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Diaspora of a Mathematics of Argument

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Title: Diaspora of a Mathematics of Argument


1
Diaspora of a Mathematics of Argument
  • R. LouiDept of Computer Science
  • Washington University
  • St. Louis

2
Outline
  • I. Intellectual History of Process-Based Models
    of Reasoning
  • II. Some Technical Issues regarding Argument
  • III. Foundations
  • A. Probability
  • B. Decision
  • C. Legal Reasoning
  • D. Belief Revision/Deontic Logic
  • E. Negotiation
  • F. Rhetoric
  • IV. Future Work
  • A. Fairness
  • B. Computation

3
CS TALKScope of My Current CS Work
  • cgi in gawk
  • book with S. Sachs
  • independent co-malloc for localizing dynamically
    allocated objects
  • optimal average hash chain length for gawk
  • malloc with a vmstat time series estimator for
    elective memory expansion
  • gnu release(s) with M. Waldvogel, M. Pachos, K.
    Krouse
  • something with FPGA's
  • patent license with J. Lockwood, J. Moscola,
    M. Pachos

4
CS TALKScope of My Current CS Work (cont.)
  • purely probabilistic negotiating agents
  • model, simulations
  • real-time object recognition for aerial targets
  • hiding among non-combatants
  • half-baked ideas, proposal with R. Pless
  • AI and Law service
  • journal, ICAIL, JURIX, special issues,
    workshops, JD-PhD's, no

5
WHAT IS LOGIC?What do Computer Scientists think
is Logic?
  • Roughly Hilbert-Russell-Whitehead tradition
  • 1. there is one correct logic
  • it is either the predicate logic or the
    propositional logic or both
  • 2. entailment (syntactic or semantic?) has
    something to do with mathematical proof
  • 3. logic codifies correct ways of reasoning
  • 4. logic has something to do with the success
    of hardware

6
WHAT IS LOGIC?What do Computer Scientists think
is Logic?(cont.)
  • Some more advanced members of our species
  • Knowledge Representation
  • 1. logics are like programming languages can
    be chosen or designed
  • w/o metaphysical consequence
  • 2. some logics are more expressive than others
  • 3. some logics license more inferences than
    others
  • 4. inferential license and expressiveness are
    complementary

7
WHAT'S NEW/DIFFERENTWhat is the Difference
between Argument and Deduction?
  • Diagram of an argument
  • ltp, lt a,b, p gt,
  • ltc, agt,
  • ltd, bgt
  • gt
  • Diagram of a proof
  • ltp1, p2, , pgt

8
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11
Obvious
  • Argument Deduction
  • nondemonstrative demonstrative
  • if p then defeasibly q if p then materially q
  • nonmonotonic monotonic
  • argument proof
  • subargument subproof
  • counterargument (counterproof?)
  • defeat (fallibility? corrigibility?)
  • inconsistency-tolerating inconsistency-degenerati
    ng

12
Less Obvious
  • Argument Deduction
  • focus is on metalanguage focus is on object
    language
  • conflict, rebuttal, warrant and, or, not
  • anytime ideal
  • warrant w.r.t. arguments commitment at all t
  • produced in time t
  • Warranted(S,t) Thm(S), Proved(S,t)
  • constructive nonconstructive
  • p's warrant underdetermined
  • ampliative nondeterminism nonampliative
    conclusions
  • of process in the meanings of words

13
Less Obvious (continued)
  • Argument Deduction
  • strategy-based constraint-based
  • choices proof constraint-propagation
  • dialectical unilateral
  • sits between objectivist and invites principle
    of charity
  • relativist conceptions of truth
  • formally, 10-20 years old formally, 100-150
    years old
  • 20thC seminal in social sciences 20thC dominant
    in logic

14
Variations of Logic
  • Modal Logic opaque contexts
  • gtgt notation for beliefs about beliefs
  • Fuzzy Logic predication weakened
  • gtgt smoother control, washing machines
  • Multivalued Logic truth weakened
  • gtgt semantic curiosities, reductions
  • Relevance Logic implication weakened
  • gtgt model of limited inferential capacity

15
Variations of Logic (cont.)
  • Intuitionist Logic weak negation added
  • gtgt first step toward elevation of process
  • Counterfactual Logic second implication added
  • gtgt plausible alternative conditional
  • Paraconsistent Logic meaning from inconsistency
  • gtgt proof-theory for consistent subsets
  • Belief Revision recovery from inconsistency
  • gtgt model of premise adoption/retraction
  • Argument ties logic to computation in a
    fundamental way
  • gtgt rewrite foundations of other fields

16
INTELLECUTAL HISTORY
  • 1. where did the idea of defeasibility come
    from?
  • 2. where did the idea of procedural rationality
    come from?
  • 3. where did the idea of argument come from?

17
AI"tweety is a bird, but tweety does not fly"
  • McCarthy-Hayes -- Modal Belief
  • 1973
  • Reiter --Closed World Databases
  • 1978
  • Doyle -- TMS
  • 1978
  • Kowalski -- PROLOG
  • 1974
  • Clark -- Negation as Failure
  • 1978
  • Argument systems
  • 1987...
  • Pollock -- Defeasible Reasoning
  • 1968-1974-1986-1987
  • Nute -- Defeasible PROLOG
  • 1985
  • Kyburg -- system for probability based on defeat
  • 1961-1974

18
Epistemology"it seems red therefore it is red"
is defeasible
  • Belzer -- Defeasible Reasoning
  • 1986
  • Swain -- Epistemic Defeasibility
  • 1978
  • Pollock -- Knowledge Justification
  • 1974
  • Sosa -- Conceptions of Knowledge
  • 1970
  • Lehrer-Paxson -- Knowlege
  • 1969
  • Firth -- Coherence
  • 1964
  • Chisholm -- Perceiving
  • 1957-1964
  • Ladd -- Structure of a Moral Code
  • 1957

19
Reasoning (Qualitative Decision Theory)"doing a
achieves the goal, therefore do a" is defeasible
  • Nozick -- Practical Reason/Explanations
  • 1981
  • Searle -- Prima Facie Obligations/Practical
    Reason
  • 1978-1985
  • Raz -- Practical Reason/Norms
  • 1970
  • Gauthier -- Practical Reasoning
  • 1963

20
Ethical Reasoning"a person has a prima facie
obligation or responsibility"
  • Glover -- Responsibility
  • 1970
  • Nozick -- Moral Structures
  • 1968
  • Feinberg -- Action and Responsibility
  • 1965
  • Wellman -- Language of Ethics
  • 1961
  • Brandt -- Blameworthiness and obligation
  • 1958
  • Melden -- Action/Rights
  • 1956-1959
  • Mackie -- Responsibility and Language
  • 1955
  • Hare -- Language of Morals
  • 1952
  • (note Stevenson 1938 and Ross 1930)

21
Political Justification
  • Barry -- Political Argument
  • 1965
  • Rawls -- Pure Procedural Justice
  • 1958-1974

22
Dialectics/Rhetoric
  • Rescher -- Dialectics
  • 1977
  • Perelman -- Justice and Argument
  • 1963
  • Toulmin -- Uses of Argument
  • 1958

23
Origins
  • Ladd
  • Raz
  • Gauthier
  • Wellman
  • Brandt/Melden/Hare
  • Barry
  • Rawls
  • Perelman/Toulmin
  • Hart

24
Origins (continued)
  • Hart -- Ascription of Responsibility
  • 1948
  • Wisdom -- Gods
  • 1945
  • Waismann -- Verifiability
  • 1951
  • Austin -- Speech Acts
  • 1947?
  • Wittgenstein -- Remarks on Foundations of
    Mathematics
  • 1935?
  • Keynes -- Treatise on Probability
  • 1908 thesis begins Part of our knowledge we
    obtain direct and part by argument.
  • Bentham -- Principles of Morals and Legislation
  • 185?

25
Defeasibility
  • When the student has learnt that in English law
    here are positive conditions required for the
    existence of a valid contract, - his
    understanding of the legal concept of a contract
    is still incomplete, ... For ... he has still to
    learn what can defeat a claim that there is a
    valid contract, even though all these conditions
    are satisfied. The student has still to learn
    what can follow on the word "unless", which
    should accompany the statement of these
    conditions. This characteristic of legal
    concepts is one for which no word exists in
    ordinary English ... but the law has a word which
    with some hesitation I borrow and extend this
    is the word defeasible...
  • (Hart vs. Aristoteliean Society, 1951, p. 152)

26
Process
  • ... Principia Mathematica gives rise to
    questions about the relation in which ordinary
    reasoning stands to this ordered system, and in
    particular, as to the precise connection between
    the process of inference, in which the older
    logicians were principally interested, but which
    Russell ignores, and the relation of
    implication, on which his scheme depends.
  • The gradual perfection of the formal treatment
    ... had been to empty logic of content and to
    reduce it more and more to mere dry bones, until
    finally it seemed to exclude ... most of the
    principles, usually deemed logical, of reasonable
    thought.
  • (Keynes vs. Russell, Whitehead, Ramsey,
    1908/1921/1973, p. 118, 1972, p. 243)

27
Formal Inconsistency
  • WITTGENSTEIN Think of the case of the Liar. It
    is very queer in a way that this should have
    puzzled anyone-- Because the thing works like
    this if a man says 'I am lying' we say that it
    follows that he is not lying, from which it
    follows that he is lying and so on. Well, so
    what? ... It does not matter. ... it is just a
    useless language-game, and why should anyone be
    excited?
  • TURING ... one usually uses a contradiction as
    a criterion for having done something wrong. But
    in this case one cannot find anything done wrong.
  • WITTGENSTEIN Yes -- and more nothing has been
    done wrong. ... where will the harm come?
  • (Wittgenstein vs. Turing, 1939, Hodges, p. 154)

28
RECENT TECHNICAL QUESTIONS
  • 0. knee-jerk reaction (deductivists)
  • Q. isn't
  • p gt r,
  • p q gt r
  • reducible to
  • p q --gt r
  • p q --gt r ?
  • A. no.
  • what can be concluded with just p? r.
  • does that imply q? no.

29
TECHNICAL
  • I. old issues (Touretzky, Horty, Thomason, 1987)
  • Q. skeptical vs. credulous
  • A. skeptical
  • Q. ambiguity-propagating vs. blocking
  • A. depends whether undercut or rebut
  • Q. syntactic specificity
  • 1. (strict specificity)
  • p gt r p q gt r
  • 2. (shortcut specificity)
  • p gt q q gt r p gt r
  • 3. (defeasible specificity)
  • p gt r q gt r
  • p gt q

30
TECHNICAL (continued)
  • A. keep it simple (Nute, 1990)
  • A. appeal to convention (Simari-Loui, 1992)
  • A. give explicit ordering (Lin-Shoham, 1987,
    Vreeswijk, 1991)
  • A. provide for meta-argument about defeat
  • e.g., context-dependent defeat
    (Prakken-Sartor, 1995)
  • r1 p gt q
  • r2 r gt q
  • s gt r1gtr2

31
TECHNICAL (continued)
  • II. principles versus rules (Loui-Norman, Hage,
    Verheij, 1995-2001)
  • Q. Is there a formal difference between
  • 1. no vehicles in the park
  • 2. parks should be peaceful
  • A. Rationales can recall rationales during
    dispute
  • A. Principles can be weighed free speech
    versus privacy

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33
TECHNICAL (continued)
  • III. rules for fair dialectic (Loui, Gordon,
    Vreeswijk, Lodder, 1992-2001)
  • Q. What is the exact procedural burden?
  • 1. pro argument 1 for p
  • 2. con argument 2 for p, and
  • argument 2 defeats argument 1.
  • a. should con have the burden of showing
  • argument 2 defeats argument 1?
  • or
  • b. should the claim be presumable and subject
    to dispute?

34
TECHNICAL (continued)
  • Q. are normal default rules fair?
  • p q / q
  • 1. pro argument 1 for p
  • 2. con a. proof of q
  • b. (it does not suffice to argue q?)
  • Q. what is the penalty of failed attempts to
    rebut?
  • 1. pro argument 1 for p based on b and c,
    etc.
  • 2. con b and c.
  • 3. pro why b?
  • 4-15. con ... pro ... con loses the
    subdispute over b.
  • 16. con nevertheless, c.
  • A. rhetorical costs HIGH. logical costs
    NONE?

35
TECHNICAL (continued)
  • IV. rules extracted from cases
  • Q. What is the structure of a precedent case?
  • A. (Raz, 1970)
  • a b c d e f / q
  • A. (Rissland-Ashley, 1985-1990)
  • a b c d- e- f- / q
  • A. (Loui-Norman, 1992)
  • argument 1(a,(b,c) q)
  • argument 2(a,d,e q)
  • argument 3(e,f d)
  • argument 4(c f)
  • _______________
  • q

36
TECHNICAL (continued)
  • Q. What is the rule of the case?
  • A. (Loui-Norman, 1995)
  • sufficient premises of arguments in
    dialectical subtree with leafs that are pro
    arguments
  • a b c d e f gt q
  • but no false specificity
  • a b c f gt q
  • A. (Prakken-Sartor, Bench-Capon, 1992-2001)
  • Argument1, Argument3 gt Argument2, Argument4

37
TECHNICAL (continued)
  • V. criteria for theory-formation when theories
    are defeasible? (Peczenik, McCarty, 1997-2001)
  • Q. Given a set of cases
  • case 1 a b d e f j q
  • case 2 a b d q
  • ...
  • case n b d r
  • what is the "best-fitting" set of defeasible
    rules?
  • 1. all cases predicted by rules
  • 2. no error
  • (so far this is a learning problem with no
    simplicity measure)
  • 3. sets of rules restricted or justified by
    principles?

38
FOUNDATIONS I. Probability
  • A probability calculation is an argument.
  • A statistical argument is an argument.
  • Reference Class
  • Reichenbach (1949) "use the narrowest
    reference class for which there are adequate
    statistics"
  • Kyburg (1961,1974,1983) maximum in a partial
    order? dominance defeat. Each "inference
    structure" permits an argument from a different
    sample class.
  • Prob(A B C D)?
  • Sample from BCD 5 A's/9
  • Sample from BC 14 A's/20
  • what is the logic of combinatorial significance
    tests?

39
FOUNDATIONS I. Probability (cont.)
  • ltS1,p1,q1gt and ltS2,p2,q2gt disagree
  • iff
  • not(p1,q1 in p2,q2) and
  • not(p2,q2 in p1,q1)
  • ltS1,p1,q1gt defeats ltS2,p2,q2gt
  • iff
  • they disagree and
  • S1 strict subset of S2
  • also Pollock (1985, 1990) who uses defeat
    explicitly

40
FOUNDATIONS I. Probability (cont.)
  • Protocols
  • Shafer on Monte-Hall type probability
    "paradoxes" (1985)
  • the probability argument
  • is improved through knowledge of the protocol
  • Neyman-Pearson tradition of crucial tests
  • two crucial tests
  • produce two competing statistical arguments?

41
FOUNDATIONS II. Decision
  • Problem of Small Worlds
  • Savage (1954, 1967)
  • considering fresh and stale
  • should not change the calculation
  • based on good and rotten.
  • But of course it does.
  • So a grand world which contains all detail.
  • pseudomicrocosm vs. real microcosm.
  • Shafer-Tversky (1988)
  • framing problems
  • constructive decision theory

42
FOUNDATIONS II. Decision (cont.)
  • Loui (1990)
  • u(s) given T(P1,s) m(P1) 5
  • u(s) given T(P2,s) m(P2) -4
  • u(s) given T(P1 P2, s) m(P1 P2) 6 u(s)
    5-46
  • ("defeasibility" of linearity)
  • Holds(P1P2, s) gt u(s) 7
  • defeats
  • Holds(P1,s) gt u(s) 5
  • (defeasibility of valuation)

43
FOUNDATIONS II. Decision (cont.)
  • But s is a lottery s r/p t(1-p)
  • Prob(p) .5 u(r) 10 u(t) 0 so expected
    u(s) .5(10) .5(0) 5
  • (defeasibility of outcome)
  • Simon (1955-1967)
  • substantive vs. procedural rationality, yes,
  • but more importantly
  • decision is more like chess than
    constraint-propagation
  • heuristic valuation changes as
    search/computation proceeds
  • a defeasible independence/substitution axiom?
  • paradoxes of certainty, menu-dependence, framing
    effects based on description

44
FOUNDATIONS III. Legal Reasoning

45
FOUNDATIONS IV. Belief Revision/Deontic Logic
  • contrary-to-duty imperatives (Chisholm, 1963,
    Nute etc., 1996)
  • 1. O(p--gtq), O(p--gtr) and O(p) are
    consistent.
  • (there can be two expiations)
  • 2. O(p) entails O(p --gt x) for any x.
  • (all expiations are obliged)
  • von Wright (1982)
  • "It only means that, if the prohibition is
    violated, the coordinated Contrary-to-Duty
    imperatives require, for their satisfaction, that
    both q and that r come true. ... If ... the
    conjunction of the two ... is a logical
    impossibility ..., the legislator would
    presumably take steps to remove the conflict."
  • "deontic obligation" is different from
    "technical obligation"

46
FOUNDATIONS IV. Belief Revision/Deontic Logic
  • 3. O(AB), O(AC) entails (BC)
  • Alchourron (1993)
  • "a set of conditional general norms entails ...
    a non-tautological sentence ... iff it follows in
    the logic for normative propositions that the
    authority has inconsistently normed some action
    for some circumstance."
  • If norms are defeasible rules, no such problems
  • 1. two different arguments for expiation.
  • 2. material conditionals are NOT deontic
    conditionals.
  • 3. the entailment is not a result for
    defeasible conditionals

47
FOUNDATIONS IV. Belief Revision/Deontic Logic
  • AGM belief revision choice and refinement,
    ampliativity
  • if p then defeasibly q
  • if p and r then defeasibly q
  • p --gt q in K0
  • p r --gt q in K0pr--gtqr
  • Alchourron (1993)
  • "It seems to me unquestionable that the main
    conditions are the formal representation of the
    revisions effectively performed by an agent and
    of his dispositions to revise."
  • "The particular details of the revisions (and
    the choice functions) are never analyzed by a
    logician (as a logician)..." Yes, defeasible
    conditionals would inform choice functions, but
    invoke "possible confusion of logic and
    revision," hiding "conceptually weaker
    conclusions" in "quiet darkness."

48
FOUNDATIONS V. Negotiation
  • Acceptability can be argued
  • Fisher-Ury-Patton (1981) Principled
    negotiation gives arguments for proposals.
  • why not open the window? Im cold I have a
    sweater
  • Sycara (1988-1995), Loui-Moore (1993-1997),
    Parsons-Jennings etc. (1998-2001) case-based
    arguments from precedent settlements
  • that raise was acceptable to you last year
  • Utility can be argued
  • search can lift utilities at the proposed
    settlements

49
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50
FOUNDATIONS V. Negotiation
  • Utility can be argued
  • Instead of strategic form a1, , a4 X b1, ,
    b5 with
  • utilities Ua and Ub,
  • suppose
  • OPTa(x,y) and OPTb(x,y), a hard optimization
    problem for
  • each agent with parameters determined by the
    agreement
  • Ua(x,y) is as current best solution for
    OPTa(x,y)
  • Ua and Ub are lifted at ltp,qgt which is the focus
    of dialogue
  • or when joint-problem-solving
  • Sunk cost-of-search arguments lead to settlement

51
FOUNDATIONS VI. Rhetoric/"Informal Logic"

52
Future Work Fairness (Procedural)
  • Claim 1. Fairness depends on the computational
    abilities of agents (the known subspace S x T of
    the possible strategies S x T
  • thus, rules are changed when a strategy s is
    discovered for which all known responses t are
    inadequate.
  • Claim 2. To be fair (just), the procedure must
    construct its output upon the right inputs, with
    adequate monotonicity and invariance properties
  • thus, the justification of social procedure
    resembles the proof of program correctness.
  • (concatenation) ex-post asymmetry of position
    should be the result of fair (just) ex-ante
    asymmetry adjusted only by the procedures
    effects on elective inputs (strategic choices).

53
Future Work Fairness (cont.)
  • Obsv (political scientists).
  • the purposes of the procedure can limit the
    degree of stochastics, the maximum variation of
    outcome, and the permissible input types.
  • Claim 3.
  • procedures should be non-dictatorial (for every
    important different kind of outcome, e.g.,
    victory/defeat, there is a strategy pair that
    would reach this outcome). (dominance is more
    interesting)
  • Obsv
  • rule symmetry and equivalent initial position
    are prima facie fair(but sometimes there are
    good reasons for bias, e.g. plaintiff)
  • Claim 4.
  • Fairness can be inherited from class
    relationships among procedural types.

54
Future Work Computation
  • Observations. Social procedures which
    regulate/distribute/construct distributions are
    games. Social programming is like distributed
    programming (quantify over strategy tuples).
    Building societies is like inventing algorithms
    for distributed decision-making. Argument games.
    Welfare distributions. Elections. Tournaments.
  • Objective. I want computer science to be at the
    foundation of the study of social procedures.
  • Obstacle. Game-playing is not considered
    computation (yet).
  • Claim. Two people playing chess compute the
    outcome of the game.
  • Why do you have trouble with this claim? But
    not modems or chess tournaments for charities.

55
Future Work Computation
  • Paradigmatic computation
  • on a machine but, long division by hand?
  • causally connected but, two people doing long
    division?
  • deterministic but, probabilistic algorithms?
  • locus of control but, distributed algorithms?
  • fully specified but, pseudo-code? uncompiled
    code?
  • algorithmic but, protocols? interactions?
  • (control systems?)
  • non-elective but, frequently arbitrary
    choices
  • (e.g., search algorithms)
  • Protocol-design is a kind of programming.

56
Future Work Computation
  • Broad computation intentional and teleological
    rule-following upon symbols.
  • The existence of a program is the test for
    computation, not the existence of an algorithm.
  • Not just any rule-following is computation, since
    the objects must be symbolic and the
    rule-following purposive and non-accidental.
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