A unified multi-task time series model. Contribute to mims-harvard/UniTS development by creating an account on GitHub.
0.5 for binary task and 1/C for multi-class task) according to the one-sided Wilcoxon signed-rank test (**=p<.01,*=p<.05). The # number of patients refers to the total number of patients for the selected task. The labels refer to the considered PCs for the selected task. Model#...
Here, we propose ProPept-MT, a new deep learning-based multi-task learning model, designed for the precise prediction of RT, ion intensity, and IM of both unmodified and phosphorylated peptides to construct 4D DIA in silico libraries. Through ProPept-MT, a workflow for 4D DIA proteomics ana...
It is easy to install, contains fast inference implementation and supports CPU and GPU (even multi-GPU) computation. CNTK - The Computational Network Toolkit (CNTK) by Microsoft Research, is a unified deep-learning toolkit that describes neural networks as a series of computational steps via a ...
In the first layer, the model carries out a multi-class classification for the early diagnosis of AD patients. In the second layer, the model applies binary classification to detect possible MCI-to-AD progression within three years from a baseline diagnosis. The performance of the model is ...
Apache Hadoop [2] was the first open-source implementation of the MapReduce programming model. It was widely adopted by both industry and academia, thanks to that simple yet powerful programming model that hides the complexity of parallel task execution and fault-tolerance from the users. However...
Nguyen TL, Gsponer S, Ifrim G (2017) Time series classification by sequence learning in all-subsequence space. In: IEEE international conference on data engineering, pp 947–958 Nwe TL, Dat TH, Ma B (2017) Convolutional neural network with multi-task learning scheme for acoustic scene class...
The analysis of the opinions of customers and users has been always of great interest in supporting decision-making in many fields, especially in marketing
Create an AP group to allow for the unified configuration of multiple APs. Configure AC system parameters, including the country code and source interface used by the AC to communicate with the AP. Configure the AP authentication mode and import the AP offline so ...
Include the newly added model in theExp_Basic.model_dictof./exp/exp_basic.py. Create the corresponding scripts under the folder./scripts. Note: (1) About classification: Since we include all five tasks in a unified code base, the accuracy of each subtask may fluctuate but the average perf...