Scheduling with Multitasking and Outsourcing.

John Sum Pui-Fai Sum J. P. F. Sum Hong Kong Baptist University, Hong Kong http://www.comp.hkbu.edu.hk/~pfsum/ https://orcid.org/0000-0002-6965-4219

John Sum Kevin I.-J. Ho Scheduling with Multitasking and Outsourcing. 2026 19 Algorithms 2 https://doi.org/10.3390/a19020141 db/journals/algorithms/algorithms19.html#SumH26 streams/journals/algorithms

John Sum Chi-Sing Leung Janet C. C. Chang A Fast Distributed Algorithm for Uniform Price Auction with Bidding Information Protection. 2025 294 13 Comput. 12 https://doi.org/10.3390/computation13120294 db/journals/computation/computation13.html#SumLC25 streams/journals/computation

John Sum Chi-Sing Leung Janet C. C. Chang Analysis and Design of a Distributed kWTA With Application in Sealed-Bid Auctions With Bidding Price Privacy Protection. 16264-16278 2025 September 36 IEEE Trans. Neural Networks Learn. Syst. 9 https://doi.org/10.1109/TNNLS.2025.3554440 db/journals/tnn/tnn36.html#SumLC25 streams/journals/tnn

John Sum Chi-Sing Leung Janet C. C. Chang A Fast Wang kWTA With Application in Sealed-Bid Uniform Price Auction. 20464-20469 2025 December 36 IEEE Trans. Neural Networks Learn. Syst. 12 https://doi.org/10.1109/TNNLS.2025.3597722 db/journals/tnn/tnn36.html#SumLC25a streams/journals/tnn

Wenhao Lu Chi-Sing Leung John Sum Influence of Imperfections on the Operational Correctness of DNN-kWTA Model. 15021-15029 2024 October 35 IEEE Trans. Neural Networks Learn. Syst. 10 https://doi.org/10.1109/TNNLS.2023.3281523 db/journals/tnn/tnn35.html#LuLS24 streams/journals/tnn

Wenxin Xiong Keyuan Hu Jiajun He 0001 Chi-Sing Leung Hing Cheung So John Sum Outlier-Robust Range-Based Method for Estimating the Location and Velocity of a Moving Source Using LPNN. 16-30 2024 ICONIP (2) https://doi.org/10.1007/978-981-96-6579-2_2 conf/iconip/2024-2 db/conf/iconip/iconip2024-2.html#XiongHHLSS24 streams/conf/iconip John Sum Andrew Chi-Sing Leung Janet C. C. Chang A Leaky Wang kWTA. 211-225 2024 ICONIP (4) https://doi.org/10.1007/978-981-96-6585-3_15 conf/iconip/2024-4 db/conf/iconip/iconip2024-4.html#SumLC24 streams/conf/iconip

Muideen Adegoke Hiu Tung Wong Andrew Chi-Sing Leung John Sum Two noise tolerant incremental learning algorithms for single layer feed-forward neural networks. 15643-15657 2023 December 14 J. Ambient Intell. Humaniz. Comput. 12 https://doi.org/10.1007/s12652-019-01488-8 db/journals/jaihc/jaihc14.html#AdegokeWLS23

John Sum Chi-Sing Leung Regularization Effect of Random Node Fault/Noise on Gradient Descent Learning Algorithm. 2619-2632 2023 May 34 IEEE Trans. Neural Networks Learn. Syst. 5 https://doi.org/10.1109/TNNLS.2021.3107051 db/journals/tnn/tnn34.html#SumL23

Hao Wang 0075 Ruibin Feng Chi-Sing Leung John Sum Anthony G. Constantinides A Globally Stable LPNN Model for Sparse Approximation. 5218-5226 2023 August 34 IEEE Trans. Neural Networks Learn. Syst. 8 https://doi.org/10.1109/TNNLS.2021.3126730 db/journals/tnn/tnn34.html#WangFLSC23

Gary Sum John Sum Andrew Chi-Sing Leung Janet C. C. Chang A Distributed kWTA for Decentralized Auctions. 136-147 2023 ICONIP (8) https://doi.org/10.1007/978-981-99-8132-8_11 conf/iconip/2023-8 db/conf/iconip/iconip2023-8.html#SumSLC23

Wenhao Lu Chi-Sing Leung John Sum Yi Xiao 0004 DNN-kWTA With Bounded Random Offset Voltage Drifts in Threshold Logic Units. 3184-3192 2022 33 IEEE Trans. Neural Networks Learn. Syst. 7 https://doi.org/10.1109/TNNLS.2021.3050493 https://www.wikidata.org/entity/Q114147499 db/journals/tnn/tnn33.html#LuLSX22

Wenhao Lu Chi-Sing Leung John Sum Effect of Logistic Activation Function and Multiplicative Input Noise on DNN-kWTA Model. 202-214 2022 ICONIP (4) https://doi.org/10.1007/978-981-99-1639-9_17 conf/iconip/2022-4 db/conf/iconip/iconip2022-4.html#LuLS22

Wenhao Lu Chi-Sing Leung John Sum Analysis on Noisy Boltzmann Machines and Noisy Restricted Boltzmann Machines. 112955-112965 2021 9 IEEE Access https://doi.org/10.1109/ACCESS.2021.3102275 db/journals/access/access9.html#LuLS21

John Sum Janet C. C. Chang On Gradient Descent for On-Chip Learning. 140-145 2021 TAAI https://doi.org/10.1109/TAAI54685.2021.00034 conf/taai/2021 db/conf/taai/taai2021.html#SumC21

John Sum Chi-Sing Leung Kevin Ho A Limitation of Gradient Descent Learning. 2227-2232 2020 31 IEEE Trans. Neural Networks Learn. Syst. 6 https://doi.org/10.1109/TNNLS.2019.2927689 https://www.wikidata.org/entity/Q92523680 db/journals/tnn/tnn31.html#SumLH20

Zhanglei Shi Hao Wang 0075 Chi-Sing Leung John Sum Constrained Center Loss for Image Classification. 70-78 2020 ICONIP (5) https://doi.org/10.1007/978-3-030-63823-8_9 conf/iconip/2020-5 db/conf/iconip/iconip2020-5.html#ShiWLS20 Wenhao Lu Chi-Sing Leung John Sum Analysis on the Boltzmann Machine with Random Input Drifts in Activation Function. 162-171 2020 ICONIP (3) https://doi.org/10.1007/978-3-030-63836-8_14 conf/iconip/2020-3 db/conf/iconip/iconip2020-3.html#LuLS20

John Sum Chi-Sing Leung Learning Algorithm for Boltzmann Machines With Additive Weight and Bias Noise. 3200-3204 2019 30 IEEE Trans. Neural Networks Learn. Syst. 10 https://doi.org/10.1109/TNNLS.2018.2889072 https://www.wikidata.org/entity/Q91159006 db/journals/tnn/tnn30.html#SumL19

Muideen Adegoke Chi-Sing Leung John Sum Fault Tolerant Broad Learning System. 95-103 2019 ICONIP (4) https://doi.org/10.1007/978-3-030-36808-1_11 conf/iconip/2019-4 db/conf/iconip/iconip2019-4.html#AdegokeLS19 John Sum Chi-Sing Leung Analysis on Dropout Regularization. 253-261 2019 ICONIP (5) https://doi.org/10.1007/978-3-030-36802-9_28 conf/iconip/2019-5 db/conf/iconip/iconip2019-5.html#SumL19 Hiu Tung Wong Zhenni Wang Chi-Sing Leung John Sum Explicit Center Selection and Training for Fault Tolerant RBF Networks. 273-285 2019 ICONIP (2) https://doi.org/10.1007/978-3-030-36711-4_24 conf/iconip/2019-2 db/conf/iconip/iconip2019-2.html#WongWLS19

Ruibin Feng Chi-Sing Leung John Sum Robustness Analysis on Dual Neural Network-based k WTA With Input Noise. 1082-1094 2018 29 IEEE Trans. Neural Networks Learn. Syst. 4 https://doi.org/10.1109/TNNLS.2016.2645602 https://www.wikidata.org/entity/Q89250914 db/journals/tnn/tnn29.html#FengLS18

John Sum Chi-Sing Leung Kevin I.-J. Ho On Wang k WTA With Input Noise, Output Node Stochastic, and Recurrent State Noise. 4212-4222 2018 29 IEEE Trans. Neural Networks Learn. Syst. 9 https://doi.org/10.1109/TNNLS.2017.2759905 https://www.wikidata.org/entity/Q89496721 db/journals/tnn/tnn29.html#SumLH18

Muideen Adegoke Andrew Chi-Sing Leung John Sum A Robust LPNN Technique for Target Localization Under Hybrid TOA/AOA Measurements. 308-320 2018 ICONIP (2) https://doi.org/10.1007/978-3-030-04179-3_27 conf/iconip/2018-2 db/conf/iconip/iconip2018-2.html#AdegokeLS18 Hao Wang 0075 Andrew Chi-Sing Leung John Sum MCP Based Noise Resistant Algorithm for Training RBF Networks and Selecting Centers. 668-679 2018 ICONIP (2) https://doi.org/10.1007/978-3-030-04179-3_59 conf/iconip/2018-2 db/conf/iconip/iconip2018-2.html#WangLS18 Muideen Adegoke Andrew Chi-Sing Leung John Sum Fault-Resistant Algorithms for Single Layer Neural Networks. 680-689 2018 ICONIP (2) https://doi.org/10.1007/978-3-030-04179-3_60 conf/iconip/2018-2 db/conf/iconip/iconip2018-2.html#AdegokeLS18a

John Sum Andrew Chi-Sing Leung Editorial for Special Issue on ICONIP 2014. 727-728 2017 45 Neural Process. Lett. 3 https://doi.org/10.1007/s11063-016-9521-2 db/journals/npl/npl45.html#SumL17

Kevin I.-J. Ho John Sum Scheduling jobs with multitasking and asymmetric switching costs. 2927-2932 2017 SMC https://doi.org/10.1109/SMC.2017.8123072 conf/smc/2017 db/conf/smc/smc2017.html#HoS17

Yi Xiao 0004 Ruibin Feng Chi-Sing Leung John Sum Objective Function and Learning Algorithm for the General Node Fault Situation. 863-874 2016 27 IEEE Trans. Neural Networks Learn. Syst. 4 https://doi.org/10.1109/TNNLS.2015.2427331 https://www.wikidata.org/entity/Q50527203 db/journals/tnn/tnn27.html#XiaoFLS16

Ruibin Feng Chi-Sing Leung John Sum Analysis of the DNN-kWTA Network Model with Drifts in the Offset Voltages of Threshold Logic Units. 270-278 2016 ICONIP (4) https://doi.org/10.1007/978-3-319-46681-1_33 conf/iconip/2016-4 db/conf/iconip/iconip2016-4.html#FengLS16

Yi Xiao 0004 Ruibin Feng Chi-Sing Leung Pui-Fai Sum Online Training for Open Faulty RBF Networks. 397-416 2015 42 Neural Process. Lett. 2 https://doi.org/10.1007/s11063-014-9363-8 db/journals/npl/npl42.html#XiaoFLS15

Ruibin Feng Chi-Sing Leung John Sum Yi Xiao 0004 Properties and Performance of Imperfect Dual Neural Network-Based k WTA Networks. 2188-2193 2015 26 IEEE Trans. Neural Networks Learn. Syst. 9 https://doi.org/10.1109/TNNLS.2014.2358851 https://www.wikidata.org/entity/Q51015420 db/journals/tnn/tnn26.html#FengLSX15

Zi-Fa Han Chi-Sing Leung Hing-Cheung So John Sum Anthony G. Constantinides Non-Line-of-Sight Mitigation via Lagrange Programming Neural Networks in TOA-Based Localization. 190-197 2015 ICONIP (3) https://doi.org/10.1007/978-3-319-26555-1_22 conf/iconip/2015-3 db/conf/iconip/iconip2015-3.html#HanLSSC15 Chang Su John Sum Chi-Sing Leung Kevin I.-J. Ho Noise on Gradient Systems with Forgetting. 479-487 2015 ICONIP (3) https://doi.org/10.1007/978-3-319-26555-1_54 conf/iconip/2015-3 db/conf/iconip/iconip2015-3.html#SuSLH15 John Sum Kevin Ho Analysis on the Effect of Multitasking. 204-209 2015 SMC https://doi.org/10.1109/SMC.2015.48 conf/smc/2015 db/conf/smc/smc2015.html#SumH15

Ruibin Feng Yi Xiao 0004 Chi-Sing Leung Peter W. M. Tsang John Sum An Improved Fault-Tolerant Objective Function and Learning Algorithm for Training the Radial Basis Function Neural Network. 293-303 2014 6 Cogn. Comput. 3 https://doi.org/10.1007/s12559-013-9236-x db/journals/cogcom/cogcom6.html#FengXLTS14

Chi-Sing Leung John Sum Anthony G. Constantinides Recurrent networks for compressive sampling. 298-305 2014 129 Neurocomputing https://doi.org/10.1016/j.neucom.2013.09.028 db/journals/ijon/ijon129.html#LeungSC14

Andrew Chi-Sing Leung John Sum Hing-Cheung So Anthony G. Constantinides Frankie K. W. Chan Lagrange programming neural networks for time-of-arrival-based source localization. 109-116 2014 24 Neural Comput. Appl. 1 https://doi.org/10.1007/s00521-013-1466-z db/journals/nca/nca24.html#LeungSSCC14

Ruibin Feng Chi-Sing Leung Kai-Tat Ng John Sum The Performance of the Stochastic DNN-kWTA Network. 279-286 2014 ICONIP (1) https://doi.org/10.1007/978-3-319-12637-1_35 conf/iconip/2014-1 db/conf/iconip/iconip2014-1.html#FengLNS14

John Sum Chi-Sing Leung Ray C. C. Cheung Tze-Yui Ho HEALPIX DCT technique for compressing PCA-based illumination adjustable images. 1291-1300 2013 22 Neural Comput. Appl. 7-8 https://doi.org/10.1007/s00521-012-1003-5 db/journals/nca/nca22.html#SumLCH13

John Sum Chi-Sing Leung Kevin I.-J. Ho Effect of Input Noise and Output Node Stochastic on Wang's kWTA. 1472-1478 2013 24 IEEE Trans. Neural Networks Learn. Syst. 9 https://doi.org/10.1109/TNNLS.2013.2257182 https://www.wikidata.org/entity/Q46296491 db/journals/tnn/tnn24.html#SumLH13

Yi Xiao 0004 Ruibin Feng Chi-Sing Leung Pui-Fai Sum GPU Accelerated Spherical K-Means Training. 392-399 2013 ICONIP (2) https://doi.org/10.1007/978-3-642-42042-9_49 conf/iconip/2013-2 db/conf/iconip/iconip2013-2.html#XiaoFLS13

Chi-Sing Leung Pui-Fai Sum Yuxin Liu 0008 Optimization of tuning parameters for open node fault regularizer. 32-45 2012 94 Neurocomputing https://doi.org/10.1016/j.neucom.2012.03.010 db/journals/ijon/ijon94.html#LeungSL12

John Sum Chi-Sing Leung Kevin I.-J. Ho On-Line Node Fault Injection Training Algorithm for MLP Networks: Objective Function and Convergence Analysis. 211-222 2012 23 IEEE Trans. Neural Networks Learn. Syst. 2 https://doi.org/10.1109/TNNLS.2011.2178477 https://www.wikidata.org/entity/Q51435050 db/journals/tnn/tnn23.html#SumLH12

Yi Xiao 0004 Yuxin Liu 0008 Chi-Sing Leung Pui-Fai Sum Kevin Ho Analysis on the Convergence Time of Dual Neural Network-Based WTA. 676-682 2012 23 IEEE Trans. Neural Networks Learn. Syst. 4 https://doi.org/10.1109/TNNLS.2012.2186315 https://www.wikidata.org/entity/Q51392320 db/journals/tnn/tnn23.html#XiaoLLSH12

Chi-Sing Leung John Sum RBF Networks Under the Concurrent Fault Situation. 1148-1155 2012 23 IEEE Trans. Neural Networks Learn. Syst. 7 https://doi.org/10.1109/TNNLS.2012.2196054 https://www.wikidata.org/entity/Q87831664 db/journals/tnn/tnn23.html#LeungS12

John Sum Chi-Sing Leung Kevin Ho Convergence Analyses on On-Line Weight Noise Injection-Based Training Algorithms for MLPs. 1827-1840 2012 23 IEEE Trans. Neural Networks Learn. Syst. 11 https://doi.org/10.1109/TNNLS.2012.2210243 https://www.wikidata.org/entity/Q47275294 db/journals/tnn/tnn23.html#SumLH12a

Chi-Sing Leung Pui-Fai Sum Kai-Tat Ng On the Objective Function and Learning Algorithm for Concurrent Open Node Fault. 208-216 2012 ICONIP (3) https://doi.org/10.1007/978-3-642-34487-9_26 conf/iconip/2012-3 db/conf/iconip/iconip2012-3.html#LeungSN12 Kevin I.-J. Ho Wei-Bin Lee Siu-Chung Lau John Sum Convergence Time of Wang's kWTA Network with Stochastic Output Nodes. 182-187 2012 MUSIC https://doi.org/10.1109/MUSIC.2012.39 https://doi.ieeecomputersociety.org/10.1109/MUSIC.2012.39 conf/music/2012 db/conf/music/music2012.html#HoLLS12

Kevin Ho Andrew Chi-Sing Leung John Sum Training RBF network to tolerate single node fault. 1046-1052 2011 74 Neurocomputing 6 https://doi.org/10.1016/j.neucom.2010.12.005 db/journals/ijon/ijon74.html#HoLS11

Shue Kwan Mak Pui-Fai Sum Chi-Sing Leung Regularizers for fault tolerant multilayer feedforward networks. 2028-2040 2011 74 Neurocomputing 11 https://doi.org/10.1016/j.neucom.2010.09.025 db/journals/ijon/ijon74.html#MakSL11

Andrew Chi-Sing Leung Pui-Fai Sum Kevin Ho The effect of weight fault on associative networks. 113-121 2011 20 Neural Comput. Appl. 1 https://doi.org/10.1007/s00521-010-0351-2 db/journals/nca/nca20.html#LeungSH11

Tommy W. S. Chow John Sum Guest editorial: special issue on the emerging applications of neural networks. 923-924 2011 20 Neural Comput. Appl. 7 https://doi.org/10.1007/s00521-010-0427-z db/journals/nca/nca20.html#ChowS11

Kevin Ho Chi-Sing Leung John Sum Objective Functions of Online Weight Noise Injection Training Algorithms for MLPs. 317-323 2011 22 IEEE Trans. Neural Networks 2 https://doi.org/10.1109/TNN.2010.2095881 https://www.wikidata.org/entity/Q47399259 db/journals/tnn/tnn22.html#HoLS11

John Sum Chi-Sing Leung Kevin Ho Analysis on Wang's kWTA with Stochastic Output Nodes. 268-275 2011 ICONIP (3) https://doi.org/10.1007/978-3-642-24965-5_29 conf/iconip/2011-3 db/conf/iconip/iconip2011-3.html#SumLH11 Chi-Sing Leung John Sum Regularizer for Co-existing of Open Weight Fault and Multiplicative Weight Noise. 276-283 2011 ICONIP (3) https://doi.org/10.1007/978-3-642-24965-5_30 conf/iconip/2011-3 db/conf/iconip/iconip2011-3.html#LeungS11 Chi-Sing Leung John Sum Ping-Man Lam Anthony G. Constantinides Recovery of Sparse Signal from an Analog Network Model. 373-380 2011 ICONIP (3) https://doi.org/10.1007/978-3-642-24965-5_42 conf/iconip/2011-3 db/conf/iconip/iconip2011-3.html#LeungSLC11

Hongjiang Wang Chi-Sing Leung Pui-Fai Sum Gang Wei Kernel Width Optimization for Faulty RBF Neural Networks with Multi-node Open Fault. 97-107 2010 32 Neural Process. Lett. 1 https://doi.org/10.1007/s11063-010-9145-x db/journals/npl/npl32.html#WangLSW10

Kevin I.-J. Ho Chi-Sing Leung John Sum Convergence and objective functions of some fault/noise-injection-based online learning algorithms for RBF networks. 938-947 2010 21 IEEE Trans. Neural Networks 6 https://doi.org/10.1109/TNN.2010.2046179 https://www.wikidata.org/entity/Q51704969 db/journals/tnn/tnn21.html#HoLS10

Andrew Chi-Sing Leung Hongjiang Wang John Sum On the selection of weight decay parameter for faulty networks. 1232-1244 2010 21 IEEE Trans. Neural Networks 8 https://doi.org/10.1109/TNN.2010.2049580 https://www.wikidata.org/entity/Q39850824 db/journals/tnn/tnn21.html#LeungWS10

Chi-Sing Leung John Sum Shue Kwan Mak Generalization Error of Faulty MLPs with Weight Decay Regularizer. 160-167 2010 ICONIP (2) https://doi.org/10.1007/978-3-642-17534-3_20 conf/iconip/2010-2 db/conf/iconip/iconip2010-2.html#LeungSM10 Ping-Man Lam Chi-Sing Leung John Sum Anthony G. Constantinides Lagrange Programming Neural Networks for Compressive Sampling. 177-184 2010 ICONIP (2) https://doi.org/10.1007/978-3-642-17534-3_22 conf/iconip/2010-2 db/conf/iconip/iconip2010-2.html#LamLSC10

J. P. F. Sum Chi-Sing Leung Kevin I.-J. Ho On Objective Function, Regularizer, and Prediction Error of a Learning Algorithm for Dealing With Multiplicative Weight Noise. 124-138 2009 20 IEEE Trans. Neural Networks 1 https://doi.org/10.1109/TNN.2008.2005596 https://www.wikidata.org/entity/Q46229408 db/journals/tnn/tnn20.html#SumLH09

Deng-yu Qiao Chi-Sing Leung Pui-Fai Sum Fault Tolerant Regularizers for Multilayer Feedforward Networks. 277-284 2009 ICONIP (1) https://doi.org/10.1007/978-3-642-10677-4_31 conf/iconip/2009-3 db/conf/iconip/iconip2009-3.html#QiaoLS09 John Sum Kevin Ho SNIWD: Simultaneous Weight Noise Injection with Weight Decay for MLP Training. 494-501 2009 ICONIP (1) https://doi.org/10.1007/978-3-642-10677-4_56 conf/iconip/2009-3 db/conf/iconip/iconip2009-3.html#SumH09

John Sum Andrew Chi-Sing Leung Prediction error of a fault tolerant neural network. 653-658 2008 72 Neurocomputing 1-3 https://doi.org/10.1016/j.neucom.2008.05.009 db/journals/ijon/ijon72.html#SumL08

Chi-Sing Leung John Sum Herbert Chan Improved transmission of vector quantized data over noisy channels. 1-9 2008 17 Neural Comput. Appl. 1 https://doi.org/10.1007/s00521-006-0073-7 db/journals/nca/nca17.html#LeungSC08

Kevin Ho Jie Wu 0001 John Sum On the session lifetime distribution of Gnutella. 1-15 2008 23 Int. J. Parallel Emergent Distributed Syst. 1 https://doi.org/10.1080/17445760701324838 db/journals/paapp/paapp23.html#HoWS08

Chi-Sing Leung J. P. F. Sum A Fault-Tolerant Regularizer for RBF Networks. 493-507 2008 19 IEEE Trans. Neural Networks 3 https://doi.org/10.1109/TNN.2007.912320 https://www.wikidata.org/entity/Q42648035 db/journals/tnn/tnn19.html#LeungS08

Chi-Sing Leung Pui-Fai Sum Hongjiang Wang Analysis on Generalization Error of Faulty RBF Networks with Weight Decay Regularizer. 316-323 2008 ICONIP (2) https://doi.org/10.1007/978-3-642-03040-6_39 conf/iconip/2009-2 db/conf/iconip/iconip2009-2.html#LeungSW09 John Sum Chi-Sing Leung Kevin Ho On Node-Fault-Injection Training of an RBF Network. 324-331 2008 ICONIP (2) https://doi.org/10.1007/978-3-642-03040-6_40 conf/iconip/2009-2 db/conf/iconip/iconip2009-2.html#SumLH09 Kevin Ho Chi-Sing Leung John Sum On Weight-Noise-Injection Training. 919-926 2008 ICONIP (2) https://doi.org/10.1007/978-3-642-03040-6_112 conf/iconip/2009-2 db/conf/iconip/iconip2009-2.html#HoLS09 John Sum Wun-He Luo Yung-Fa Huang You-Ting Jheng Equivalence between Weight Decay Learning and Explicit Regularization to Improve Fault Tolerance of RBF. 152-157 2008 ISDA (1) https://doi.org/10.1109/ISDA.2008.146 https://doi.ieeecomputersociety.org/10.1109/ISDA.2008.146 conf/isda/2008 db/conf/isda/isda2008-1.html#SumLHJ08

John Sum Jie Wu 0001 Kevin Ho Analysis on a Localized Pruning Method for Connected Dominating Sets. 1073-1086 2007 23 J. Inf. Sci. Eng. 4 http://www.iis.sinica.edu.tw/page/jise/2007/200707_08.html db/journals/jise/jise23.html#SumWH07

Chi-Sing Leung Pui-Fai Sum Tien-Tsin Wong Analysis on Bidirectional Associative Memories with Multiplicative Weight Noise. 289-298 2007 ICONIP (1) https://doi.org/10.1007/978-3-540-69158-7_31 conf/iconip/2007-1 db/conf/iconip/iconip2007-1.html#LeungSW07 Yung-Fa Huang Ching-Mu Chen Tsair-Rong Chen Jong-Shin Chen John Sum Fault Tolerance of Connectivity Performance in CDMA-Based Wireless Sensor Networks. 444-454 2007 conf/ispa/2007w ISPA Workshops https://doi.org/10.1007/978-3-540-74767-3_46 db/conf/ispa/ispa2007w.html#HuangCCCS07 Yung-Fa Huang Wun-He Luo John Sum Lin-Huang Chang Chih-Wei Chang Rung Ching Chen Lifetime Performance of an Energy Efficient Clustering Algorithm for Cluster-Based Wireless Sensor Networks. 455-464 2007 conf/ispa/2007w ISPA Workshops https://doi.org/10.1007/978-3-540-74767-3_47 db/conf/ispa/ispa2007w.html#HuangLSCCC07

John Sum Kevin Ho On-line estimation of the final prediction error via recursive least-squares method. 2420-2424 2006 69 Neurocomputing 16-18 https://doi.org/10.1016/j.neucom.2006.02.005 db/journals/ijon/ijon69.html#SumH06

Kevin Ho John Sum Gilbert H. Young Pricing Web Services. 147-156 2006 conf/gpc/2006 GPC https://doi.org/10.1007/11745693_15 db/conf/gpc/gpc2006.html#HoSY06 John Sum Andrew Chi-Sing Leung Kevin Ho Prediction Error of a Fault Tolerant Neural Network. 521-528 2006 conf/iconip/2006-1 ICONIP (1) https://doi.org/10.1007/11893028_58 db/conf/iconip/iconip2006-1.html#SumLH06

Wenyu Qu Hong Shen 0001 John Sum New analysis on mobile agents based network routing. 108-118 2005 6 Appl. Soft Comput. 1 https://doi.org/10.1016/j.asoc.2005.02.005 db/journals/asc/asc6.html#QuSS05

Wenyu Qu Hong Shen 0001 John Sum Stochastic analysis of mobile agent-based e-shopping. 339-355 2005 3 Int. J. Electron. Bus. 3/4 https://doi.org/10.1504/IJEB.2005.007277 db/journals/ijeb/ijeb3.html#QuSS05

John Sum Kevin Ho Chung W. Ng C. S. Wong Gilbert H. Young Analysis on the Session Life Time Distribution of Gnutella. 1206-1214 2005 conf/pdpta/2005-3 PDPTA db/conf/pdpta/pdpta2005-3.html#SumHNWY05

Andrew Chi-Sing Leung John Sum Hong Shen 0001 Jie Wu 0001 Gilbert H. Young Analysis and Design of an Agent Searching Algorithm for e-Marketplaces. 85-90 2004 7 Clust. Comput. 1 https://doi.org/10.1023/B:CLUS.0000003945.65015.81 db/journals/cluster/cluster7.html#LeungSSWY04

Wenyu Qu Hong Shen 0001 John Sum Further Analysis on the Application of Mobile Agents in Network Routing. 204-212 2004 conf/icete/2004 ICETE (1) db/conf/icete/icete2004.html#QuSS04 John Sum Mingshu Li Chung W. Ng Tony Wong Gilbert H. Young A Study of the Connectedness of Gnutella. 960-966 2004 conf/pdpta/2004-2 PDPTA db/conf/pdpta/pdpta2004-2.html#SumLNWY04 John Sum Siu-Chung Lau A Novel Connection Algorithm for P2P Network. 967-972 2004 conf/pdpta/2004-2 PDPTA db/conf/pdpta/pdpta2004-2.html#SumL04

John Sum Hong Shen 0001 Gilbert H. Young Jie Wu 0001 Chi-Sing Leung Analysis on Extended Ant Routing Algorithms for Network Routing and Management. 327-340 2003 24 J. Supercomput. 3 https://doi.org/10.1023/A:1022088915084 db/journals/tjs/tjs24.html#SumSYWL03

John Sum Hong Shen 0001 Andrew Chi-Sing Leung Gilbert H. Young Analysis on a Mobile Agent-Based Algorithm for Network Routing and Management. 193-202 2003 14 IEEE Trans. Parallel Distributed Syst. 3 https://doi.org/10.1109/TPDS.2003.1189578 http://doi.ieeecomputersociety.org/10.1109/TPDS.2003.1189578 db/journals/tpds/tpds14.html#SumSLY03

John Sum Jie Wu 0001 On Two Allocation Methods for Web Services. 1823-1828 2003 conf/pdpta/2003-4 PDPTA db/conf/pdpta/pdpta2003-4.html#SumW03 John Sum Jie Wu 0001 Asymptotic Analysis on an Unbounded Zero-One Knapsack with Discrete-Sized Objects. 1829-1831 2003 conf/pdpta/2003-4 PDPTA db/conf/pdpta/pdpta2003-4.html#SumW03a John Sum Two alternative soft self-organizing maps: their algorithms and applications. 2587-2592 2003 SMC https://doi.org/10.1109/ICSMC.2003.1244273 conf/smc/2003 db/conf/smc/smc2003.html#Sum03

Chi-Sing Leung Kwok-Wo Wong Pui-Fai Sum Lai-Wan Chan A pruning method for the recursive least squared algorithm. 147-174 2001 14 Neural Networks 2 https://doi.org/10.1016/S0893-6080(00)00093-9 https://www.wikidata.org/entity/Q52065136 db/journals/nn/nn14.html#LeungWSC01

Sheng-Jiang Chang Andrew Chi-Sing Leung Kwok-Wo Wong John Sum A Local Training and Pruning Approach for Neural Networks. 425-438 2000 10 Int. J. Neural Syst. 6 https://doi.org/10.1142/S0129065700000430 https://www.wikidata.org/entity/Q52065637 db/journals/ijns/ijns10.html#ChangLWS00

Hong Shen 0001 John Sum Gilbert H. Young Susumu Horiguchi Efficient Dynamic Group Membership Updating for On-Line Communication in Optical WDM Networks (Preliminary Version). 2000 conf/pdpta/2000 PDPTA db/conf/pdpta/pdpta2000.html#ShenSYH00 Hong Shen 0001 John Sum Gilbert H. Young Susumu Horiguchi Efficient Algorithms for On-line Communication in Optical WDM Networks (Preliminary Version). 2000 conf/pdpta/2000 PDPTA db/conf/pdpta/pdpta2000.html#ShenSYH00a

J. P. F. Sum Wing-Kay Kan Gilbert H. Young A Note on the Equivalence of NARX and RNN. 33-39 1999 8 Neural Comput. Appl. 1 https://doi.org/10.1007/s005210050005 db/journals/nca/nca8.html#SumKY99

John Sum Andrew Chi-Sing Leung Gilbert H. Young Lai-Wan Chan Wing-Kay Kan An Adaptive Bayesian Pruning for Neural Networks in a Non-Stationary Environment. 965-976 1999 11 Neural Comput. 4 db/journals/neco/neco11.html#SumLYCK99 https://doi.org/10.1162/089976699300016539 https://www.wikidata.org/entity/Q48221679

J. P. F. Sum Chi-Sing Leung Peter Kwong-Shun Tam Gilbert H. Young Wing-Kay Kan Lai-Wan Chan Analysis for a class of winner-take-all model. 64-71 1999 10 IEEE Trans. Neural Networks 1 https://doi.org/10.1109/72.737494 https://www.wikidata.org/entity/Q51894157 db/journals/tnn/tnn10.html#SumLTYKC99

John Sum Chi-Sing Leung Gilbert H. Young Wing-Kay Kan On the Kalman filtering method in neural network training and pruning. 161-166 1999 10 IEEE Trans. Neural Networks 1 https://doi.org/10.1109/72.737502 https://www.wikidata.org/entity/Q51894155 db/journals/tnn/tnn10.html#SumLYK99

Chi-Sing Leung Gilbert H. Young John Sum Wing-Kay Kan On the regularization of forgetting recursive least square. 1482-1486 1999 10 IEEE Trans. Neural Networks 6 https://doi.org/10.1109/72.809093 https://www.wikidata.org/entity/Q47931682 db/journals/tnn/tnn10.html#LeungYSK99

Pui-Fai Sum Extended Kalman filter based pruning algorithms and several aspects of neural network learning. 1998 Chinese University of Hong Kong, Hong Kong http://library.cuhk.edu.hk/record=b6073079 ndltd.org (oai:cuhk-dr:cuhk_342739)

John Sum Lai-Wan Chan Andrew Chi-Sing Leung Gilbert H. Young Extended Kalman Filter-Based Pruning Method for Recurrent Neural Networks. 1481-1505 1998 10 Neural Comput. 6 db/journals/neco/neco10.html#SumCLY98 https://doi.org/10.1162/089976698300017278 https://www.wikidata.org/entity/Q52185416

John Sum Chi-Sing Leung Lai-Wan Chan Lei Xu 0001 Yet another algorithm which can generate topography map. 1204-1207 1997 8 IEEE Trans. Neural Networks 5 https://doi.org/10.1109/72.623221 https://www.wikidata.org/entity/Q52279359 db/journals/tnn/tnn8.html#SumLCX97

Chi-Sing Leung Lai-Wan Chan John Sum Attraction Basin of Bidirectional Associative Memories. 715-726 1996 7 Int. J. Neural Syst. 6 http://ejournals.wspc.com.sg/ijns/07/0706/leung.html db/journals/ijns/ijns7.html#LeungCS96

J. P. F. Sum Peter Kwong-Shun Tam Note on the Maxnet Dynamics. 491-499 1996 8 Neural Comput. 3 https://doi.org/10.1162/neco.1996.8.3.491 db/journals/neco/neco8.html#SumT96

Andrew Chi-Sing Leung Lai-Wan Chan John Sum Storage behavior and error correction capability of bidirectional associative memory under forgetting learning. 141-156 1996 4 Neural Parallel Sci. Comput. 2 http://dl.acm.org/citation.cfm?id=229532 db/journals/npsc/npsc4.html#LeungCS96

Muideen Adegoke Frankie K. W. Chan Herbert Chan Lai-Wan Chan Chih-Wei Chang Janet C. C. Chang Lin-Huang Chang Sheng-Jiang Chang Ching-Mu Chen Jong-Shin Chen Rung Ching Chen Tsair-Rong Chen Ray C. C. Cheung Tommy W. S. Chow Anthony G. Constantinides Ruibin Feng Zi-Fa Han Jiajun He 0001 Kevin I.-J. HoKevin Ho Tze-Yui Ho Susumu Horiguchi Keyuan Hu Yung-Fa Huang You-Ting Jheng Wing-Kay Kan Ping-Man Lam Siu-Chung Lau Wei-Bin Lee Andrew Chi-Sing LeungChi-Sing Leung Mingshu Li Yuxin Liu 0008 Wenhao Lu Wun-He Luo Shue Kwan Mak Chung W. Ng Kai Tat NgKai-Tat Ng Deng-yu Qiao Wenyu Qu Hong Shen 0001 Zhanglei Shi Hing-Cheung SoHing Cheung So Chang Su Gary Sum Peter Kwong-Shun Tam Peter Wai-Ming TsangPeter W. M. Tsang Hao Wang 0075 Hongjiang Wang Zhenni Wang Gang Wei C. S. Wong Hiu Tung Wong Kwok-Wo Wong Tien-Tsin Wong Tony Wong Jie Wu 0001 Yi Xiao 0004 Wenxin Xiong Lei Xu 0001 Gilbert H. Young