It is comprised of two methods: a WSI-based method and a mpMRIs-based method. For the WSI-based method, we categorize the glioma subtype using a 2D CNN on WSIs. To overcome the label constraint issue, we extract the truly representative patches for the glioma subtype classification in a ...
However, these methods have not been greatly improved when applied to graph data, because there may be large gaps in the correlations between different types of graphs, such as social network graph data and biochemical structural data. Show abstract An attentive joint model with transformer-based ...
We propose a deep learning-based method, the Deep Ritz Method, for numerically solving variational problems, particularly the ones that arise from partial differential equations. The Deep Ritz Method is naturally nonlinear, naturally adaptive and has the potential to work in rather high dimensions. T...
Recently there has been a surge of interest in using ensemble methods to enhance the performance of medical diagnostic systems. Ensemble method is a diverse class of methods that seek to combine the decisions of several (computational intelligence) classifiers in order to improve the performance of ...
Methods, systems, and media for computer-based learning are provided. In some embodiments, methods for leaching a student in a computer-based learning environment are provided, the methods comprising: identifying a concept to be taught to the student; accessing a learning profile for the student,...
That is, although the different structures of different CMs may lead to large differences in their systematic errors \(\varphi\), learning-based methods can fit systematic errors in their respective sample collection and training process. Contact force estimator If the contact force is considered as...
() are supported methods to uplaod the data# datastore.upload(src_dir=<<working directory>>, target_path=directory_name, overwrite=False, show_progress=True)output_dataset = Dataset.File.upload_directory(src_dir=<<working directory>>, target = (datastore, directory_name))# Remove trailing "/...
Several deep learning-based methods have been proposed for sentiment analysis tasks such as studies by Caliskan, Bryson and Narayanan [33] and Liu, Liu, Shan and Wang [34]. There are two types of opinions: (i) regular opinion that can be categorized into direct and indirect opinion wherein...
3b). The energy-modulated drilling processes were simulated by setting the input pulse energy of the DNN to the prescribed value for each iteration. The experimental validation of the modulation conditions was conducted using the same experimental setup used for training data collection (see Methods)...
significant variation in perceived age was likely. There have been no studies that test whether perceived age is a robust predictor for age-related diseases, including cardiovascular disease. In recent years, machine learning-based methods have been developed to estimate the presence of Alzheimer’s ...