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Qin Lu 0002

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affiliation: University of Minnesota, Minneapolis, MN, USA
affiliation (Ph.D., 2018): University of Connecticut, Storrs, CT, USA

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Journal Articles

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2024
[j14]
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Jia Yan, Qin Lu, Georgios B. Giannakis:
Bayesian Optimization for Online Management in Dynamic Mobile Edge Computing. IEEE Trans. Wirel. Commun. 23(4): 3425-3436 (2024)
2023
[j13]
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Qin Lu, Georgios Vasileios Karanikolas, Georgios B. Giannakis:
Incremental Ensemble Gaussian Processes. IEEE Trans. Pattern Anal. Mach. Intell. 45(2): 1876-1893 (2023)
[j12]
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Qin Lu, Konstantinos D. Polyzos, Bingcong Li, Georgios B. Giannakis:
Surrogate Modeling for Bayesian Optimization Beyond a Single Gaussian Process. IEEE Trans. Pattern Anal. Mach. Intell. 45(9): 11283-11296 (2023)
2022
[j11]
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Konstantinos D. Polyzos, Qin Lu, Georgios B. Giannakis:
Ensemble Gaussian Processes for Online Learning Over Graphs With Adaptivity and Scalability. IEEE Trans. Signal Process. 70: 17-30 (2022)
2021
[j10]
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Qin Lu, Georgios B. Giannakis:
Probabilistic Reconstruction of Spatio-Temporal Processes Over Multi-Relational Graphs. IEEE Trans. Signal Inf. Process. over Networks 7: 166-176 (2021)
2020
[j9]
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Qin Lu, Vassilis N. Ioannidis, Georgios B. Giannakis:
Graph-Adaptive Semi-Supervised Tracking of Dynamic Processes Over Switching Network Modes. IEEE Trans. Signal Process. 68: 2586-2597 (2020)
2019
[j8]
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Kaipei Yang, Qin Lu, Yaakov Bar-Shalom, Peter Willett, Ziv Freund, Ronen Ben-Dov, Benny Milgrom:
Estimation for a Thrusting/Ballistic Object With Mass Ejection From a Single Fixed Passive Sensor With Delayed Acquisition. IEEE Trans. Aerosp. Electron. Syst. 55(6): 2786-2795 (2019)
[j7]
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Qin Lu, Yaakov Bar-Shalom, Peter Willett, Francesco A. N. Palmieri, Ronen Ben-Dov, Benny Milgrom:
Measurement Extraction for Two Closely-Spaced Objects Using an Imaging Sensor. IEEE Trans. Aerosp. Electron. Syst. 55(6): 2965-2977 (2019)
2018
[j6]
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Qin Lu, Yaakov Bar-Shalom, Peter Willett, Ronen Ben-Dov, Benny Milgrom, Karl Granström:
Tracking Initially Unresolved Thrusting Objects Using an Optical Sensor. IEEE Trans. Aerosp. Electron. Syst. 54(2): 794-807 (2018)
[j5]
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Qin Lu, Yaakov Bar-Shalom, Peter Willett, Balakumar Balasingam:
Measurement Extraction for a Point Target From an Optical Sensor. IEEE Trans. Aerosp. Electron. Syst. 54(6): 2735-2745 (2018)
[j4]
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Qin Lu, Yaakov Bar-Shalom, Peter Willett, Ronen Ben-Dov, Ting Yuan:
Efficient Estimation of a Thrusting/Ballistic Trajectory Using a Single Passive Sensor. IEEE Trans. Aerosp. Electron. Syst. 54(6): 3143-3149 (2018)
2017
[j3]
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  - journals/iet-com/LuHWZ17
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Qin Lu, Xiaoyi Hu, Deqing Wang, Shengli Zhou:
Parallel combinatory multicarrier modulation in underwater acoustic communications. IET Commun. 11(9): 1331-1337 (2017)
[j2]
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Qin Lu, Yaakov Bar-Shalom, Peter Willett, Francesco Palmieri, Fred Daum:
The Multidimensional Cramér-Rao-Leibniz Lower Bound for Likelihood Functions With Parameter-Dependent Support. IEEE Trans. Aerosp. Electron. Syst. 53(5): 2331-2343 (2017)
[j1]
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Qin Lu, Katherine Domrese, Peter Willett, Yaakov Bar-Shalom, Krishna R. Pattipati:
A Bootstrapped PMHT with Feature Measurements. IEEE Trans. Aerosp. Electron. Syst. 53(5): 2559-2571 (2017)

Conference and Workshop Papers

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2023
[c16]
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Qin Lu, Konstantinos D. Polyzos:
Gaussian Process Dynamical Modeling for Adaptive Inference Over Graphs. ICASSP 2023: 1-5
[c15]
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Konstantinos D. Polyzos, Qin Lu, Georgios B. Giannakis:
Bayesian Optimization with Ensemble Learning Models and Adaptive Expected Improvement. ICASSP 2023: 1-5
2022
[c14]
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Konstantinos D. Polyzos, Qin Lu, Georgios B. Giannakis:
Active Sampling over Graphs for Bayesian Reconstruction with Gaussian Ensembles. IEEECONF 2022: 58-64
[c13]
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Jia Yan, Qin Lu, Georgios B. Giannakis:
Bayesian Optimization for Task Offloading and Resource Allocation in Mobile Edge Computing. IEEECONF 2022: 1086-1090
2021
[c12]
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Konstantinos D. Polyzos, Qin Lu, Georgios B. Giannakis:
Online Graph-Guided Inference Using Ensemble Gaussian Processes of Egonet Features. ACSCC 2021: 182-186
[c11]
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Konstantinos D. Polyzos, Qin Lu, Alireza Sadeghi, Georgios B. Giannakis:
On-Policy Reinforcement Learning via Ensemble Gaussian Processes with Application to Resource Allocation. ACSCC 2021: 1018-1022
[c10]
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Qin Lu, Georgios B. Giannakis:
Spatio-Temporal Inference of Dynamical Gaussian Processes Over Graphs. ACSCC 2021: 1515-1519
[c9]
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Georgios Vasileios Karanikolas, Qin Lu, Georgios B. Giannakis:
Online Unsupervised Learning Using Ensemble Gaussian Processes with Random Features. ICASSP 2021: 3190-3194
[c8]
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Qin Lu, Georgios B. Giannakis:
Gaussian Process Temporal-Difference Learning with Scalability and Worst-Case Performance Guarantees. ICASSP 2021: 3485-3489
[c7]
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Konstantinos D. Polyzos, Qin Lu, Georgios B. Giannakis:
Graph-Adaptive Incremental Learning Using an Ensemble of Gaussian Process Experts. ICASSP 2021: 5220-5224
2020
[c6]
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  - conf/aistats/LuKSG20
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Qin Lu, Georgios Vasileios Karanikolas, Yanning Shen, Georgios B. Giannakis:
Ensemble Gaussian Processes with Spectral Features for Online Interactive Learning with Scalability. AISTATS 2020: 1910-1920
[c5]
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Qin Lu, Vassilis N. Ioannidis, Georgios B. Giannakis:
Semi-Supervised Learning of Processes Over Multi-Relational Graphs. ICASSP 2020: 5560-5564
2019
[c4]
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  - conf/acssc/0001IGC19
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Qin Lu, Vassilis N. Ioannidis, Georgios B. Giannakis, Mario Coutino:
Learning Graph Processes with Multiple Dynamical Models. ACSSC 2019: 1783-1787
[c3]
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Qin Lu, Vassilis N. Ioannidis, Georgios B. Giannakis:
Semi-Supervised Tracking of Dynamic Processes Over Switching Graphs. DSW 2019: 64-68
2017
[c2]
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  - conf/fusion/LuB0PD17
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Qin Lu, Yaakov Bar-Shalom, Peter Willett, Francesco A. N. Palmieri, Fred Daum:
Multidimensional Cramér-Rao-Leibniz lower bound for vector-measurement-based likelihood functions with parameter-dependent support. FUSION 2017: 1-8
[c1]
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Kaipei Yang, Qin Lu, Yaakov Bar-Shalom, Peter Willett, Ziv Freund, Ronen Ben-Dov:
Motion parameter estimation of a thrusting/ballistic object from a single fixed passive sensor with delayed acquisition. FUSION 2017: 1-5

Informal and Other Publications

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2022
[i5]
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  - journals/corr/abs-2205-14090
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Qin Lu, Konstantinos D. Polyzos, Bingcong Li, Georgios B. Giannakis:
Surrogate modeling for Bayesian optimization beyond a single Gaussian process. CoRR abs/2205.14090 (2022)
[i4]
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  - journals/corr/abs-2206-05009
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Konstantinos D. Polyzos, Qin Lu, Georgios B. Giannakis:
Weighted Ensembles for Active Learning with Adaptivity. CoRR abs/2206.05009 (2022)
[i3]
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  - journals/corr/abs-2211-09178
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Jia Yan, Qin Lu, Georgios B. Giannakis:
Bayesian Optimization for Online Management in Dynamic Mobile Edge Computing. CoRR abs/2211.09178 (2022)
2021
[i2]
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  - journals/corr/abs-2110-06777
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Qin Lu, Georgios Vasileios Karanikolas, Georgios B. Giannakis:
Incremental Ensemble Gaussian Processes. CoRR abs/2110.06777 (2021)
[i1]
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  - journals/corr/abs-2112-00882
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Qin Lu, Georgios B. Giannakis:
Robust and Adaptive Temporal-Difference Learning Using An Ensemble of Gaussian Processes. CoRR abs/2112.00882 (2021)

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