Roughly, the central spike trains are used as a template for clustering by song and the accuracy of this classification is then used as a measure of how well the algorithm performs.
Given a distance function D(C i, C j ) for two clusters, the following procedure describes the algorithm for clustering m templates {s1, s2,…,s m } in a leaf node of a PDT: 1. Initialize the template set Z 1 = {{s 1}, {s 2}, …, {s m }} with each template s i being a cluster.
Algorithms for clustering data.
Recently, it was demonstrated, that these long-range-ordered carburized surfaces form excellent highly temperature-stable templates for metal cluster deposition, which may have interesting practical applications [9 11].
To remove this effect, first, we mixed all reads that were sorted to two indices for each template, and performed clustering for these mixed reads.
This time, first, we mixed all reads that were sorted to two indices and that were mapped to any template, and then performed clustering for the mixed reads.
Sequencing was carried out on Illumina HiSeq2500 according to the manufacturer's instructions, using 10 pM template per sample for cluster generation, and sequencing kit V2 (Illumina), resulting in ∼40 million paired-end reads per sample.
In Section 3, we describe the proposed methods for template construction, matching, and clustering.
Conversely, specifically designed macrocyclic multidentate polyphosphine ligands can be used as templates for the 'growth' of polyicosahedral metal cluster of particular size and shape.
Thus PSSC leads to target clusters and structural templates for library design.
