Grenzmatrix - Auf der Suche nach einer stabile Verteilung

Definition: Grenzmatrix
Ein stochastischer Übergangsprozess, der genau eine stabile Verteilung hat, besitzt eine Grenzmatrix. Die Grenzmatrix ist der „Grenzwert“ der Potenzen [math]M^n[/math] der Übergangsmatrix M für [math]n\longrightarrow\infty[/math]. [br]• Alle Spalten sind gleich.[br]• Die Spalten entsprechen der stabilen Verteilung.[br]• Die stabile Verteilung ist unabhängig von der Anfangsverteilung.[br]• Nicht jede stochastische Übergangsmatrix besitzt eine Grenzmatrix.[br]• Nicht zu jeder stochastischen Übergangsmatrix gibt es genau eine stabile Verteilung.
Vorgehen Grenzmatrix - Versuchen
[img]data:image/png;base64,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[/img]
Vorgehen Grenzmatrix - LGS lösen
[img]data:image/png;base64,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[/img]

Information: Grenzmatrix - Auf der Suche nach einer stabile Verteilung