Randomized shortest paths with net flows and capacity constraints
نویسندگان
چکیده
This work extends the randomized shortest paths (RSP) model by investigating net flow RSP and adding capacity constraints on edge flows. The standard is a of movement, or spread, through network interpolating between random-walk shortest-path behavior [30, 42, 49]. framework assumes unit injected into source node collected from target with flows minimizing expected transportation cost, together relative entropy regularization term. In this context, present first develops considering that in opposite directions neutralize each other (as electric networks), proposes an algorithm for computing routing costs all pairs nodes. quantity called dissimilarity measure Experimental comparisons clustering tasks indicate competitive state-of-the-art dissimilarities. second part paper, it shown how to introduce flows, procedure developed solve constrained problem exploiting Lagrangian duality. These two extensions should improve significantly scope applications framework.
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ژورنال
عنوان ژورنال: Information Sciences
سال: 2021
ISSN: ['0020-0255', '1872-6291']
DOI: https://doi.org/10.1016/j.ins.2020.10.005