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Filtering by: Creator Ger, Stephanie Kwang-Yu Keyword Machine Learning Keyword Recurrent Neural Networks Subject Applied mathematics

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1. Recurrent Neural Network Architectures for Sequence Classification and Explanation

Description:: This thesis focuses on applications of recurrent neural networks (RNNs) for three aspects of sequential classification. In the first chapter, a novel method to generate synthetic minority data generation to improve imbalanced classification is discussed. Generative Adversarial Networks (GANs) have been used in many different applications to generate realistic synthetic...
Keyword:: Explainability, Recurrent Neural Networks, and Machine Learning
Subject:: Applied mathematics
Creator:: Ger, Stephanie Kwang-Yu
Owner:: Scholarly Digital Publishing
Language:: en
Date Uploaded:: 02/01/2021
Date Created:: 2020-01-01
Resource Type:: Dissertation
Alternate Identifier:: http://dissertations.umi.com/northwestern:15394 and etdadmin_upload_780385