Master Thesis

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Master Thesis

Software Engineer
Hsinchu, Hsinchu City, Taiwan
Title: Alternative Adversarial Sampling Attack on Text and Sentiment Classification • Study and evaluate existing representations and classifications on text and document. • Study adversary model on adversarial method towards machine learning algorithm. • Build and evaluate similar existing attack method. • Simulate practical and realistic scene of adversarial attack on classification model. • Build Machine Learning model on NLP classification task. • Develop new method of word transformer for word-level attack. • Optimize influential word sorting by precedency score. • Achieve best results of attack efficacy on Bi-directional LSTM and BERT. • Achieve best results in terms of perturbation rate.
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Published: Aug 15th 2020
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Adversarial Attack
NLP
Machine Learning
Python

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