They consented to the usage of their annotations for the construction of the stance classification models, and estimation of the self- and inter-annotator agreements.
The construction of the different classification trees has random components i.e., for each tree, only a random subset of observations, and for each decision node, only a random subset of features is considered leading to the term Random Forests.
The specific construction of the two classification setups is described in Section "Construction of Classifiers".
The experimental results help guide the construction of the optimal classification model.
The paper presents the general reference architecture for the robotic system and then focuses on the algorithms for the construction of the roadmap, the classification of the regions of space and their use in robot navigation.
The process of construction of the loop classifications is similar for the four sets included in ArchDB.
The peak intensities were normalized to the total ion current of the M/Zbetween 2000 and 20,000 using Protein-Chip software, version 3.0 (Ciphergen Biosystems, Inc .. Construction of the decision tree classification algorithm was performed by Ciphergen Biomarker Pattern software, version 5.0.
The settings used for our work were as follows: for peak detection the signal-to-noise ratio was 3, minimum peak threshold was 10%; for cluster completion, the cluster mass was 0.5% and the signal-to-noise ratio for the second pass was 1. Construction of the decision tree classification algorithm was performed by Ciphergen Biomarker Pattern software version 5.0.
Generally, information extraction by different approaches involves the construction of a classification model for the targeted element (this can be performed, for example, through a learning process using a set of reference patterns).
The candidate genes of colorectal tumors and normal mucosal tissues were selected from the primary screening of the 14,698 genes using PAM, followed by the construction of a classification model, determination of gene order of importance, and secondary gene screening using ANN, CART, C5.0, and PAM.
