Moreover, our approach also exhibits (without significant additional execution time) embedded functional dependencies, i.e. dependencies captured in any subset of the attribute set originally considered.
It is interesting to note that a P2 modulation can also be observed in artificial language streams similar to those used in our study, without embedded structural dependencies, only when the words in the stream contain a systematic stress pattern [17].
The interest of considering X Markovian relies in the possibility of embedding the dependencies existing within Y into X.
Subsequent experiments (unpublished data) using a network simulator to generate synthetic microarray data with artificial noise has shown that the tree learning in MINER can recover the gene dependencies embedded in simple network motifs such as feed-forward loops.
"We don't want to make the same mistake that we made in 2004, which was to import a very large number of low-wage, low-skill workers and embed welfare dependency in our indigenous workforce," he said.
Recently, a method called independent vector analysis (IVA) has been developed to overcome the permutation problem by embedding statistical dependency across different frequency components [16 19].
Therefore, the actual capacity is improved; furthermore, the dependency of embedded payload to the auxiliary data is highly decreased.
Numerous neuropsychological studies show that left hemisphere patients have particular problems with aspects of sentential processing involving complex syntactic structures such as passive constructions, embedded clauses, or long-distance dependencies [Caramazza and Zurif, 1976; Caplan et al., 1996].
On the other hand, it decreases the dependency of the embedded watermark to the auxiliary data as well.
However, since the weighting of the reactions is conducted by using data which already embed the temporal dependency, this also extends to the extracted networks.
