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quantum machine learning

Why Should We Use Quantum Theory?

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cates are dispositional in nature, whereas the standard physicalist predicates are of a categorical nature, makes their juxtaposition in the same sentence almost baroque. This di erence in nature also renders a strict correlation between mentalistic and physicalist predicates implausible: (a) a pure disposition may admit to being conditioned by a fairly wide range of physical states, and (b) information derived from complex mental states are probabilistic, whereas the physicalist propositions are of the assertoric type. In addition, the modes of access to the two types of predicates are profoundly di erent, not to say incompatible. Access to macroscopic physicalist predicates takes place through a single observation or measurement, whereas access to the dispositional traits of mentalist predicates can only be achieved through the study of an open-ended sequence of behaviors. Besides (as Bohr pointed out), access to the entirety of the alleged physical substratum of a dispositional mental predicate would destroy this substratum, and would thus be eminently disturbing for the mental state. The two languages, mentalist and physicalist, thus prove to be mutually exclusive in a sense very similar to that of the conjugated variables of quantum mechanics.

Therefore, if we want to understand how ordinary language is able to combine mentalist and physicalist propositions in one and the same discourse, it is necessary to aknowledge that this language can be underpinned by a nonclassical logic. The latter logic is shown to be isomorphic to quantum logic, i.e. to a non-distributive orthocomplemented lattice. This is enough to see the mind-body problem under a new light. The mind-body problem stems from the wrong attempt to project on a single Boolean logic two classes of propositions and predicates that are mutually exclusive due to the incompatibility of the corresponding modes of access. The mind-body problem is then dissolved when one has accepted to take this duality of modes of access into account (yet without hypostatizing them into property dualism).

Patrick Heelan later extended Watanabe’s cogent analysis to any contextdependent language that one purports to unify through a common metaor trans-contextual language [16]. To illustrate this extension, Heelan applied the former analysis in ethno-linguistics. According to him, a meta-contextual language (namely a language that can be used by speakers of two linguistic subgroups who attempt to communicate with each other) is necessarily underpinned by a logic that is isomorphic to the quantum logic of Birkho and Von Neumann.

6 Epilogue

Perhaps, however, the most interesting lesson that can be drawn from these applications of quantum theory to the human sciences does not concern the latter sciences, but physics itself. In view of the successes obtained in perceptual psychology or in decision theory by applying a protoor quasi-quantum formalism, it becomes di cult to deny the epistemological-reflective meaning of quantum mechanics. For the only plausible common feature of psychology, sociology, economics, decision-making, and quantum mechanics is the type of act of knowledge that these disciplines bring into play. Bohr’s provocative statement

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quantum machine learning

20 M. Bitbol

(according to which “physics is to be regarded not so much as the study of something a priori given, but rather as the development of methods of ordering and surveying human experience” [5]) can now avail itself of its concretization in a multiplicity of domains whose isomorphism reveals a common epistemological approach towards what is still called, by habit, their “object”.

The fact that quantum theory apply so well to many human sciences then lends credibility to recent non-representationalist and thoroughly probabilist interpretations of quantum mechanics. Two of them, that were already mentioned in the introduction, are Richard Healey’s “pragmatic” interpretation and Christopher Fuchs’ “QBism”.

According to Richard Healey [15], quantum theory is a new kind of nonrepresentational science ; it is fundamental but with no “beables” in it ; it is objective but its kind of objectivity consists in universal prescriptions to agents ; its symbols are purely predictive, not descriptive (therefore, famous features such as entanglement do not express a “real” entanglement of physical systems).

As for Christopher Fuchs [11], he considers that the symbols of quantum mechanics, such as state vectors, represent nothing more than a mathematical instrument used by agents in order to make optimal bets about the outcomes of future experiments. In Fuchs’ own terms, the quantum symbolism is just a “user’s manual” for each individual agent. If one wants to “explain” a phenomenon by quantum mechanics, the very meaning of the word explanation has to be changed: quantum mechanics explains why, in order to be coherent, an agent should assign probability p, not why a certain result has been obtained. Accordingly, standard paradoxes are dissolved by removing entirely the ontological import of symbols. A crucial example is the Einstein Podolsky Rosen paradox, that is dissolved by considering that predicting a future outcome with probability 1 does not imply the existence of Einstein’s “element of reality”, but only expresses the supreme confidence of agents.

In the wake of these deflationary interpretations of quantum mechanics, even the elementary presuppositions that measurement results are about “physical systems” has been challenged. The analysis of sequences of measurement outcomes, in the framework of the so-called “device-independent approaches” [13], has shown that their structure is generally incompatible with the concept of “permanent physical systems bearing properties”. This puts an end to the implicit but pervasive idea that quantum mechanics describes the exceptional features of certain microphysical systems ; it rather reveals the collapse of standard ontological patterns at the micro-scale, and the emergence of a context-dependent kind of knowledge [24]. This is enough to give full legitimacy to a transposition of quantum theory to the human sciences. For, even though there can be no common ontological domain between microphysics and the human sciences, there is a common epistemological approach that determines the structure and meaning of both disciplines.

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Why Should We Use Quantum Theory?

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