Application of entropy measures derived from the ergodic theory of dynamical systems to rat locomotor behavior

Measures of complexity derived from ergodic theory of dynamical systems were developed and applied to an exemplary data set describing locomotor movements of rats in a bounded space. A symbolic dynamical system was obtained by partitioning the event space into equally probable partition elements, us...

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Vydáno v:Proceedings of the National Academy of Sciences - PNAS Ročník 87; číslo 2; s. 723
Hlavní autoři: Paulus, M P, Geyer, M A, Gold, L H, Mandell, A J
Médium: Journal Article
Jazyk:angličtina
Vydáno: United States 01.01.1990
Témata:
3,4-Methylenedioxyamphetamine - analogs & derivatives
3,4-Methylenedioxyamphetamine - pharmacology
Animals
Designer Drugs
Dextroamphetamine - pharmacology
Male
Mathematics
Models, Neurological
Motor Activity - drug effects
N-Methyl-3,4-methylenedioxyamphetamine
Rats
Rats, Inbred Strains
Reference Values
ISSN:0027-8424
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Shrnutí:Measures of complexity derived from ergodic theory of dynamical systems were developed and applied to an exemplary data set describing locomotor movements of rats in a bounded space. A symbolic dynamical system was obtained by partitioning the event space into equally probable partition elements, using a k-dimensional tree. The measures calculated from the symbolic sequences included the topological entropy (ht)--i.e., the rate of increase of all possible sequences with increasing sequence length--and the metric entropy (hm)--i.e., the rate of increase of all likely sequences with increasing sequence length. These measures were used to assess changes in rat locomotor behavior as recorded in the behavioral pattern monitor (BPM) that were induced by amphetamine (0.25, 0.50, 1.0, or 2.0 mg/kg) and 3,4-methylenedioxymethamphetamine (MDMA; 1.25, 2.5, 5.0, or 10.0 mg/kg). Amphetamine increased the mean activity, ht, and hm. MDMA resulted in a monotonic dose-response curve for activity but exhibited a biphasic dose response in ht and hm. In particular, some animals in the higher dose groups showed a ht in the range of the saline controls, whereas other animals exhibited a significantly reduced ht and a greater decrease in hm, suggesting that two different behavioral reactions coexist within the same higher dose range of MDMA. An important implication of our method is that, in applied ergodic measure-theoretic approaches, the partition that determines the elements of the symbolic dynamical system should not be specified a priori on abstract mathematical grounds but should be chosen relative to its significance with respect to the data set in question. Here, the animal constructs its own spatiotemporal partition in behavioral phase space.
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content type line 23
ISSN:0027-8424
DOI:10.1073/pnas.87.2.723