CS61-RE38 :: COEUS: AUTOMATIC MIND MAP GENERATION FROM ENGLISH TEXT

การสร้างแผนภูมิความคิดอัตโนมัติจากข้อความภาษาอังกฤษ

details
Mind map is an important way to visualize and organize information. Some research shows that organizing information into mind map helps with understanding about relationship between concepts. COEUS is an automatic mind map generation using pipeline of machine learning, data science, and classic techniques to extract information from text. Input to the algorithm can separate into two types, semi-structured and unstructured article. The semi-structured article is Wikipedia article fetched from the Wikipedia API. It includes broad structure in the response, so the pipeline can parse that structure and use in the final mind map result. For unstructured article, it is a raw text input without any clues on structure. The pipeline will first give some structure to the input and apply the rest of the pipeline same as semi-structured article. The mind map result does generally better with semi-structured input than unstructured input.
tools & techniques
AI/DATA SCIENCE TOOLS • Machine Learning • Natural Language Processing • Text Mining • Huggingface's transformers • Gensim • NumPy • NLTK • spaCy • scikit-learn • PyTorch WEB TOOLS • Vue.js 3 • Vite • mitt • D3.js PROGRAMMING LANGUAGES • Python • JavaScript/TypeScript HARDWARE • Personal Computers • Servers SOFTWARE DEVELOPMENT APPROACHES • Agile Software Development with Scrum and Kanban • Cross-Industry Standard Data Mining Process SOFTWARE • Virtual Machine • Docker • PyCharm • Visual Studio Code • iTerm • Safari • Google Chrome • Firefox SOFTWARE FOR COMMUNICATION • Facebook Messenger • Microsoft Teams • GitHub • Google Drive • Microsoft OneDrive
author
MR.PITTAWAT TAVEEKITWORACHAI
รหัสนักศึกษา 61130500220
pittawat.ta@mail.kmutt.ac.th
MR.WICHARN RUEANGKHAJORN
รหัสนักศึกษา 61130500245
wicharn.keisei@mail.kmutt.ac.th
MR.MICHAL ZIELINSKI
รหัสนักศึกษา 61130500252
michal.zielinski@mail.kmutt.ac.th
advisor
Chakarida Nukoolkit
Worarat Krathu