Roy Ian

Roy Ian

MSc Student

MSc Student
"Amalgamation of General and Domain-Specific Word Embeddings"

About

Roy is a graduate of the Department of Computer Science and Engineering at the University of Moratuwa. Roy working on the project Amalgamation of General and Domain-Specific Word Embeddings for Improved Hierarchical Aspect Aggregation. Experienced Data Scientist working on real-time data analytics platforms using Big-Data technologies and skilled in Python, Data Analysis, C++, R, and Tableau. Further, backed a strong engineering background with a Masters degree in Computer science Data Science and Analytics . , This paper presents a novel approach for hierarchical aspect aggregation employing an amalgamation of domain-specific and domain-independent word embeddings along with agglomerative clustering to output a multi-granular structure of aspects. They evaluate the output using both internal and external measures. Results obtained outperform the state of the art approach in multi-granular aspect aggregation. Link: https://ieeexplore.ieee.org/document/8665518 &nb sp And also working on the project Adaptation of Multivariate Concept to Multi-Way Agglomerative Clustering for Hierarchical Aspect Aggregation Agglomerative clustering is widely used for hierarchical aspect aggregation. Through this paper

Projects

they identify an important but less studied issue in using agglomerative clustering for the aforementioned tasks. This paper proposes a novel approach to generate a multi-way hierarchy by adaptation of the multivariate concept. Furthermore

Research Areas

Machine Learning • NLP • Data Science