Intelligence Semantics

Formal Methods for Mining Structured Objects by Gemma C Garriga

By Gemma C Garriga

In the sector of information discovery, graphs of techniques are an expressive and flexible modeling approach supplying how you can cause approximately details implicit in a suite of knowledge. fascinating examples of this is often chanced on below the mathematical concept of formal proposal research, devoted to the development of a lattice of thoughts through defining a Galois connection on a binary dating. This ebook current such graph of recommendations lower than the extra complicated case of knowledge that is available in a collection of established items; e.g. a collection of sequences, bushes or graphs. Nodes of this graph will symbolize styles within the info and edges will correspond to relationships of specificity. From this combinatorial item effects are derived reminiscent of a whole characterization of logical implications and closed partial orders. the implications provided during this publication are coupled with examples and empirical experiments that illustrate the derived theoretical contributions.

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O ⊆ ψ (S) ⇔ S φ (O). 2 A New Closure Operator 25 From these properties, we can obtain two closure systems that are dually isomorphic to each other: one on sets of objects, obtained from the composition Δ = ψ · φ , and another on sets of sequences, from Δ = φ · ψ . In fact, Δ is our operator of interest, and works as follows: the closure Δ (S) of a set of sequences S ∈ S , includes all the maximal sequences that are present in all objects having all sequences in S; that is, the intersection of all those input sequences d ∈ D such that S {d}.

In our analysis, we will only consider minimal generators, since they do not contain redundancies. C. Garriga: Formal Methods for Mining Structured Objects, SCI 475, pp. 39–50. 1007/978-3-642-36681-9_4 40 4 Horn Axiomatizations for Sequences dashed lines. 1 we present a toy example where no repeated items are considered in the input sequences. Minimal generators of the top of the lattice are not shown in the diagram, but, for the sake of illustration, it is easily seen that { (C)(B) } is among them.

O ⊆ tid(s) for all s ∈ S; and second, the final intents of the lattice must be organized by means of the order . We start by setting some basic operations to ease the formalization of the final result: let S and S be two sets of sequences, then we need to define the following two operations, • S S = {s|s ∈ S but {s} S }, that returns all the sequences in S not included in any one of the sequences of S . t. t. ⊂ in a set. 2. This result will lead to the bottom-up construction of the final closure system once we have all the stable sequences of CloSpan.

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