Derek Hao Hu
| Position |
SDE 2 at Web Understanding Team, Bing |
| E-mail |
haoh at microsoft dot com |
I'm currently a Software Development Engineer working for the Web Understanding Team at Microsoft Bing.
Prior to joining Microsoft, I have got my PhD from the Department of Computer Science and Engineering,
HKUST. My supervisor is Prof. Qiang Yang. You can check my
academic genealogy tree here. My PhD research focused on sensor-based activity recognition using machine learning
and data mining techniques. Now I'm working on entities and recommendation systems.
I am also fond of algorithmic challenges and programming contests like acm/icpc, CodeForces and TopCoder. You can know more about me from my
CV [pdf].
I also maintain a selected list of upcoming CS conference deadlines.
Selected Publications
Journal Papers
- Derek Hao Hu, Vincent Wenchen Zheng, Qiang Yang.
Cross-domain activity recognition via transfer learning. [DOI]
In Pervasive and Mobile Computing, 7(3):344-358.
(Extension of our Ubicomp 2009 paper.)
- Qian Xu, Derek Hao Hu, Hong Xue, Weichuan Yu, Qiang
Yang.
Semi-supervised Protein Subcellular Localization. [paper]
In BMC Bioinformatics, Volume 10 (Suppl 1):S47.
Conference Papers
- Derek Hao Hu, Qiang Yang.
Transfer Learning for Activity Recognition via Sensor Mapping. [paper]
In Proceedings of the Twenty-Second International Joint Conference on
Artificial Intelligence (IJCAI 2011), Barcelona, Spain, Pages
1962-1967.
- Derek Hao Hu, Xian-Xing Zhang, Jie Yin, Vincent Wenchen Zheng,
Qiang Yang.
Abnormal Activity Recognition based on HDP-HMM Models. [paper]
In Proceedings of the Twenty-First International Joint Conference on Artificial
Intelligence (IJCAI 2009), Pasadena, California, USA, Pages
1715-1720.
- Jie Yin, Derek Hao Hu, Qiang Yang.
Spatio-temporal Event Detection Using Dynamic Conditional Random Fields. [paper]
In Proceedings of the Twenty-First International Joint Conference on Artificial
Intelligence (IJCAI 2009), Pasadena, California, USA, Pages
1321-1326.
- Hankui Zhuo, Derek Hao Hu, Chad Hogg, Qiang Yang, Hector
Munoz-Avila.
Learning HTN Method Preconditions and Action Models from Partial Observations.
[paper]
In Proceedings of the Twenty-First International Joint Conference on Artificial
Intelligence (IJCAI 2009), Pasadena, California, USA, Pages
1804-1809.
- Vincent Wenchen Zheng, Derek Hao Hu, Qiang Yang.
Cross-Domain Activity Recognition. [paper]
In Proceedings of the Eleventh International Conference on Ubiquitous Computing
(Ubicomp 2009), Orlando, Florida, USA, Pages 61-70.
- Huanhuan Cao, Derek Hao Hu, Dou Shen, Daxin Jiang, Jian-Tao
Sun, Enhong Chen, Qiang Yang.
Context-aware Query Classification. [paper]
In Proceedings of the Thirty-Second International International ACM SIGIR
Conference on Research and Development in Information Retrieval (SIGIR
2009), Boston, Massachusetts, USA, Pages 3-10.
- Derek Hao Hu, Dou Shen, Jian-Tao Sun, Qiang Yang, Zheng
Chen.
Context-Aware Online Commercial Intention Detection. [paper]
In Proceedings of the First Asian Conference on Machine Learning (ACML
2009), Nanjing, China, Pages 134-149.
- Xian-Xing Zhang, Hua Liu, Yang Gao, Derek Hao Hu.
Detecting abnormal events via Hierarchical Dirichlet Processes. [paper] (Best Student
Paper Award)
In Proceedings of the Thirteenth Pacific-Asia Conference on Knowledge Discovery
and Data Mining (PAKDD 2009), Bangkok, Thailand, Pages
278-289.
- Derek Hao Hu, Sinno Jialin Pan, Vincent Wenchen Zheng, Nathan
Nan Liu, Qiang Yang.
Real World Activity Recognition with Multiple Goals. [paper]
In Proceedings of the Tenth International Conference on Ubiquitous Computing
(Ubicomp 2008), Seoul, Korea, Pages 30-40.
- Derek Hao Hu, Qiang Yang.
CIGAR: Concurrent and Interleaving Goal and Activity Recognition. [paper]
In Proceedings of the 23rd AAAI Conference on Artificial
Intelligence(AAAI 2008), Chicago, Illinois, USA, Pages
1363-1368.