Federated Learning With Dynamic Pruning for Efficient Model Aggregation in Heterogeneous Environments.

Tsung-Han Lee

Lin-Huang Chang Jian-Wei Huang Tsung-Han Lee Federated Learning With Dynamic Pruning for Efficient Model Aggregation in Heterogeneous Environments. 8972-8993 2026 14 IEEE Access https://doi.org/10.1109/ACCESS.2026.3654095 db/journals/access/access14.html#ChangHL26 streams/journals/access

Yinzhanghao Zhou Tsung-Han Lee Ao Chen Nicola Lanatà Hong Guo Neural-Quantum-States Impurity Solver for Quantum Embedding Problems. 2025 September abs/2509.12431 CoRR https://doi.org/10.48550/arXiv.2509.12431 db/journals/corr/corr2509.html#abs-2509-12431 streams/journals/corr

Chia-Han Lee Po-Hsiang Huang Tsung-Han Lee Po-Hao Chen Affective Communication: Designing Semantic Communication for Affective Computing. 35-39 2024 WOCC https://doi.org/10.1109/WOCC61718.2024.10786043 conf/wocc/2024 db/conf/wocc/wocc2024.html#LeeHLC24 Yi-Hsien Chiang Lin-Huang Chang Tsung-Han Lee Federated Learning for Network Traffic Classification: Impact of Non-IID Distribution on Model Performance. 71-77 2023 CCIOT https://doi.org/10.1145/3627345.3627356 conf/cciot/2023 db/conf/cciot/cciot2023.html#ChiangCL23 Teng-Qing Zhan Tsung-Han Lee Lin-Huang Chang Using Bidirectional Federated Transfer Learning for Intrusion Detection in Heterogeneous Industrial Internet of Things. 115-123 2023 CCIOT https://doi.org/10.1145/3627345.3627362 https://www.wikidata.org/entity/Q130948712 conf/cciot/2023 db/conf/cciot/cciot2023.html#ZhanLC23 Ping-Yen Lin Lin-Huang Chang Tsung-Han Lee Realization for Implementing Federated Learning Based Intrusion Detection with Non-IID IoT Datasets. 153-160 2023 CCIOT https://doi.org/10.1145/3627345.3627367 conf/cciot/2023 db/conf/cciot/cciot2023.html#LinCL23 Cheng-Fu Liou Tsung-Han Lee Jiun-In Guo Asynchronous Multi-Task Learning Based on One Stage YOLOR Algorithm. 1-5 2023 ISIE https://doi.org/10.1109/ISIE51358.2023.10228120 conf/isie/2023 db/conf/isie/isie2023.html#LiouLG23 Tsung-Han Lee He-Sheng Chou Tsung-Yi Chen Wen-Shen Lo Jun-Ting Zhang Chiung-An Chen Ting-Lan Lin Shih-Lun Chen Laplacian of Gaussian Based on Color Constancy Algorithm for Surrounding Image Stitching Application. 287-288 2022 ICCE-TW https://doi.org/10.1109/ICCE-Taiwan55306.2022.9869055 conf/icce-tw/2022 db/conf/icce-tw/icce-tw2022.html#LeeCCLZCLC22 Hansen Kurniawan Njoto Wei-Chung Peng Ying-Hsueh Chen Tsung-Han Lee San-Liang Lee 2D Beam Steering by Wavelength Tuning of a Cascaded Optical Phased Arrays. 1-3 2022 OECC/PSC https://doi.org/10.23919/OECC/PSC53152.2022.9849988 conf/ps/2022 db/conf/ps/psc2022.html#NjotoPCLL22

Kian Meng Yap Tiam Hee Tee Alan Marshall 0001 Kok Seng Eu Yoon-Ket Lee Tsung-Han Lee Pei Hsin Lim Yvonne Chook A Network-Adaptive Prediction Algorithm for Haptic Data Under Network Impairments. 52672-52683 2021 9 IEEE Access https://doi.org/10.1109/ACCESS.2021.3070063 db/journals/access/access9.html#YapTMELLLC21

Po-Ya Hsu Po-Han Hsu Tsung-Han Lee Hsin-Li Liu Motion Artifact Resilient SCG-based Biometric Authentication Using Machine Learning. 144-147 2021 EMBC https://doi.org/10.1109/EMBC46164.2021.9631060 conf/embc/2021 db/conf/embc/embc2021.html#HsuHLL21 Po-Ya Hsu Po-Han Hsu Hsin-Li Liu Chi-Te Lin Hung-Tao Chou Yu-Fang Tseng Tsung-Han Lee Star-ECG: Visualization of Electrocardiograms for Arrhythmia and Heart Rate Variability. 2815-2821 2021 EMBC https://doi.org/10.1109/EMBC46164.2021.9630507 conf/embc/2021 db/conf/embc/embc2021.html#HsuHLLCTL21 Po-Ya Hsu Po-Han Hsu Hsin-Li Liu Kuan-Yu Lin Tsung-Han Lee Motion Artifact Resilient Cuff-Less Blood Pressure Monitoring Using a Fusion of Multi-Dimensional Seismocardiograms. 6871-6875 2021 EMBC https://doi.org/10.1109/EMBC46164.2021.9629902 conf/embc/2021 db/conf/embc/embc2021.html#HsuHLLL21 Po-Ya Hsu Po-Han Hsu Tsung-Han Lee Hsin-Li Liu Heart Rate and Respiratory Rate Monitoring Using Seismocardiography. 6876-6879 2021 EMBC https://doi.org/10.1109/EMBC46164.2021.9630298 conf/embc/2021 db/conf/embc/embc2021.html#HsuHLL21a Tsung-Han Lee Li-Ting Huang Paul Kuo Chien-Kuo Wang Jiun-In Guo Focal-Balanced Attention U-Net with Dynamic Thresholding by Spatial Regression for Segmentation of Aortic Dissection in CT Imagery. 541-544 2021 ISBI https://doi.org/10.1109/ISBI48211.2021.9434028 conf/isbi/2021 db/conf/isbi/isbi2021.html#LeeHKWG21

Tsung-Han Lee Lin-Huang Chang Jiun-Jian Liaw Yu-Chu Shih Chih-Lin Hu Hung-Chi Chu Service-aware objective function with QoS for RPL routing. 49-60 2020 35 Int. J. Ad Hoc Ubiquitous Comput. 1 https://doi.org/10.1504/IJAHUC.2020.109132 db/journals/ijahuc/ijahuc35.html#LeeCLSHC20

Po-Ya Hsu Po-Han Hsu Tsung-Han Lee Hsin-Li Liu Multi-label Arrhythmia Classification From 12-Lead Electrocardiograms. 1-4 2020 CinC https://doi.org/10.22489/CinC.2020.134 conf/cinc/2020 db/conf/cinc/cinc2020.html#HsuHLL20 Tsung-Han Lee Lin-Huang Chang Chao-Wei Syu Deep Learning Enabled Intrusion Detection and Prevention System over SDN Networks. 1-6 2020 ICC Workshops https://doi.org/10.1109/ICCWorkshops49005.2020.9145085 conf/icc/2020w db/conf/icc/icc2020w.html#LeeCS20

Tsung-Han Lee Lin-Huang Chang Yan-Wei Liu Jiun-Jian Liaw Hung-Chi Chu Priority-based scheduling using best channel in 6TiSCH networks. 1023-1033 2019 22 Clust. Comput. Suppl 1 https://doi.org/10.1007/s10586-017-1185-9 db/journals/cluster/cluster22.html#LeeCLLC19

Jin-Wei Jhuang Tsung-Han Lee Shih-Yun Huang Yao-Chung Chang Sheng-Lung Peng Han-Chieh Chao The Efficient Data Classification using SVMcW for IoT Data Monitoring and Sensing. 1-2 2019 ICCE-TW https://doi.org/10.1109/ICCE-TW46550.2019.8991865 conf/icce-tw/2019 db/conf/icce-tw/icce-tw2019.html#JhuangLHCPC19

Tsung-Han Lee Lin-Huang Chang Wei-Chung Cheng Design and Implementation of SDN-based 6LBR with QoS Mechanism over Heterogeneous WSN and Internet. 1070-1088 2017 11 KSII Trans. Internet Inf. Syst. 2 https://doi.org/10.3837/tiis.2017.02.025 db/journals/itiis/itiis11.html#LeeCC17

Tsung-Han Lee Kang-Yu Liu Florencia Edith Wiria Pei-Chen Su Inkjet-printed silver and samarium-doped ceria nanocomposite cathode for low temperature solid oxide fuel cells. 83-88 2017 SII https://doi.org/10.1109/SII.2017.8279193 conf/sii/2017 db/conf/sii/sii2017.html#LeeLWS17 Chih-Hua Tai Tsung-Han Lee Sheng-Hao Chiang Jui-Yi Tsai De-Nian Yang Yi-Hsin Wu Ya-Huei Chan On recommendation of graph mining algorithms for different data. 357-360 2016 BigComp https://doi.org/10.1109/BIGCOMP.2016.7425947 https://doi.ieeecomputersociety.org/10.1109/BIGCOMP.2016.7425947 conf/bigcomp/2016 db/conf/bigcomp/bigcomp2016.html#TaiLCTYWC16 Keng Hua Sing Wei Xie Nigel Randall Vivek Vidyasagaran Tsung-Han Lee Garden: a mixed reality experience. 3:1-3:2 2016 SIGGRAPH VR Village https://doi.org/10.1145/2929490.2930999 conf/siggraph/2016vrvillage db/conf/siggraph/siggraph2016vrvillage.html#SingXRVL16 Jaehee Cho Tsung-Han Lee Joel Ogden Amy Stewart Tsung-Yu Jack Tsai Junwen Chen Ralph Vituccio Imago: presence and emotion in virtual reality. 6:1-6:2 2016 SIGGRAPH VR Village https://doi.org/10.1145/2929490.2931000 conf/siggraph/2016vrvillage db/conf/siggraph/siggraph2016vrvillage.html#ChoLOSTCV16 Tsung-Han Lee Xiang-Shen Xie Lin-Huang Chang RSSI-based IPv6 routing metrics for RPL in low-power and lossy networks. 1714-1719 2014 SMC https://doi.org/10.1109/SMC.2014.6974164 conf/smc/2014 db/conf/smc/smc2014.html#LeeXC14 Lin-Huang Chang Chia-Yu Hsu H. F. Chang Tsung-Han Lee Design and implementation of semi-dynamic multi-channel transceiver in WSNs. 2082-2087 2014 SMC https://doi.org/10.1109/SMC.2014.6974229 conf/smc/2014 db/conf/smc/smc2014.html#ChangHCL14

Lin-Huang Chang Tsung-Han Lee Hung-Chi Chu Yu-lung Lo Yu-Jen Chen QoS-aware path switching for VoIP traffic using SCTP. 158-169 2013 35 Comput. Stand. Interfaces 1 https://doi.org/10.1016/j.csi.2012.06.003 db/journals/csi/csi35.html#ChangLCLC13

Yen-Wen Lin Hao-Chun Weng Tsung-Han Lee Shan-Yin Hou An Adaptive Clustering Scheme for Improving the Scalability in Intelligent Transportation Systems. 2013 9 Int. J. Distributed Sens. Networks https://doi.org/10.1155/2013/964698 db/journals/ijdsn/ijdsn9.html#LinWLH13

Tsung-Han Lee Hung-Chi Chu Lin-Huang Chang Hung-Shiou Chiang Yen-Wen Lin Modeling and Performance Analysis of Route-Over and Mesh-Under Routing Schemes in 6LoWPAN under Error-Prone Channel Condition. 2013 2013 J. Appl. Math. https://doi.org/10.1155/2013/242483 https://www.wikidata.org/entity/Q59002278 db/journals/jam/jam2013.html#LeeCCCL13 242483:1-242483:9

Hung-Chi Chu Tsung-Han Lee Lin-Huang Chang Chung-Jie Li Modeling of Location Estimation for Object Tracking in WSN. 2013 2013 J. Appl. Math. https://doi.org/10.1155/2013/541240 https://www.wikidata.org/entity/Q59002924 db/journals/jam/jam2013.html#ChuLCL13 541240:1-541240:10

Lin-Huang Chang Shuo-Yao Chien H. F. Chang Tsung-Han Lee Adaptive Multi-Hopping MAC Mechanism for WSN Scheduling. 1177-1184 2013 EMC/HumanCom https://doi.org/10.1007/978-94-007-7262-5_134 conf/emc/2013 db/conf/emc/emc2013.html#ChangCCL13 Tsung-Han Lee Ming-Chun Hsieh Lin-Huang Chang Hung-Shiou Chiang Chih-Hao Wen Kian Meng Yap Avoiding Collisions Between IEEE 802.11 and IEEE 802.15.4 Using Coexistence Inter-Frame Space. 1185-1193 2013 EMC/HumanCom https://doi.org/10.1007/978-94-007-7262-5_135 conf/emc/2013 db/conf/emc/emc2013.html#LeeHCCWY13 Lin-Huang Chang Chen-Hsun Chang H. F. Chang Tsung-Han Lee Implementation and Evaluation of Multi-Hopping Voice Transmission over ZigBee Networks. 1195-1204 2013 EMC/HumanCom https://doi.org/10.1007/978-94-007-7262-5_136 conf/emc/2013 db/conf/emc/emc2013.html#ChangCCL13a Tsung-Han Lee Chih-Hao Wen Lin-Huang Chang Hung-Shiou Chiang Ming-Chun Hsieh A Lightweight Intrusion Detection Scheme Based on Energy Consumption Analysis in 6LowPAN. 1205-1213 2013 EMC/HumanCom https://doi.org/10.1007/978-94-007-7262-5_137 conf/emc/2013 db/conf/emc/emc2013.html#LeeWCCH13 Tiam Hee Tee Kok Seng Eu Kian Meng Yap Alan Marshall 0001 Tsung-Han Lee A network-adaptive compensation technique for tele-haptics using position prediction algorithm. 39-44 2013 HAVE https://doi.org/10.1109/HAVE.2013.6679608 conf/have/2013 db/conf/have/have2013.html#TeeEYML13 Tsung-Han Lee Yu-Jhong Fu Lin-Huang Chang Kuo-Hsun Hsu Da-Yo Huang A secant location estimation scheme in error-prone channel condition for wireless sensor networks. 631-634 2013 HPCS https://doi.org/10.1109/HPCSim.2013.6641482 conf/ieeehpcs/2013 db/conf/ieeehpcs/ieeehpcs2013.html#LeeFCHH13 Tsung-Han Lee Hung-Shiou Chiang Lin-Huang Chang Ming-Chun Hsieh Chih-Hao Wen Kian Meng Yap Modeling and Performance Analysis of Route-Over and Mesh-Under Routing Schemes in 6LoWPAN. 3802-3806 2013 SMC https://doi.org/10.1109/SMC.2013.649 conf/smc/2013 db/conf/smc/smc2013.html#LeeCCHWY13 Lin-Huang Chang Tsung-Han Lee Shu-Jan Chen Cheng-Yen Liao Energy-Efficient Oriented Routing Algorithm in Wireless Sensor Networks. 3813-3818 2013 SMC https://doi.org/10.1109/SMC.2013.651 conf/smc/2013 db/conf/smc/smc2013.html#ChangLCL13 Bosheng Zhou Alan Marshall 0001 Tsung-Han Lee A contention-vector based hybrid scheduling algorithm for wireless networks. 929-934 2013 WCNC https://doi.org/10.1109/WCNC.2013.6554688 conf/wcnc/2013 db/conf/wcnc/wcnc2013.html#ZhouML13 Kian Meng Yap Hasan A. A. Al-Rawi Tsung-Han Lee An experimental study of supporting collaborative haptic interaction in distributed virtual environments over wireless networks. 1-6 2012 ICWCA https://doi.org/10.1049/cp.2012.2089 conf/icwca/2012 db/conf/icwca/icwca2012.html#YapAL12 Tsung-Han Lee Kuei-Shu Hsu Long-Jyi Yeh Design and Application of the Augmented Reality with Digital Museum and Digital Heritage. 25-26 2011 Edutainment https://doi.org/10.1007/978-3-642-23456-9_5 conf/edutainment/2011 db/conf/edutainment/edutainment2011.html#LeeHY11 Yu-Jhong Fu Tsung-Han Lee Lin-Huang Chang Tsan-Pin Wang A Single Mobile Anchor Localization Scheme for Wireless Sensor Networks. 946-950 2011 HPCC https://doi.org/10.1109/HPCC.2011.137 https://doi.ieeecomputersociety.org/10.1109/HPCC.2011.137 conf/hpcc/2011 db/conf/hpcc/hpcc2011.html#FuLCW11 Kian Meng Yap Tsung-Han Lee A Study to Support Haptic Collaboration with Real Time Force Feedback over Wireless Networks. 348-351 2011 RVSP https://doi.org/10.1109/RVSP.2011.80 https://doi.ieeecomputersociety.org/10.1109/RVSP.2011.80 conf/rvsp/2011 db/conf/rvsp/rvsp2011.html#YapL11 Lin-Huang Chang Chau-Chi Wang Tsung-Han Lee A Handover Mechanism Using IEEE 802.21 in Heterogeneous Wireless Networks. 95-108 2010 ACN https://doi.org/10.1007/978-3-642-13405-0_10 conf/acn/2010 db/conf/acn/acn2010.html#ChangWL10

Bosheng Zhou Alan Marshall 0001 Tsung-Han Lee A k-Round Elimination Contention Scheme for WLANs. 1230-1244 2007 6 IEEE Trans. Mob. Comput. 11 https://doi.org/10.1109/TMC.2007.70715 http://doi.ieeecomputersociety.org/10.1109/TMC.2007.70715 db/journals/tmc/tmc6.html#ZhouML07

Bosheng Zhou Alan Marshall 0001 Wenzhe Zhou Tsung-Han Lee Novel Wireless Mesh Networking Architectures for Future Smart Homes. 43-48 2007 FGCN (2) https://doi.org/10.1109/FGCN.2007.172 https://doi.ieeecomputersociety.org/10.1109/FGCN.2007.172 conf/fgcn/2007 db/conf/fgcn/fgcn2007.html#ZhouMZL07 Tsung-Han Lee Alan Marshall 0001 Bosheng Zhou A QoS-based Rate Adaptation Strategy for IEEE a/b/gPHY Schemes using IEEE 802.11e in Ad-hoc Networks. 113 2006 conf/icns/2006 ICNS https://doi.org/10.1109/ICNS.2006.12 https://doi.ieeecomputersociety.org/10.1109/ICNS.2006.12 db/conf/icns/icns2006.html#LeeMZ06 Tsung-Han Lee Alan Marshall 0001 Bosheng Zhou Modeling Energy Consumption in Error-Prone IEEE 802.11-Based Wireless Ad-Hoc Networks. 61-73 2006 conf/mmns/2006 MMNS https://doi.org/10.1007/11907381_6 db/conf/mmns/mmns2006.html#LeeMZ06

Bosheng Zhou Alan Marshall 0001 Jieyi Wu Tsung-Han Lee Jiakang Liu A Cross-Layer Route Discovery Framework for Mobile Ad Hoc Networks. 645-660 2005 2005 EURASIP J. Wirel. Commun. Netw. 5 https://doi.org/10.1155/WCN.2005.645 https://www.wikidata.org/entity/Q59148921 db/journals/ejwcn/ejwcn2005.html#ZhouMWLL05

Bosheng Zhou Alan Marshall 0001 Tsung-Han Lee The non-responsive receiver problem in mobile ad-hoc networks. 973-975 2005 9 IEEE Commun. Lett. 11 https://doi.org/10.1109/LCOMM.2005.11005 db/journals/icl/icl9.html#ZhouML05

Bosheng Zhou Alan Marshall 0001 Tsung-Han Lee An energy-aware virtual backbone tree for wireless sensor networks. 6 2005 GLOBECOM https://doi.org/10.1109/GLOCOM.2005.1577373 conf/globecom/2005 db/conf/globecom/globecom2005.html#ZhouML05 Tsung-Han Lee Alan Marshall 0001 Bosheng Zhou Energy-conserving on-demand routing for multi-rate multi-hop networks. 158-161 2005 conf/icete/2005 ICETE db/conf/icete/icete2005.html#LeeMZ05 Bosheng Zhou Alan Marshall 0001 Jieyi Wu Tsung-Han Lee Jiakang Liu PRDS: A Priority Based Route Discovery Strategy for Mobile Ad Hoc Networks. 410-416 https://doi.org/10.1007/978-3-540-27824-5_56 2004 conf/ict/2004 ICT db/conf/ict/ict2004.html#ZhouMWLL04 Hasan A. A. Al-Rawi Ya-Huei Chan Chen-Hsun Chang H. F. Chang Lin-Huang Chang Yao-Chung Chang Han-Chieh Chao Ao Chen Chiung-An Chen Junwen Chen Po-Hao Chen Shih-Lun Chen Shu-Jan Chen Tsung-Yi Chen Ying-Hsueh Chen Yu-Jen Chen Wei-Chung Cheng Hung-Shiou Chiang Sheng-Hao Chiang Yi-Hsien Chiang Shuo-Yao Chien Jaehee Cho Yvonne Chook He-Sheng Chou Hung-Tao Chou Hung-Chi Chu Kok Seng Eu Yu-Jhong Fu Hong Guo Jiun-In Guo Shan-Yin Hou Ming-Chun Hsieh Chia-Yu Hsu Kuei-Shu Hsu Kuo-Hsun Hsu Po-Han Hsu Po-Ya Hsu Chih-Lin Hu Da-Yo Huang Jian-Wei Huang Liting HuangLi-Ting Huang Po-Hsiang Huang Shih-Yun Huang Jin-Wei Jhuang Paul Kuo Nicola Lanatà Chia-han LeeChia-Han Lee San-Liang Lee Yoon-Ket Lee Chung-Jie Li Cheng-Yen Liao Jiun-Jian Liaw Pei Hsin Lim Chi-Te Lin Kuan-Yu Lin Ping-Yen Lin Ting-Lan Lin Yen-Wen Lin Cheng-Fu Liou Hsin-Li Liu Jiakang Liu Kang-Yu Liu Yan-Wei Liu Wen-Shen Lo Yu-lung Lo Alan Marshall 0001 Hansen Kurniawan Njoto Joel Ogden Sheng-Lung Peng Wei-Chung Peng Nigel Randall Yu-Chu Shih Keng Hua Sing Amy Stewart Pei-Chen Su Chao-Wei Syu Chih-Hua Tai Tiam Hee Tee Jui-Yi Tsai Tsung-Yu Jack Tsai Yu-Fang Tseng Vivek Vidyasagaran Ralph Vituccio Chau-Chi Wang Chien-Kuo Wang Tsan-Pin Wang Chih-Hao Wen Hao-Chun Weng Florencia Edith Wiria Jieyi Wu Yi-Hsin Wu Wei Xie Xiang-Shen Xie De-Nian Yang Kian Meng Yap Long-Jyi Yeh Teng-Qing Zhan Jun-Ting Zhang Bosheng Zhou Wenzhe Zhou Yinzhanghao Zhou