Publications on labelled Markov chains
- D. Chistikov, S. Kiefer, A. Murawski, D. Purser. The big-O problem. Logical Methods in Computer Science (2022).
[doi]
Given two weighted automata (or labelled Markov chains), is there a constant c such that the weight of every word in the first automaton is at most c times its weight in the second?
- D. Chistikov, S. Kiefer, A. Murawski, D. Purser. The big-O problem for labelled Markov chains and weighted automata. CONCUR 2020. [DROPS] Extended version in Logical Methods in Computer Science (2022).
- D. Chistikov, A. Murawski, D. Purser. Asymmetric distances for approximate differential privacy. CONCUR 2019.
[DROPS]
We measure distances between states in labelled Markov chains in the spirit of bisimilarity relation. It turns out that asymmetric distance functions are, in some sense, better.
- D. Chistikov, A. Murawski, D. Purser. Bisimilarity distances for approximate differential privacy. ATVA 2018.
[arXiv]
A pair of states in a labelled Markov chain can be bisimilar or not bisimilar. We extend this equivalence relation to a distance function which upper-bounds the δ parameter in approximate differential privacy.
- D. Chistikov, S. Kiefer, I. Marušić, M. Shirmohammadi, J. Worrell. On rationality of nonnegative matrix factorization. SODA 2017. Further version in SIAM Journal on Applied Algebra and Geometry (2017).
[doi]
We find a matrix for which the nonnegative rank over the reals and over the rationals are different. Consequently, state minimization of hidden Markov models may require irrational probabilities.
- D. Chistikov, S. Kiefer, I. Marušić, M. Shirmohammadi, J. Worrell. On restricted nonnegative matrix factorization.
ICALP’16.
[DROPS]
[arXiv]
There exists a pair of 3D polytopes with rational vertices, one inside the other, such that every intermediate polytope with 5 vertices must have a vertex with an irrational coordinate.