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We evaluate the proposed method with various datasets with different frame rates, actors, and noise.
The majority of the model runs simulates SCA for various datasets with an accuracy of 85 95%.
This work aims to facilitate this line of research by finding good clusterings of various datasets with known partitions.
Various datasets with different missing rates are generated randomly for simulating the reality situation for modeling the real situation of missing matrix, randomly.
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More important is the ability to link diverse datasets with each other".
This result illustrates that modules, of which the expression in blood is consistently associated with chronological age across various datasets, may associate with variation in lifespan, and therefore provide valid gene targets for studying relevant biological endpoints in human aging.
Because we observe a similar association (Ndeath = 64, HR = 0.54, 95% CI 0.34 0.85, P = 0.008) [Fig. 3], these results indicate that modules, of which the expression in blood is consistently associated with chronological age across various datasets, may associate with variation in lifespan, and therefore provide valid gene targets for studying relevant biological endpoints in human aging.
The proposed method is evaluated in various datasets in comparison with their counterpart algorithms; experimental results sufficiently demonstrate the effectiveness of the method proposed in this study.
We implemented SUBSCALE algorithm and experimented with various datasets upto 6144 dimensions (Table 2).
We perform computational experiments to optimize real and integer hyperparameters in combination with various datasets, tasks, and convolutional neural networks (CNNs) to compare the performance of the random search, Bayesian optimization, CMA-ES, coordinate-search, and Nelder-Mead methods.
The EBB contains a variable called 'RIN' that stands for the personal identification number which allows researchers to combine it with various datasets such as the tax data and municipality registrations by using this id.
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