The algorithm maximizes a function of "category utility" that is preferable in several respects to available clustering methods, and has demonstrated its capacity to locate the most informative, or "basic," leve
In the analysis of spatially resolved transcriptomics data, detecting spatially variable genes (SVGs) is crucial. Numerous computational methods exist, but varying SVG definitions and methodologies lead to incomparable results. We review 34 state-of-the-
24,25, they have three major differences from our review. First, the benchmark studies performed numerical comparisons of SVG detection methods, while our review focuses on categorizing methods conceptually and methodologically. Second, the benchmark studies did not categorize SVGs but focused on dete...
The stacking ensemble method can be the two major stages. A 3 DL method has been improved in the primary phase, comprising hybrid CNN-GRU, hybrid CNN-LSTM, and deep CNN. During the secondary stage, the outputs of three distinct pre-trained methods were combined with an SVM meta-learning....
between clustering and text categorisation. Clustering is a way to group text according to its character; text categorisation classifies text according to predefined categories (Ishida, 2006). The literature reviewed here adopts a general approach and, as such, treats all of these terms synonymously ...
The growing demand for more computing resources has increased the overall energy consumption of computer systems. To support this increasing demand, power
CAZyme families contain multiple types of molecular enzyme functions, i.e. the reactions the enzymes catalyze, denoted by different EC numbers2, and some of the larger CAZyme families have been subdivided into subfamilies by multiple alignment3,4,5. Recently, a new alignment-free clustering ...
1.A method, in a question answering system, for generating a usage report based on question categorization, the method comprising:clustering documents from a corpus of documents to form a nested structure of clusters of documents;recording questions answered by question answering system in a database...
The algorithm maximizes a function of ''category utility'' that is preferable in several respects to available clustering methods, and has demonstrated its capacity to locate the most informative, or ''basic'', level of categorization. The analysis yielded four syndromal subtypes: a common, ...
Spectral clusteringInteraction of multiple genetic variants is a major challenge in the development of effective treatment strategies for complex disorders. Identifying the most promising genes enhances the understanding of the underlying mechanisms of the disease, which, in turn leads to better diagnostic...