The reason is that, in a selection band procedure, the amount of data is reduced into a lower dimensional subspace without practically losing relevant information [36].
In a case like this, the user may need help to decide which rules to keep and which to discard without losing relevant information, hence, the necessity of the integration of preferences within AR-Mining approaches.
According to the ALARA principle ("as low as reasonably achievable"), CT protocols and imaging parameters need to be adapted to result in the lowest possible radiation exposure without losing relevant information for diagnosis.
To overcome this limitation and to avoid losing relevant information, two reviewers independently tested the form, which was refined prior to the final extraction process.
In that case the flanking marker haplotypes probably lose relevant information contained in full haplotypes, and modeling the information from more than two markers may improve the mapping precision.
These recommendations all assert that the use of irreversible image compression is possible without losing relevant clinical information.
On the other hand, Artificial Intelligence (AI) tools such as Genetic Programming (GP) offer unique capabilities to reduce the complexities of hydrological systems without losing relevant physical information.
However, the main disadvantage is that we may lose potentially relevant information from the left-out data.
The aim of PCA is to compress the data set by projecting the samples on a low-dimensional subspace without losing the relevant information.
The proposed approach aims to rank and sort association rules and respond to a user's request, basing on MDP(_{mathrm {REF}}) algorithm that claims minimizing dimensionality without losing any relevant information or ignoring the user's preferences.
