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单词 induction
释义
induction

Physics
  • A change in the state of a body produced by a field. See electromagnetic induction; inductance.


Mathematics
  • See mathematical induction.


Science and Technology
  • 1. The production of an electromotive force by exposing an electrical conductor to a magnetic field.

    2. The heating of an electrically conducting material by exposing it to a varying electromagnetic field.

    3. Making a general inference from a particular instance.

    4. The second step in a mathematical proof; having proved that a statement is true for a natural number n the inductive step proves that the statement holds for n + 1.

    Mike Allaby


Computer
  • 1. A method of logical inference in which a general but not necessarily true conclusion is drawn from a set of particular instances. In machine learning, for example, the term induction is used to describe an approach to machine learning in which generalized structures or statements are inferred from particular examples.

    2. A process for proving mathematical statements involving members of an ordered set (possibly infinite). There are various formulations of the principle of induction. For example, by the principle of finite induction, to prove a statement P(i) is true for all integers ii0, it suffices to prove that

    1. (a) P(i0) is true;

    2. (b) for all ki0, the assumption that P(k) is true (the induction hypothesis) implies the truth of P(k + 1).

    (a) is called the basis of the proof, (b) is the induction step.

    Generalizations are possible. Other forms of induction permit the induction step to assume the truth of P(k) and also that of

    P(k1),P(k2),...,P(ki)
    for suitable i. Statements of several variables can also be considered. See also structural induction.


Electronics and Electrical Engineering
  • See electromagnetic induction; electrostatic induction.


Biology
  • 1. (in embryology) The ability of natural stimuli (inducers) to cause unspecialized embryonic tissue to develop into specialized tissue.

    2. (in genetics) Inactivation of repression of a gene or operon by binding of an inducer (sense 2) to a repressor. Gene products, such as enzymes, that are synthesized following induction are said to be inducible.

    3. (in obstetrics) The initiation of childbirth by artificial means; for example, by injection of the hormone oxytocin.


Geology and Earth Sciences
  • The creation of a voltage by changing the magnetic flux such that the amount of voltage induced is directly proportional to the rate of change of the magnetic flux according to Faraday’s or Neumann’s law (see also lenz’s law). In applied geophysics, induction is a fundamental process in electromagnetic (EM) prospecting; a primary EM field is used to induce a secondary field in any subsurface conductors and the resultant of the two fields is measured. The strength of the secondary field, which is a direct function of the electrical conductivity of the ground, can then be determined.


Philosophy
  • The term is most widely used for any process of reasoning that takes us from empirical premises to empirical conclusions supported by the premises, but not deductively entailed by them. Inductive arguments are therefore kinds of ampliative argument, in which something beyond the content of the premises is inferred as probable or supported by them. Induction is, however, commonly distinguished from arguments to theoretical explanations, which share this ampliative character, by being confined to inference in which the conclusion involves the same properties or relations as the premises. The central example is induction by simple enumeration, where from premises telling that Fa, Fb, Fc…, where a, b, c, are all of some kind G, it is inferred that Gs from outside the sample, such as future Gs, will be F, or perhaps that all Gs are F. If this, that, and the other person deceive them, children may well infer that everyone is a deceiver. Different but similar inferences are those from the past possession of a property by some object to the same object’s future possession of the same property, or from the constancy of some law-like pattern in events and states of affairs to its future constancy: all objects we know of attract each other with a force inversely proportional to the square of the distance between them, so perhaps they all do so, and always will do so.

    The rational basis of any such inference was challenged by Hume, who believed that induction presupposed belief in the uniformity of nature, but that this belief had no defence in reason, and merely reflected a habit or custom of the mind. Hume was not therefore sceptical about the propriety of processes of induction, but sceptical about the role of reason in either explaining it or justifying it. Trying to answer Hume and to show that there is something rationally compelling about the inference is referred to as the problem of induction. It is widely recognized that any rational defence of induction will have to partition well-behaved properties for which the inference is plausible (often called projectible properties) from badly behaved ones for which it is not (see Goodman’s paradox). It is also recognized that actual inductive habits are more complex than those of simple enumeration, and that both common sense and science pay attention to such factors as variations within the sample giving us the evidence, the application of ancillary beliefs about the order of nature, and so on (see Mill’s methods). Nevertheless, the fundamental problem remains that any experience shows us only events occurring within a very restricted part of the vast spatial and temporal order about which we then come to believe things. See also confirmation, explanation, falsification, vindication.


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