Bounded degree graph inference from walks
Journal of Computer and System Sciences
Journal of Computer and System Sciences - Special issue on selected papers presented at the 24th annual ACM symposium on the theory of computing (STOC '92)
Machine Learning
Theoretical Computer Science
On an algorithm of Zemlyachenko for subtree isomorphism
Information Processing Letters
An introduction to support Vector Machines: and other kernel-based learning methods
An introduction to support Vector Machines: and other kernel-based learning methods
Computers and Intractability: A Guide to the Theory of NP-Completeness
Computers and Intractability: A Guide to the Theory of NP-Completeness
Genetic Programming and Evolvable Machines
Extensions of marginalized graph kernels
ICML '04 Proceedings of the twenty-first international conference on Machine learning
An efficient algorithm for generating colored outerplanar graphs
TAMC'07 Proceedings of the 4th international conference on Theory and applications of models of computation
Note: Absoluteness of subword inequality is undecidable
Theoretical Computer Science
A detachment algorithm for inferring a graph from path frequency
COCOON'06 Proceedings of the 12th annual international conference on Computing and Combinatorics
ICA3PP'10 Proceedings of the 10th international conference on Algorithms and Architectures for Parallel Processing - Volume Part II
Inferring a graph from path frequency
Discrete Applied Mathematics
On computational complexity of graph inference from counting
Natural Computing: an international journal
Hi-index | 0.00 |
We consider the problem of inferring a graph (and a sequence) from the numbers of occurrences of vertex-labeled paths, which is closely related to the pre-image problem for graphs in machine learning: to reconstruct a graph from its feature space representation. We show that this problem can be solved in polynomial time in the size of an output graph if graphs are trees of bounded degree and the lengths of given paths are bounded by a constant. On the other hand, we show that this problem is strongly NP-hard even for planar graphs of bounded degree.