate in character. In this light, deduction is the only one of the three types of reasoning that can be made exact, in essence, always deriving true conclusions from true premises, while abduction and induction are unavoidably approximate in their modes of operation, involving elements of fallible judgment in practice and inescapable error in their application. The reason for this is that deduction, in the ideal limit, can be rendered a purely internal process of the reasoning agent, while the other two modes of reasoning essentially demand a constant interaction with the outside world, a source of phenomena and problems that will no doubt continue to exceed the capacities of any finite resource, human or machine, to master. Situated in this larger reality, approximations can be judged appropriate only in relation to their context of use and can be judged fitting only with regard to a purpose in view. A parallel distinction that is often made in this connection is to call deduction a ''demonstrative'' form of inference, while abduction and induction are classed as '' non-demonstrative'' forms of reasoning. Strictly speaking, the latter two modes of reasoning are not properly called inferences at all. They are more like controlled associations of words or ideas that just happen to be successful often enough to be preserved as useful heuristic strategies in the repertoire of the agent. But non-demonstrative ways of thinking are inherently subject to error, and must be constantly checked out and corrected as needed in practice. In classical terminology, forms of judgment that require attention to the context and the purpose of the judgment are said to involve an element of "art", in a sense that is judged to distinguish them from "science", and in their renderings as expressive judgments to implicate arbiters in styles of
rhetoric Rhetoric () is the art of persuasion, which along with grammar and logic (or dialectic), is one of the three ancient arts of discourse. Rhetoric aims to study the techniques writers or speakers utilize to inform, persuade, or motivate parti ...
, as contrasted with
logic Logic is the study of correct reasoning. It includes both formal and informal logic. Formal logic is the science of deductively valid inferences or of logical truths. It is a formal science investigating how conclusions follow from premises ...
. In a figurative sense, this means that only deductive logic can be reduced to an exact theoretical science, while the practice of any empirical science will always remain to some degree an art.


Zeroth order inquiry

Many aspects of inquiry can be recognized and usefully studied in very basic logical settings, even simpler than the level of
syllogism A syllogism ( grc-gre, συλλογισμός, ''syllogismos'', 'conclusion, inference') is a kind of logical argument that applies deductive reasoning to arrive at a conclusion based on two propositions that are asserted or assumed to be true. ...
, for example, in the realm of reasoning that is variously known as ''
Boolean algebra In mathematics and mathematical logic, Boolean algebra is a branch of algebra. It differs from elementary algebra in two ways. First, the values of the variables are the truth values ''true'' and ''false'', usually denoted 1 and 0, whereas in e ...
'', ''
propositional calculus Propositional calculus is a branch of logic. It is also called propositional logic, statement logic, sentential calculus, sentential logic, or sometimes zeroth-order logic. It deals with propositions (which can be true or false) and relations b ...
'', ''sentential calculus'', or ''zeroth-order logic''. By way of approaching the learning curve on the gentlest availing slope, we may well begin at the level of '' zeroth-order inquiry'', in effect, taking the syllogistic approach to inquiry only so far as the propositional or sentential aspects of the associated reasoning processes are concerned. One of the bonuses of doing this in the context of Peirce's logical work is that it provides us with doubly instructive exercises in the use of his
logical graph A logical graph is a special type of diagrammatic structure in any one of several systems of graphical syntax that Charles Sanders Peirce developed for logic. In his papers on '' qualitative logic'', '' entitative graphs'', and '' existential grap ...
s, taken at the level of his so-called " alpha graphs". In the case of propositional calculus or sentential logic, deduction comes down to applications of the transitive law for conditional implications and the approximate forms of inference hang on the properties that derive from these. In describing the various types of inference I will employ a few old "terms of art" from classical logic that are still of use in treating these kinds of simple problems in reasoning. : Deduction takes a Case, the
minor premise A syllogism ( grc-gre, συλλογισμός, ''syllogismos'', 'conclusion, inference') is a kind of logical argument that applies deductive reasoning to arrive at a conclusion based on two propositions that are asserted or assumed to be true ...
X \Rightarrow Y : and combines it with a Rule, the major premise Y \Rightarrow Z : to arrive at a Fact, the demonstrative conclusion X \Rightarrow Z. : Induction takes a Case of the form X \Rightarrow Y : and matches it with a Fact of the form X \Rightarrow Z : to infer a Rule of the form Y \Rightarrow Z. : Abduction takes a Fact of the form X \Rightarrow Z : and matches it with a Rule of the form Y \Rightarrow Z : to infer a Case of the form X \Rightarrow Y. For ease of reference, Figure 1 and the Legend beneath it summarize the classical terminology for the three types of inference and the relationships among them. In its original usage a statement of Fact has to do with a deed done or a record made, that is, a type of event that is openly observable and not riddled with speculation as to its very occurrence. In contrast, a statement of Case may refer to a hidden or a hypothetical cause, that is, a type of event that is not immediately observable to all concerned. Obviously, the distinction is a rough one and the question of which mode applies can depend on the points of view that different observers adopt over time. Finally, a statement of a Rule is called that because it states a regularity or a regulation that governs a whole class of situations, and not because of its syntactic form. So far in this discussion, all three types of constraint are expressed in the form of conditional propositions, but this is not a fixed requirement. In practice, these modes of statement are distinguished by the roles that they play within an argument, not by their style of expression. When the time comes to branch out from the syllogistic framework, we will find that propositional constraints can be discovered and represented in arbitrary syntactic forms.


Example of inquiry

Examples of inquiry, that illustrate the full cycle of its abductive, deductive, and inductive phases, and yet are both concrete and simple enough to be suitable for a first (or zeroth) exposition, are somewhat rare in Peirce's writings, and so let us draw one from the work of fellow pragmatician
John Dewey John Dewey (; October 20, 1859 – June 1, 1952) was an American philosopher, psychologist, and educational reformer whose ideas have been influential in education and social reform. He was one of the most prominent American scholars in the f ...
, analyzing it according to the model of zeroth-order inquiry that we developed above.
A man is walking on a warm day. The sky was clear the last time he observed it; but presently he notes, while occupied primarily with other things, that the air is cooler. It occurs to him that it is probably going to rain; looking up, he sees a dark cloud between him and the sun, and he then quickens his steps. What, if anything, in such a situation can be called thought? Neither the act of walking nor the noting of the cold is a thought. Walking is one direction of activity; looking and noting are other modes of activity. The likelihood that it will rain is, however, something ''suggested''. The pedestrian ''feels'' the cold; he ''thinks of'' clouds and a coming shower. (John Dewey, ''
How We Think ''How We Think'' is a book written by the American educational philosopher John Dewey John Dewey (; October 20, 1859 – June 1, 1952) was an American philosopher, psychologist, and educational reformer whose ideas have been influential in ...
'', 1910, pp. 6-7).


Once over quickly

Let's first give Dewey's example of inquiry in everyday life the quick once over, hitting just the high points of its analysis into Peirce's three kinds of reasoning.


Abductive phase

In Dewey's "Rainy Day" or "Sign of Rain" story, we find our peripatetic hero presented with a surprising Fact: :* Fact: C → A, In the Current situation the Air is cool. Responding to an intellectual reflex of puzzlement about the situation, his resource of common knowledge about the world is impelled to seize on an approximate Rule: :* Rule: B → A, Just Before it rains, the Air is cool. This Rule can be recognized as having a potential relevance to the situation because it matches the surprising Fact, C → A, in its consequential feature A. All of this suggests that the present Case may be one in which it is just about to rain: :* Case: C → B, The Current situation is just Before it rains. The whole mental performance, however automatic and semi-conscious it may be, that leads up from a problematic Fact and a previously settled knowledge base of Rules to the plausible suggestion of a Case description, is what we are calling an abductive inference.


Deductive phase

The next phase of inquiry uses deductive inference to expand the implied consequences of the abductive hypothesis, with the aim of testing its truth. For this purpose, the inquirer needs to think of other things that would follow from the consequence of his precipitate explanation. Thus, he now reflects on the Case just assumed: :* Case: C → B, The Current situation is just Before it rains. He looks up to scan the sky, perhaps in a random search for further information, but since the sky is a logical place to look for details of an imminent rainstorm, symbolized in our story by the letter B, we may safely suppose that our reasoner has already detached the consequence of the abduced Case, C → B, and has begun to expand on its further implications. So let us imagine that our up-looker has a more deliberate purpose in mind, and that his search for additional data is driven by the new-found, determinate Rule: :* Rule: B → D, Just Before it rains, Dark clouds appear. Contemplating the assumed Case in combination with this new Rule leads him by an immediate deduction to predict an additional Fact: :* Fact: C → D, In the Current situation Dark clouds appear. The reconstructed picture of reasoning assembled in this second phase of inquiry is true to the pattern of deductive inference.


Inductive phase

Whatever the case, our subject observes a Dark cloud, just as he would expect on the basis of the new hypothesis. The explanation of imminent rain removes the discrepancy between observations and expectations and thereby reduces the shock of surprise that made this process of inquiry necessary.


Looking more closely


Seeding hypotheses

Figure 4 gives a graphical illustration of Dewey's example of inquiry, isolating for the purposes of the present analysis the first two steps in the more extended proceedings that go to make up the whole inquiry.
o-----------------------------------------------------------o
,                                                            , 
,      A                                               D     , 
,       o                                             o      , 
,        \ *                                       * /       , 
,         \  *                                   *  /        , 
,          \   *                               *   /         , 
,           \    *                           *    /          , 
,            \     *                       *     /           , 
,             \   R u l e             R u l e   /            , 
,              \       *               *       /             , 
,               \        *           *        /              , 
,                \         *       *         /               , 
,                 \          * B *          /                , 
,               F a c t        o        F a c t              , 
,                   \          *          /                  , 
,                    \         *         /                   , 
,                     \        *        /                    , 
,                      \       *       /                     , 
,                       \   C a s e   /                      , 
,                        \     *     /                       , 
,                         \    *    /                        , 
,                          \   *   /                         , 
,                           \  *  /                          , 
,                            \ * /                           , 
,                             \*/                            , 
,                              o                             , 
,                              C                             , 
,                                                            , 
,  A  =  the Air is cool                                     , 
,  B  =  just Before it rains                                , 
,  C  =  the Current situation                               , 
,  D  =  a Dark cloud appears                                , 
,                                                            , 
,  A is a major term                                         , 
,  B is a middle term                                        , 
,  C is a minor term                                         , 
,  D is a major term, associated with A                      , 
,                                                            , 
o-----------------------------------------------------------o
Figure 4.  Dewey's 'Rainy Day' Inquiry
In this analysis of the first steps of Inquiry, we have a complex or a mixed form of inference that can be seen as taking place in two steps: :* The first step is an Abduction that abstracts a Case from the consideration of a Fact and a Rule. :: Fact: C → A, In the Current situation the Air is cool. :: Rule: B → A, Just Before it rains, the Air is cool. :: Case: C → B, The Current situation is just Before it rains. :* The final step is a Deduction that admits this Case to another Rule and so arrives at a novel Fact. :: Case: C → B, The Current situation is just Before it rains. :: Rule: B → D, Just Before it rains, a Dark cloud will appear. :: Fact: C → D, In the Current situation, a Dark cloud will appear. This is nowhere near a complete analysis of the Rainy Day inquiry, even insofar as it might be carried out within the constraints of the syllogistic framework, and it covers only the first two steps of the relevant inquiry process, but maybe it will do for a start. One other thing needs to be noticed here, the formal duality between this expansion phase of inquiry and the argument from
analogy Analogy (from Greek ''analogia'', "proportion", from ''ana-'' "upon, according to" lso "against", "anew"+ ''logos'' "ratio" lso "word, speech, reckoning" is a cognitive process of transferring information or meaning from a particular subject ( ...
. This can be seen most clearly in the propositional
lattice Lattice may refer to: Arts and design * Latticework, an ornamental criss-crossed framework, an arrangement of crossing laths or other thin strips of material * Lattice (music), an organized grid model of pitch ratios * Lattice (pastry), an orna ...
diagrams shown in Figures 3 and 4, where analogy exhibits a rough "A" shape and the first two steps of inquiry exhibit a rough "V" shape, respectively. Since we find ourselves repeatedly referring to this expansion phase of inquiry as a unit, let's give it a name that suggests its duality with
analogy Analogy (from Greek ''analogia'', "proportion", from ''ana-'' "upon, according to" lso "against", "anew"+ ''logos'' "ratio" lso "word, speech, reckoning" is a cognitive process of transferring information or meaning from a particular subject ( ...
—" catalogy" will do for the moment. This usage is apt enough if one thinks of a catalogue entry for an item as a text that lists its salient features. Notice that
analogy Analogy (from Greek ''analogia'', "proportion", from ''ana-'' "upon, according to" lso "against", "anew"+ ''logos'' "ratio" lso "word, speech, reckoning" is a cognitive process of transferring information or meaning from a particular subject ( ...
has to do with the examples of a given quality, while catalogy has to do with the qualities of a given example. Peirce noted similar forms of duality in many of his early writings, leading to the consummate treatment in his 1867 pape
"On a New List of Categories"
(CP 1.545-559, W 2, 49-59).


Weeding hypotheses

In order to comprehend the bearing of
inductive reasoning Inductive reasoning is a method of reasoning in which a general principle is derived from a body of observations. It consists of making broad generalizations based on specific observations. Inductive reasoning is distinct from ''deductive'' re ...
on the closing phases of inquiry there are a couple of observations that we need to make: :* First, we need to recognize that smaller inquiries are typically woven into larger inquiries, whether we view the whole pattern of inquiry as carried on by a single agent or by a complex community. :* Further, we need to consider the different ways in which the particular instances of inquiry can be related to ongoing inquiries at larger scales. Three modes of inductive interaction between the micro-inquiries and the macro-inquiries that are salient here can be described under the headings of the "Learning", the "Transfer", and the "Testing" of rules.


Analogy of experience

Throughout inquiry the reasoner makes use of rules that have to be transported across intervals of experience, from the masses of experience where they are learned to the moments of experience where they are applied. Inductive reasoning is involved in the learning and the transfer of these rules, both in accumulating a knowledge base and in carrying it through the times between acquisition and application. :* Learning. The principal way that induction contributes to an ongoing inquiry is through the learning of rules, that is, by creating each of the rules that goes into the knowledge base, or ever gets used along the way. :* Transfer. The continuing way that induction contributes to an ongoing inquiry is through the exploit of analogy, a two-step combination of induction and deduction that serves to transfer rules from one context to another. :* Testing. Finally, every inquiry that makes use of a knowledge base constitutes a "field test" of its accumulated contents. If the knowledge base fails to serve any live inquiry in a satisfactory manner, then there is a prima facie reason to reconsider and possibly to amend some of its rules. Let's now consider how these principles of learning, transfer, and testing apply to John Dewey's "Sign of Rain" example.


=Learning

= Rules in a knowledge base, as far as their effective content goes, can be obtained by any mode of inference. For example, a rule like: :* Rule: B → A, Just Before it rains, the Air is cool, is usually induced from a consideration of many past events, in a manner that can be rationally reconstructed as follows: :* Case: C → B, In Certain events, it is just Before it rains, :* Fact: C → A, In Certain events, the Air is cool, : ------------------------------------------------------------------------------------------ :* Rule: B → A, Just Before it rains, the Air is cool. However, the very same proposition could also be abduced as an explanation of a singular occurrence or deduced as a conclusion of a presumptive theory.


=Transfer

= What is it that gives a distinctively inductive character to the acquisition of a knowledge base? It is evidently the "analogy of experience" that underlies its useful application. Whenever we find ourselves prefacing an argument with the phrase "If past experience is any guide..." then we can be sure that this principle has come into play. We are invoking an analogy between past experience, considered as a totality, and present experience, considered as a point of application. What we mean in practice is this: "If past experience is a fair sample of possible experience, then the knowledge gained in it applies to present experience". This is the mechanism that allows a knowledge base to be carried across gulfs of experience that are indifferent to the effective contents of its rules. Here are the details of how this notion of transfer works out in the case of the "Sign of Rain" example: Let K(pres) be a portion of the reasoner's knowledge base that is
logically equivalent Logic is the study of correct reasoning. It includes both formal and informal logic. Formal logic is the science of deductively valid inferences or of logical truths. It is a formal science investigating how conclusions follow from premise ...
to the conjunction of two rules, as follows: :* K(pres) = (B → A) and (B → D). K(pres) is the present knowledge base, expressed in the form of a logical constraint on the present
universe of discourse In the formal sciences, the domain of discourse, also called the universe of discourse, universal set, or simply universe, is the set of entities over which certain variables of interest in some formal treatment may range. Overview The doma ...
. It is convenient to have the option of expressing all logical statements in terms of their logical models, that is, in terms of the primitive circumstances or the elements of experience over which they hold true. :* Let E(past) be the chosen set of experiences, or the circumstances that we have in mind when we refer to "past experience". :* Let E(poss) be the collective set of experiences, or the projective total of possible circumstances. :* Let E(pres) be the present experience, or the circumstances that are present to the reasoner at the current moment. If we think of the knowledge base K(pres) as referring to the "regime of experience" over which it is valid, then all of these sets of models can be compared by the simple relations of
set inclusion In mathematics, set ''A'' is a subset of a set ''B'' if all elements of ''A'' are also elements of ''B''; ''B'' is then a superset of ''A''. It is possible for ''A'' and ''B'' to be equal; if they are unequal, then ''A'' is a proper subset of ...
or
logical implication Logical consequence (also entailment) is a fundamental concept in logic, which describes the relationship between statements that hold true when one statement logically ''follows from'' one or more statements. A valid logical argument is one ...
. Figure 5 schematizes this way of viewing the "analogy of experience".
o-----------------------------------------------------------o
,                                                            , 
,                           K(pres)                          , 
,                              o                             , 
,                             /, \                            , 
,                            / ,  \                           , 
,                           /  ,   \                          , 
,                          /   ,    \                         , 
,                         /  Rule   \                        , 
,                        /     ,      \                       , 
,                       /      ,       \                      , 
,                      /       ,        \                     , 
,                     /     E(poss)     \                    , 
,               Fact /         o         \ Fact              , 
,                   /        *   *        \                  , 
,                  /       *       *       \                 , 
,                 /      *           *      \                , 
,                /     *               *     \               , 
,               /    *                   *    \              , 
,              /   *  Case           Case  *   \             , 
,             /  *                           *  \            , 
,            / *                               * \           , 
,           /*                                   *\          , 
,          o<<<---------------<<<---------------<<

In these terms, the "analogy of experience" proceeds by inducing a Rule about the validity of a current knowledge base and then deducing a Fact, its applicability to a current experience, as in the following sequence:

Inductive Phase:
:* Given Case: E(past) → E(poss), Chosen events fairly sample Collective events.
:* Given Fact: E(past) → K(pres), Chosen events support the Knowledge regime.
: -----------------------------------------------------------------------------------------------------------------------------
:* Induce Rule: E(poss) → K(pres), Collective events support the Knowledge regime.

Deductive Phase:
:* Given Case: E(pres) → E(poss), Current events fairly sample Collective events.
:* Given Rule: E(poss) → K(pres), Collective events support the Knowledge regime.
: --------------------------------------------------------------------------------------------------------------------------------
:* Deduce Fact: E(pres) → K(pres), Current events support the Knowledge regime.


=Testing

= If the observer looks up and does not see dark clouds, or if he runs for shelter but it does not rain, then there is fresh occasion to question the utility or the validity of his knowledge base. But we must leave our foulweather friend for now and defer the logical analysis of this testing phase to another occasion.


See also

*
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 ...
*
Community of inquiry The community of inquiry, abbreviated as CoI, is a concept first introduced by early pragmatist philosophers C.S.Peirce and John Dewey, concerning the nature of knowledge formation and the process of scientific inquiry. The community of inquiry ...
*
C. West Churchman Charles West Churchman (29 August 1913 – 21 March 2004) was an American philosopher and systems scientist, who was Professor at the School of Business Administration and Professor of Peace and Conflict Studies at the University of California ...
*
Curiosity Curiosity (from Latin '' cūriōsitās'', from ''cūriōsus'' "careful, diligent, curious", akin to ''cura'' "care") is a quality related to inquisitive thinking such as exploration, investigation, and learning, evident by observation in humans ...
*
Empirical limits in science In philosophy, empiricism is an Epistemology, epistemological theory that holds that knowledge or justification comes only or primarily from Empirical evidence, sensory experience. It is one of several views within epistemology, along with ra ...
*
Information entropy In information theory, the entropy of a random variable is the average level of "information", "surprise", or "uncertainty" inherent to the variable's possible outcomes. Given a discrete random variable X, which takes values in the alphabet \ ...
*
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 ...
*
Inquisitive learning Inquiry-based learning (also spelled as enquiry-based learning in British English) is a form of active learning that starts by posing questions, problems or scenarios. It contrasts with traditional education, which generally relies on the teache ...
*
Instrumental and intrinsic value In moral philosophy, instrumental and intrinsic value are the distinction between what is a ''means to an end'' and what is as an ''end in itself''. Things are deemed to have instrumental value if they help one achieve a particular end; intrinsic ...
*
Logic of information The logic of information, or the logical theory of information, considers the information content of logical signs and expressions along the lines initially developed by Charles Sanders Peirce. In this line of work, the concept of information serve ...
*
Models of scientific inquiry Models of scientific inquiry have two functions: first, to provide a descriptive account of ''how'' scientific inquiry is carried out in practice, and second, to provide an explanatory account of ''why'' scientific inquiry succeeds as well as it ap ...
* Pragmatic information *
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 ...
*
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 ...
*
Research Research is "creativity, creative and systematic work undertaken to increase the stock of knowledge". It involves the collection, organization and analysis of evidence to increase understanding of a topic, characterized by a particular att ...
*
Research question A research question is "a question that a research project sets out to answer". Choosing a research question is an essential element of both quantitative and qualitative research. Investigation will require data collection and analysis, and the me ...
*
Uncertainty Uncertainty refers to epistemic situations involving imperfect or unknown information. It applies to predictions of future events, to physical measurements that are already made, or to the unknown. Uncertainty arises in partially observable or ...


Notes


Citations


Bibliography

* Angluin, Dana (1989), "Learning with Hints", pp. 167–181 in David Haussler and Leonard Pitt (eds.), ''Proceedings of the 1988 Workshop on Computational Learning Theory'', MIT, 3–5 August 1988, Morgan Kaufmann, San Mateo, CA, 1989. *
Aristotle Aristotle (; grc-gre, Ἀριστοτέλης ''Aristotélēs'', ; 384–322 BC) was a Greek philosopher and polymath during the Classical period in Ancient Greece. Taught by Plato, he was the founder of the Peripatetic school of phil ...
, " Prior Analytics", Hugh Tredennick (trans.), pp. 181–531 in ''Aristotle, Volume 1'',
Loeb Classical Library The Loeb Classical Library (LCL; named after James Loeb; , ) is a series of books originally published by Heinemann in London, but is currently published by Harvard University Press. The library contains important works of ancient Greek and L ...
,
William Heinemann William Henry Heinemann (18 May 1863 – 5 October 1920) was an English publisher of Jewish descent and the founder of the Heinemann publishing house in London. Early life On 18 May 1863, Heinemann was born in Surbiton, Surrey, England. Heine ...
, London, UK, 1938. * Awbrey, Jon, and Awbrey, Susan (1995), "Interpretation as Action : The Risk of Inquiry", ''Inquiry : Critical Thinking Across the Disciplines'' 15, 40–52.
Eprint
* Delaney, C.F. (1993), ''Science, Knowledge, and Mind: A Study in the Philosophy of C.S. Peirce'', University of Notre Dame Press, Notre Dame, IN. * Dewey, John (1910), ''How We Think'', D.C. Heath, Lexington, MA, 1910. Reprinted, Prometheus Books, Buffalo, NY, 1991. * Dewey, John (1938), ''Logic: The Theory of Inquiry'', Henry Holt and Company, New York, NY, 1938. Reprinted as pp. 1–527 in ''John Dewey, The Later Works, 1925–1953, Volume 12: 1938'', Jo Ann Boydston (ed.), Kathleen Poulos (text. ed.),
Ernest Nagel Ernest Nagel (November 16, 1901 – September 20, 1985) was an American philosopher of science. Suppes, Patrick (1999)Biographical memoir of Ernest Nagel In '' American National Biograph''y (Vol. 16, pp. 216-218). New York: Oxford University Pr ...
(intro.), Southern Illinois University Press, Carbondale and Edwardsville, IL, 1986. * Haack, Susan (1993), ''Evidence and Inquiry: Towards Reconstruction in Epistemology'', Blackwell Publishers, Oxford, UK. * Hanson, Norwood Russell (1958), ''Patterns of Discovery, An Inquiry into the Conceptual Foundations of Science'', Cambridge University Press, Cambridge, UK. * Hendricks, Vincent F. (2005), ''Thought 2 Talk: A Crash Course in Reflection and Expression'', Automatic Press / VIP, New York, NY. *
Maxwell, Nicholas Nicholas Maxwell (born 3 July 1937) is a British philosopher. Maxwell taught philosophy of science at University College London, where he is now Emeritus Reader. In 2003 he founded Friends of Wisdom. He has published fifteen books. He has pub ...
(2007
From Knowledge to Wisdom
Pentire Press, London. *
Maxwell, Nicholas Nicholas Maxwell (born 3 July 1937) is a British philosopher. Maxwell taught philosophy of science at University College London, where he is now Emeritus Reader. In 2003 he founded Friends of Wisdom. He has published fifteen books. He has pub ...
(2017)
In Praise of Natural Philosophy: A Revolution for Thought and Life
McGill-Queen's University Press, Montreal. * Misak, Cheryl J. (1991), ''Truth and the End of Inquiry, A Peircean Account of Truth'', Oxford University Press, Oxford, UK. * Peirce, C.S., (1931–1935, 1958), ''Collected Papers of Charles Sanders Peirce'', vols. 1–6,
Charles Hartshorne Charles Hartshorne (; June 5, 1897 – October 9, 2000) was an American philosopher who concentrated primarily on the philosophy of religion and metaphysics, but also contributed to ornithology. He developed the neoclassical idea of God and ...
and Paul Weiss (eds.), vols. 7–8,
Arthur W. Burks Arthur Walter Burks (October 13, 1915 – May 14, 2008) was an American mathematician who worked in the 1940s as a senior engineer on the project that contributed to the design of the ENIAC, the first general-purpose electronic digital computer. ...
(ed.), Harvard University Press, Cambridge, MA. Cited as CP volume.paragraph. * Stalnaker, Robert C. (1984), ''Inquiry'', MIT Press, Cambridge, MA.


External links

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