Physical and Metaphysical Counterfactuals: Evaluating Disjunctive Actions

Abstract The structural interpretation of counterfactuals as formulated in Balke and Pearl (1994a,b) [1, 2] excludes disjunctive conditionals, such as “had X $X$ been x1 or x2 $x_1~\mbox{or}~x_2$,” as well as disjunctive actions such as do(X=x1 or X=x2) $do(X=x_1~\mbox{or}~X=x_2)$. In contrast, the closest-world interpretation of counterfactuals (e.g. Lewis (1973a) [3]) assigns truth values to all counterfactual sentences, regardless of the logical form of the antecedent. This paper leverages “imaging” – a process of “mass-shifting” among possible worlds, to define disjunction in structural counterfactuals. We show that every imaging operation can be given an interpretation in terms of a stochastic policy in which agents choose actions with certain probabilities. This mapping, from the metaphysical to the physical, allows us to assess whether metaphysically-inspired extensions of interventional theories are warranted in a given decision making situation.

[1]  Manabu Kuroki Counterfactual Reasoning with Disjunctive Knowledge in a Linear Structural Equation Model , 2017, 1707.09506.

[2]  J. Pearl,et al.  Causal Inference in Statistics: A Primer , 2016 .

[3]  M. Hernán,et al.  Compound Treatments and Transportability of Causal Inference , 2011, Epidemiology.

[4]  C. Allen,et al.  Stanford Encyclopedia of Philosophy , 2011 .

[5]  James M. Joyce Causal reasoning and backtracking , 2009 .

[6]  Tom Burr,et al.  Causation, Prediction, and Search , 2003, Technometrics.

[7]  P. Spirtes,et al.  Causation, Prediction, and Search, 2nd Edition , 2001 .

[8]  J. Pearl Causality: Models, Reasoning and Inference , 2000 .

[9]  James M. Joyce The Foundations of Causal Decision Theory , 1999 .

[10]  Joseph Y. Halpern Axiomatizing Causal Reasoning , 1998, UAI.

[11]  J. Pearl Causal diagrams for empirical research , 1995 .

[12]  Judea Pearl,et al.  Probabilistic Evaluation of Counterfactual Queries , 1994, AAAI.

[13]  Judea Pearl,et al.  Counterfactual Probabilities: Computational Methods, Bounds and Applications , 1994, UAI.

[14]  P. Gärdenfors Causation and the Dynamics of Belief , 1988 .

[15]  E. Eells Causal Decision Theory , 1984, PSA: Proceedings of the Biennial Meeting of the Philosophy of Science Association.

[16]  H. Kyburg,et al.  How the laws of physics lie , 1984 .

[17]  David Lewis,et al.  Causal decision theory , 1981 .

[18]  Robert Stalnaker Letter to David Lewis , 1980 .

[19]  E. W. Adams,et al.  The logic of conditionals , 1975 .

[20]  David Lewis,et al.  Counterfactuals and comparative possibility , 1973, J. Philos. Log..

[21]  A. A. J. Marley,et al.  The Logic of Decisions. , 1972 .

[22]  Robert H. Strotz,et al.  Recursive versus non-recursive systems: An attempt at a synthesis , 2017 .

[23]  R. H. Strotz,et al.  RECURSIVE VS. NONRECURSIVE SYSTEMS: AN ATTEMPT AT SYNTHESIS (PART I OF A TRIPTYCH ON CAUSAL CHAIN SYSTEMS) , 1960 .

[24]  T. Haavelmo The Statistical Implications of a System of Simultaneous Equations , 1943 .