IDsrefer to a special type of categorical data where each sample has its own unique ID. For example, each person in our dataset on the Titanic has a given ID value, even if that person has the same name as some
Relevant publications were identified by searching the PubMed database (Jan 1, 2005 to October 30, 2019) using combinations of the following terms: “pancreatic beta cells”, “pancreatic islets”, “insulin release”, “insulin secretion”, “diabetes”, “type 1 diabetes”, “type 2 diabetes...
Hierarchical clustering is another type of clustering algorithm in which clusters themselves belong to larger groups, which belong to even larger groups, and so on. The result is that data points can be clusters in differing degrees of precision: with a large number of very small and precise...
labeled database of images -- and the launch of its annual ImageNet Large Scale Visual Recognition Challenge (ILSVRC). One of the most promising entries in the inaugural year of the competition was the AlexNet model based on CNNs, which was optimized for GPUs. Its success demonstrated...
transcending current methods that require individual-level data. Simulations and analytical computations confirm that CC-GWAS is well powered with effective control of type I error. We applied CC-GWAS to publicly available summary statistics for schizophrenia, bipolar disorder, major depressive disorder an...
This paper discusses returns to scale (RTS) in data envelopment analysis (DEA) for each of the presently available types of models. The BCC and CCR models are treated in input oriented forms while the multiplicative model is treated in output oriented form. (This distinction is not pertinent ...
inTs,outTs: Sample times of input and output ports, respectively Effects of Device Configuration If the settings of model configuration parametersDevice vendorandDevice typespecify hardware that supports atomic data load and store operations, the code generator optimizes the generated rate transition cod...
Data format for SeqCliassificationConsole tool It also uses two files for each pair of data and follows the same naming convention as Seq2SeqConsole tool in above. The source file includes tokens as input to the model, and the target file includes the corresponding tags that model will predi...
GDS3D is an application that can interpret so called IC layouts and render them in 3D. The program accepts standard GDSII files as input data. Along with the layout file, it requires a so called process definition file which contains the 3D parameters of
The geomorphic studies are extremely dependent on the quality and spatial resolution of digital elevation model (DEM) data. The unique terrain characteristics of a particular landscape are derived from DEM, which are responsible for initiation and development of ephemeral gullies. As the topographic fea...