基本信息
浏览量:43
职业迁徙
个人简介
Education
Carnegie Mellon University Master of Science in Information Technology, Very Large Information Systems, 3.82 2012 年 – 2013 年 Selected Courses: Multimedia Database and Data Mining, Software Engineering, Intermediate Statistics, Machine Learning from Large Dataset, Parallel Computer Architecture and Programming. 社团活动: In analytics track. Focus on machine learning, statistics and data mining techniques. National Taiwan University National Taiwan University Bachelor of Science (B.S.) and Bachlor of Arts in Economics, Computer Science and Information Engineering, Economics, 89.36 2006 年 – 2011 年 Selected Courses: Machine Learning, Social Network Analysis and Graph Mining, Artificial Intelligence, Numerical Methods, Operating Systems. 社团活动: Student Representative, School of Electrical Engineering and Computer Science. President, NTU Children of Sea Club (Islet Service Club)
Experience
Software Engineer Google 2014 年 2 月 – 至今 (2 年 2 个月) Rocket Fuel Inc. Scientist Intern Rocket Fuel Inc. 2013 年 5 月 – 至今 (2 年 11 个月) Implemented a pipeline with JAVA, Hive, Oozie, Cron which runs daily to capture the translation of incoming request URLs and serving ads URLs. Build the prefix tree with words in English dictionary to execute the multi-keyword matching. Analyzed the ads shown on blacklisted sites and provide statistics methods to block inappropriate requests. National Taiwan University Student Representative National Taiwan University 2011 年 2 月 – 2011 年 6 月 (5 个月) Negotiated with administration and wrote draft for course enrollment standard. • Investigated double major system and proposed a corrective report. President NTU Children of Sea Club 2007 年 2 月 – 2007 年 8 月 (7 个月) Organized and integrated a service team to Chimei Island. Held camp, provided teaching assistance for children and took care for elders. • Led club to win National Club Outstanding Youth Award
所做项目
Parallel Computer Architecture and Programming - Parallel Triangle Counting Solver
2013 年 3 月 – 2013 年 5 月
Winner of the course competition, which is sponsored by NVIDIA, Intel, Qualcomm and Lytro.
Implemented parallelized algorithms in CUDA for topology problem.
Examined work balance and cache coherence to optimize the speedup.
Won the competition for the detailed analysis and lucid presentation.
团队成员:
Shu-Hao Yu
Machine Learning from Learning Dataset - Who to Follow Recommendation System
2013 年 3 月 – 2013 年 5 月
Recommend topics for users to follow.
Random Walk by GraphChi Library to construct "Circle of Trust" for users.
Implement Snowball algorithm to generate sample dataset in order to observe the trend with experiments of model and parameter selection.
Feature engineering with Factorization Machine to incorporate useful information.
团队成员:
Shu-Hao Yu
Multimedia database and Data Mining Project – Insect Classification
2012 年 9 月 – 2012 年 11 月
Applied discrete Fourier and Wavelet transform in MATLAB to transform sound waves into frequency domains and extracted features in new domains.
Implemented gradient descent on ranking problem to get the nearest sound wave in C
团队成员:
Shu-Hao Yu
Social Network Analysis – Plurk User Identifier
2010 年 9 月 – 2010 年 12 月
Implemented Python crawler to extract public users’ information and relationships.
Defined features on the relationship graph and classified their types by machine learning algorithms by WEKA library in Java.
Reached over 75% accuracy in classifying advertisement, robot, famous people and ordinary user accounts.
团队成员:
Shu-Hao Yu
Machine Learning - Multi-Label classification competition
2009 年 11 月 – 2010 年 1 月
Modified Support Vector Machine (SVM) algorithm; utilized the MULAN library to realize multi-label classification.
Exploited label dependency for prediction and ranked 2nd in the class.
团队成员:
Shu-Hao Yu
出版作品
A Linear Ensemble of Individual and Blended Models for Music Rating Prediction
KDDCUP 2011
2011 年 8 月
作者:
Shu-Hao Yu
Novel Models and Ensemble Techniques to Discriminate Favorite Items from Unrated Ones for Personalized Music Recommendation
KDDCUP 2011
2011 年 8 月
作者:
Shu-Hao Yu
研究兴趣
论文共 3 篇作者统计合作学者相似作者
按年份排序按引用量排序主题筛选期刊级别筛选合作者筛选合作机构筛选
时间
引用量
主题
期刊级别
合作者
合作机构
Po-Lung Chen,Chen-Tse Tsai,Yao-Nan Chen,Ku-Chun Chou,Chun-Liang Li,Cheng-Hao Tsai,Kuan-Wei Wu,Yu-Cheng Chou,Chung-Yi Li,Wei-Shih Lin,Shu-Hao Yu,Rong-Bing Chiu,Chieh-Yen Lin,Chien-Chih Wang,Po-Wei Wang,Wei-Lun Su,Chen-Hung Wu,Tsung-Ting Kuo,Todd G. McKenzie,Ya-Hsuan Chang,Chun-Sung Ferng,Chia-Mau Ni,Hsuan-Tien Lin,Chih-Jen Lin,Shou-De Lin
KDDCUP'11: Proceedings of the 2011 International Conference on KDD Cup 2011 - Volume 18pp.21-60, (2012)
引用69浏览0EI引用
69
0
Todd G. McKenzie,Chun-Sung Ferng,Yao-Nan Chen,Chun-Liang Li,Cheng-Hao Tsai,Kuan-Wei Wu,Ya-Hsuan Chang,Chung-Yi Li,Wei-Shih Lin,Shu-Hao Yu,Chieh-Yen Lin,Po-Wei Wang,Chia-Mau Ni,Wei-Lun Su,Tsung-Ting Kuo,Chen-Tse Tsai,Po-Lung Chen,Rong-Bing Chiu,Ku-Chun Chou,Yu-Cheng Chou,Chien-Chih Wang,Chen-Hung Wu,Hsuan-Tien Lin,Chih-Jen Lin,Shou-De Lin
引用17浏览0EI引用
17
0
作者统计
#Papers: 3
#Citation: 152
H-Index: 3
G-Index: 3
Sociability: 3
Diversity: 1
Activity: 0
合作学者
合作机构
D-Core
- 合作者
- 学生
- 导师
数据免责声明
页面数据均来自互联网公开来源、合作出版商和通过AI技术自动分析结果,我们不对页面数据的有效性、准确性、正确性、可靠性、完整性和及时性做出任何承诺和保证。若有疑问,可以通过电子邮件方式联系我们:report@aminer.cn