This mountain view of the Stubai Alps illustrates a search and optimization strategy for rugged score landscapes. Each green circle represents a graphical model describing the interactions of four components. The height of the circle corresponds to its likelihood score. Mode-hopping constructs a representative chain of models where the decision upon acceptance or rejection of a new proposal is based on the score of the respective nearest local maximum (red circles at the mountain top). This reduces the cost of walking through deep valleys, and increases the search efficiency. See Niederberger et al., doi:10.1371/journal.pcbi.1002568.
Image Credit: Theresa Niederberger, Gene Center, Ludwig-Maximilians-Universität München.
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