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研
人 Research Fellow
員 楊得年 De-Nian Yang
Faculty Ph.D., Electrical Engineering, National Taiwan University, Taiwan
T +86-2-2788-3799 ext. 1728 E dnyang@iis.sinica.edu.tw
F +886-2-2782-4814 W www.iis.sinica.edu.tw/pages/dnyang
・ Young Scholar Creativity Award, Foundation for Advancement of Outstanding
Scholarship, Taiwan (2018)
・ Project for Excellent Junior Research Investigator, Ministry of Science and Technology,
Taiwan (2012-2015, 2016-2018)
・ IEEE INFOCOM Best In-Session Presentation Award, USA (2016)
・ Junior Research Investigators Award, Academia Sinica, Taiwan (2015)
・ PAKDD Best Paper Running-Up Award, Vietnam (2015)
・ ACM CHI Best Paper Honorable Mention Award, Canada (2014)
・ IEEE GLOBECOM Best Paper Nominate, USA (2014)
・ Outstanding Youth Electrical Engineer Award, Chinese Institute of Electrical
Engineering, Taiwan (2013)
Research Description
My research interests include network analysis and optimization for social networks and communications networks, from the perspective of
graph theory, approximation algorithms, machine learning, and data mining. My research on social networks aims to address both theoretical
rigor and practical novelty. Previous research results received various awards in IEEE INFOCOM, GLOBECOM, ICME, PAKDD, ACM CHI, and
SIGGRAPH. For group analysis and optimization in social networks, we formulated new optimization and query processing problems, proved
the NP-hardness and inapproximability, designed new algorithms with approximation guarantees, implemented them in real platforms (such
as Facebook and Twitch), and transferred them to industry (such as Chunghwa Telecom for promotion with viral marketing in phone social
networks). For group therapy for social network mental disorders (SNMDs), we were the rst team that studied SNMDs with machine learning
and data mining techniques, aiming to actively identify SNMDs and support online intervention at an early stage. The research results were
invited and presented in MSRA Faculty Summit in the session of "AI and Psychology." For communication networks, we formulated new
optimization problems with practically important SDN constraints, proved the NP-hardness and inapproximability, designed new algorithms
with the tightest approximation ratios, implemented them in real platforms (HP SDN Switch and Floodlight SDN Controller), and transferred
them to industry (such as Inventec for SDN controller and EstiNet for SDN network planning package). For multimedia networks, we
optimized LTE-A resource allocations for virtual reality and multi-view videos. I served as the chair or co-chair in various committees of WWW,
IEEE GLOBECOM, MDM, IEEE COMSOC Asia Paci c Board, INFORMS, and senior PC in AAAI and IJCAI.
Publications 6. T.-C. Chang, Y. Shi, D.-N. Yang, and W.-T. Chen, "Seed Selection
and Social Coupon Allocation for Redemption Maximization in
1. S.-H. Ko, H.-C. Lai, H.-H. Shuai, W.-C. Lee, P. S. Yu, and D.-N. Online Social Networks," IEEE International Conference on Data
Yang, "Optimizing Item and Subgroup Configurations for Social- Engineering (IEEE ICDE), April 2019.
Aware VR Shopping," International Conference on Very Large
Data Bases (VLDB), August 2020. 7. H.-J. Hung, T.-Y. Ho, S.-Y. Lee, C.-Y. Yang, and D.-N. Yang,
"Relay Selection for Heterogeneous Cellular Networks with
2. C.-H. Wang, S.-H. Chiang, S.-H. Shen, D.-N. Yang, and W.- Renewable Green Energy Sources," IEEE Transactions on Mobile
T. Chen, "Multicast Traffic Engineering with Segment Trees in Computing, vol. 17, no. 3, pp. 661-674, March 2018.
Software-Defined Networks," IEEE Conference on Computer
Communications (IEEE INFOCOM), July 2020. 8. C.-Y. Shen, K. F. C. Parfait, D.-N. Yang, Y.-S. Chen, and W.-C.
Lee, "On Organizing Online Soirees with Live Multi-Streaming,"
3. H.-J. Hung, W.-C. Lee, D.-N. Yang, C.-Y. Shen, Z. Lei, and S.-M. AAAI Conference on Artificial Intelligence (AAAI), February
Chow, "Efficient Algorithms towards Network Intervention," The 2018 (oral presentation, accepting rate = 11%).
Web Conference (WWW), April 2020.
9. J.-T. Lee, D.-N. Yang, Y.-C. Chen, and W. Liao, "Efficient Multi-
4. Y.-L. Chen, D.-N. Yang, C.-Y. Shen, W.-C. Lee, and M.-S. Chen, View 3D Video Multicast with Depth-Image-Based Rendering
"On Efficient Processing of Group and Subsequent Queries for in LTE-Advanced Networks with Carrier Aggregation," IEEE
Social Activity Planning," IEEE Transactions on Knowledge Transactions on Mobile Computing , vol. 17, no. 1, pp. 85-98,
and Data Engineering, vol. 31, no. 12, pp. 2364-2378, December January 2018.
2019.
10. C.-Y. Shen, L.-H. Huang, D.-N. Yang, H.-H. Shuai, W.-C. Lee,
5. S.-H. Ko, Y.-C. Lin, H.-C. Lai, W.-C. Lee, and D.-N. Yang, and M.-S. Chen, "On Finding Socially Tenuous Groups for Online
"On VR Spatial Query for Dual Entangled Worlds," ACM Social Networks," ACM SIGKDD International Conference on
International Conference on Information and Knowledge Knowledge Discovery and Data Mining (ACM KDD), August
Management (ACM CIKM), November 2019. 2017 (oral presentation, accepting rate = 8.6%).
176
人 Research Fellow
員 楊得年 De-Nian Yang
Faculty Ph.D., Electrical Engineering, National Taiwan University, Taiwan
T +86-2-2788-3799 ext. 1728 E dnyang@iis.sinica.edu.tw
F +886-2-2782-4814 W www.iis.sinica.edu.tw/pages/dnyang
・ Young Scholar Creativity Award, Foundation for Advancement of Outstanding
Scholarship, Taiwan (2018)
・ Project for Excellent Junior Research Investigator, Ministry of Science and Technology,
Taiwan (2012-2015, 2016-2018)
・ IEEE INFOCOM Best In-Session Presentation Award, USA (2016)
・ Junior Research Investigators Award, Academia Sinica, Taiwan (2015)
・ PAKDD Best Paper Running-Up Award, Vietnam (2015)
・ ACM CHI Best Paper Honorable Mention Award, Canada (2014)
・ IEEE GLOBECOM Best Paper Nominate, USA (2014)
・ Outstanding Youth Electrical Engineer Award, Chinese Institute of Electrical
Engineering, Taiwan (2013)
Research Description
My research interests include network analysis and optimization for social networks and communications networks, from the perspective of
graph theory, approximation algorithms, machine learning, and data mining. My research on social networks aims to address both theoretical
rigor and practical novelty. Previous research results received various awards in IEEE INFOCOM, GLOBECOM, ICME, PAKDD, ACM CHI, and
SIGGRAPH. For group analysis and optimization in social networks, we formulated new optimization and query processing problems, proved
the NP-hardness and inapproximability, designed new algorithms with approximation guarantees, implemented them in real platforms (such
as Facebook and Twitch), and transferred them to industry (such as Chunghwa Telecom for promotion with viral marketing in phone social
networks). For group therapy for social network mental disorders (SNMDs), we were the rst team that studied SNMDs with machine learning
and data mining techniques, aiming to actively identify SNMDs and support online intervention at an early stage. The research results were
invited and presented in MSRA Faculty Summit in the session of "AI and Psychology." For communication networks, we formulated new
optimization problems with practically important SDN constraints, proved the NP-hardness and inapproximability, designed new algorithms
with the tightest approximation ratios, implemented them in real platforms (HP SDN Switch and Floodlight SDN Controller), and transferred
them to industry (such as Inventec for SDN controller and EstiNet for SDN network planning package). For multimedia networks, we
optimized LTE-A resource allocations for virtual reality and multi-view videos. I served as the chair or co-chair in various committees of WWW,
IEEE GLOBECOM, MDM, IEEE COMSOC Asia Paci c Board, INFORMS, and senior PC in AAAI and IJCAI.
Publications 6. T.-C. Chang, Y. Shi, D.-N. Yang, and W.-T. Chen, "Seed Selection
and Social Coupon Allocation for Redemption Maximization in
1. S.-H. Ko, H.-C. Lai, H.-H. Shuai, W.-C. Lee, P. S. Yu, and D.-N. Online Social Networks," IEEE International Conference on Data
Yang, "Optimizing Item and Subgroup Configurations for Social- Engineering (IEEE ICDE), April 2019.
Aware VR Shopping," International Conference on Very Large
Data Bases (VLDB), August 2020. 7. H.-J. Hung, T.-Y. Ho, S.-Y. Lee, C.-Y. Yang, and D.-N. Yang,
"Relay Selection for Heterogeneous Cellular Networks with
2. C.-H. Wang, S.-H. Chiang, S.-H. Shen, D.-N. Yang, and W.- Renewable Green Energy Sources," IEEE Transactions on Mobile
T. Chen, "Multicast Traffic Engineering with Segment Trees in Computing, vol. 17, no. 3, pp. 661-674, March 2018.
Software-Defined Networks," IEEE Conference on Computer
Communications (IEEE INFOCOM), July 2020. 8. C.-Y. Shen, K. F. C. Parfait, D.-N. Yang, Y.-S. Chen, and W.-C.
Lee, "On Organizing Online Soirees with Live Multi-Streaming,"
3. H.-J. Hung, W.-C. Lee, D.-N. Yang, C.-Y. Shen, Z. Lei, and S.-M. AAAI Conference on Artificial Intelligence (AAAI), February
Chow, "Efficient Algorithms towards Network Intervention," The 2018 (oral presentation, accepting rate = 11%).
Web Conference (WWW), April 2020.
9. J.-T. Lee, D.-N. Yang, Y.-C. Chen, and W. Liao, "Efficient Multi-
4. Y.-L. Chen, D.-N. Yang, C.-Y. Shen, W.-C. Lee, and M.-S. Chen, View 3D Video Multicast with Depth-Image-Based Rendering
"On Efficient Processing of Group and Subsequent Queries for in LTE-Advanced Networks with Carrier Aggregation," IEEE
Social Activity Planning," IEEE Transactions on Knowledge Transactions on Mobile Computing , vol. 17, no. 1, pp. 85-98,
and Data Engineering, vol. 31, no. 12, pp. 2364-2378, December January 2018.
2019.
10. C.-Y. Shen, L.-H. Huang, D.-N. Yang, H.-H. Shuai, W.-C. Lee,
5. S.-H. Ko, Y.-C. Lin, H.-C. Lai, W.-C. Lee, and D.-N. Yang, and M.-S. Chen, "On Finding Socially Tenuous Groups for Online
"On VR Spatial Query for Dual Entangled Worlds," ACM Social Networks," ACM SIGKDD International Conference on
International Conference on Information and Knowledge Knowledge Discovery and Data Mining (ACM KDD), August
Management (ACM CIKM), November 2019. 2017 (oral presentation, accepting rate = 8.6%).
176
