Search Results for author: Liping Zhao

Found 4 papers, 1 papers with code

A Machine Learning Approach for Hierarchical Classification of Software Requirements

no code implementations24 Feb 2023 Manal Binkhonain, Liping Zhao

Conclusion: This paper makes an important practical contribution to addressing the class imbalance and HDLSS problems in multiclass classification of software requirements.

Classification feature selection

Zero-Shot Learning for Requirements Classification: An Exploratory Study

1 code implementation9 Feb 2023 Waad Alhoshan, Alessio Ferrari, Liping Zhao

Objective: This paper addresses this problem by showing how a zero-shot learning approach can be used for requirements classification without using any labelled training data.

Classification Word Embeddings +1

Classification of Natural Language Processing Techniques for Requirements Engineering

no code implementations8 Apr 2022 Liping Zhao, Waad Alhoshan, Alessio Ferrari, Keletso J. Letsholo

Research in applying natural language processing (NLP) techniques to requirements engineering (RE) tasks spans more than 40 years, from initial efforts carried out in the 1980s to more recent attempts with machine learning (ML) and deep learning (DL) techniques.

Classification

Semantic Frame Embeddings for Detecting Relations between Software Requirements

no code implementations WS 2019 Waad Alhoshan, Riza Batista-Navarro, Liping Zhao

One of the more recent advances in NLP is the use of word embeddings for capturing contextual information, which can then be applied in word analogy tasks.

Word Embeddings

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