CLASSIFICATION OF TEMPORAL PATTERNS IN DYNAMIC BIOLOGICAL NETWORKS

Authors
Citation
Pd. Roberts, CLASSIFICATION OF TEMPORAL PATTERNS IN DYNAMIC BIOLOGICAL NETWORKS, Neural computation, 10(7), 1998, pp. 1831-1846
Citations number
35
Categorie Soggetti
Computer Science Artificial Intelligence","Computer Science Artificial Intelligence
Journal title
ISSN journal
08997667
Volume
10
Issue
7
Year of publication
1998
Pages
1831 - 1846
Database
ISI
SICI code
0899-7667(1998)10:7<1831:COTPID>2.0.ZU;2-2
Abstract
A general method is presented to classify temporal patterns generated by rhythmic biological networks when synaptic connections and cellular properties are known. The method is discrete in nature and relies on algebraic properties of state transitions and graph theory. Elements o f the set of rhythms generated by a network are compared using a metri c that quantifies the functional differences among them. The rhythms a re then classified according to their location in a metric space. Exam ples are given, and biological implications are discussed.