The standard score (more commonly referred to as the Z-score) is a simple statistical technique that enables one-pass computation over a data stream to identify outliers, making different kinds of data comparable and easier to interpret [65].
BLAST and gene set enrichment analysis (GSEA) algorithms have been implemented in Hadoop [ 54] for streaming computation on large data sets and a multi-pass computation on relatively small datasets.
MapReduce is a great solution for one-pass computations, but not very efficient for use cases that require multi-pass computations.
After finishing the first pass, that is, computation of w, each block starts a reverse directed pass.
A database pass allows for the computation of the supports of all the subsets of frequent itemsets with constraints.
With it we need to do only one pass of g I computation and directly set up the graph.
The program segment has information passed into it by its input parameters, and that the results of its computation are passed out through its output parameters.
Because the temporal profile can abstract passing targets with efficient computation, an even more compact digest of the surveillance video can be created.
Thus, results in Fig. 4c suggested the cell could be used as band-pass filters in synaptic computation [18, 19, 20], but not in the learning process.
The paper presents a systematic framework for exploiting the potential of the decomposition structures as a way to obtain different parallel algorithms, each with a different tradeoff among convergence speed, message passing amount and distributed computation architecture.
The original rationale for this sub-optimal detector (i.e., the LRI detection) is that it is merely a first-pass and saves much computation time.
