Mu Yang
Research Assistant, CKIP Lab, Academia Sinica
I currently work as a research assistant at the Institute of Information Science, Academia Sinica, advised by Dr. Wei-Yun Ma at the Chinese Knowledge and Information Processing (CKIP) Lab, conducting researches of natural language processing and computational linguistics.
Previously, I received my master degree at Institute of Applied Mathematical Sciences, National Taiwan University, advised by Dr. Weichung Wang, conducting researches of high-performance parallel computing on hybrid CPU-GPU structures.
I have working experience in Thomas J. Watson Research Center, IBM Corporation as an internship, advised by Dr. I-Hsin Chung, conducting researches of high-performance parallel computing on hybrid CPU-GPU structures.
RésuméEducations
2015-2017 | Nat'l. Taiwan Univ.
Master of Science
National Taiwan University, Taipei, Taiwan
2011-2015 | Nat'l. Taiwan Univ.
Bachelor of Science
National Taiwan University, Taipei, Taiwan
Employments
2017-Pres. | Academia Sinica
Research Assistant
2015-2015 | IBM Corp.
Internship
IBM, Yorktown Heights, NY, USA
Publications & Presentations
Headword-Oriented Entity Linking: A New Entity Linking Task with Dataset and Baseline
Mu Yang, Chi-Yen Chen, Yi-Hui Lee, Qian-Hui Zeng, Wei-Yun Ma, Chen-Yang Shih, Wei-Jhih Chen
2020, 12th International Conference on Language Resources and Evaluation (LREC'20)
HWE: Word Embedding with Heterogeneous Features
Jhih-Sheng Fan, Mu Yang, Peng-Hsuan Li, Wei-Yun Ma
2019, 13th IEEE International Conference on Semantic Computing (IEEE-ICSC'19)
Particle Swarm Stepwise Algorithm (PaSS) on Multicore Hybrid CPU-GPU Clusters
Mu Yang, Ray-Bing Chen, I-Hsin Chung, Weichung Wang
2016, 16th IEEE International Conference on Computer and Information Technology (IEEE-CIT'16)
Highly Scalable Parallelism of Integrated Randomized Singular Value Decomposition with Big Data Applications
Mu Yang
2017, Master's Thesis, National Taiwan University
Parallelized Integration of Multiple Random Sketches from Randomized Singular Value Decomposition with Multi-Level Pairwise Integration Method
Mu Yang, Dawei Chang, Weichung Wang, Su-Yuen Huang, Ting-Li Chen
2019, 7th Asian Pacific Congress on Computational Mechanics (APCOM'19)
Parallel Implementations of Integrated Singular Value Decomposition (iSVD)
Mu Yang, Su-Yun Huang, Ting-Li Chen, Weichung Wang
2017, 9th SIAM Conference on Computational Science and Engineering (SIAM CSE'17)
Awards & Certificates
Top 2 Short Answer, Top 3 Multiple Choice, Out of 143 Teams.
2018–2019, Formosa Grand Challenge (Chinese TOEFL-like listening comprehension QA). Official Post
Presentation Excellence Award
2016, 7th Taiwan-Japan Joint Workshop for Young Scholars in Applied Mathematics.
Top 1 Academic Excellence Award
Fall 2011, Department of Mathematics, National Taiwan University
Projects
E-HowNet Parsing and Visualization
2018-2019
A Parser for E-HowNet , and the visualization demo.
CosmEL: Cosmetic Entity Linking
2017-2019
A novel entity linking project on cosmetic domain with dataset and baseline.
This project is an industrial-academic project with
PIXNET
Corporation.
HWE: Heterogeneous Word Embedding
2017-2018
A general and flexible framework of word embeddings to incorporate each type (e.g. word-sense, part-of-speech, topic) of contextual feature for learning feature-specific word embeddings in an explicit fashion.
iSVD: Integrated Singular Value Decomposition Algorithm
2015-2017
A parallel low-rank approximate singular value decomposition solver using integrated randomized algorithm. Implemented for multinode hybrid CPU-GPU systems.
PaSS: Particle Swarm Stepwise Algorithm
2013-2015
A parallel stochastic search algorithm for information criterion variable selection problems. Implemented for multinode hybrid CPU-GPU systems.
