朱慶生

面向服務的軟件工程、數據挖掘與離羣檢測、機器學習與知識工程 ^[1] 

教育部優秀青年教師，重慶市學術技術帶頭人。目前擔任全國高校計算機教育研究會副理事長、中國計算機學會理事、重慶計算機學會理事長、重慶市人工智能學會副理事長、軟件理論與技術重慶市重點實驗室主任、重慶市信息化領導小組諮詢專家。曾先後擔任中國計算機學會常務理事和教育專委會副主任、全國高校計算機教育研究會秘書長、全國工科電子類專業教學指導委員會成員、重慶市電子商務協會副理事長、ACM重慶分會副主席、重慶大學計算機學院院長、黨委書記。 ^[1] 

1978年進入重慶大學計算機專業學習，先後獲得學士、碩士、博士學位。大學畢業後一直在重慶大學計算機學院/系工作。期間，1993-1994年在英國牛津大學和倫敦大學做訪問學者，從師於時任英國計算機學會理事長Roger Johnson教授；2001-2002年在美國伊利諾大學芝加哥分校做訪問教授，合作導師Carl Chang教授時任IEEE計算機學會主席。 ^[1] 

[1] Cheng Dongdong; Zhu Qingsheng. A Novel Cluster Validity Index Based on Local Cores.IEEE TRANS ON NEURAL NETWORKS AND LEARNING SYSTEMS. 2019, 30(4): 985-999

[2] Lu Jianyun; Zhu Qingsheng. A novel data clustering algorithm using heuristic rules based on k-nearest neighbors chain.ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE. 2018, 72: 213-227

[3] Wu Quanwang; Zhou MengChu; Zhu Qingsheng; Xia Yunni. VCG Auction-Based Dynamic Pricing for Multigranularity Service Composition.IEEE TRANS ON AUTOMATION SCIENCE AND ENGINEERING. 2018, 15(2): 796-805

[4] Yang Lijun; Zhu Qingsheng. Natural neighborhood graph-based instance reduction algorithm without parameters,APPLIED SOFT COMPUTING.2018, 70: 279-287

[5] Luo Xin; Zhou MengChu; Li Shuai;Xia YunNi;Zhu, QingSheng. Incorporation of Efficient Second-Order Solvers Into Latent Factor Models for Accurate Prediction of Missing QoS Data.IEEE TRANS ON CYBERNETICS. 2018,48(4): 1216-1228

[6] Wu Quanwang; Zhou MengChu; Zhu Qingsheng; Xia, Yunni. Deadline-Constrained Cost Optimization Approaches for Workflow Scheduling in Clouds.IEEE TRANS ON PARALLEL AND DISTRIBUTED SYSTEMS.2018, 28(12): 3401-3412

[7] Lu Jianyun; Zhu Qingsheng. An Effective Algorithm Based on Density Clustering Framework.IEEE ACCESS.2017, 5: 4991-5000

[8] Huang Jinlong; Zhu Qingsheng. A novel outlier cluster detection algorithm without top-n parameter.KNOWLEDGE-BASED SYSTEMS. 2017, 121: 32-40

[9] Huang Jinlong; Zhu Qingsheng. QCC: a novel clustering algorithm based on Quasi-Cluster Centers.MACHINE LEARNING.2017, 106(3): 337-357

[10] Yang Lijun; Zhu Qingsheng. Adaptive edited natural neighbor algorithm.NEUROCOMPUTING. 2017, 230: 427-433

[11] Cheng Dongdong; Zhu Qingsheng. Natural neighbor-based clustering algorithm with local representatives.KNOWLEDGE-BASED SYSTEMS.2017, 123: 238-253

[12] Wu Quanwang; Ishikawa Fuyuki; Zhu Qingsheng. QoS-Aware Multigranularity Service Composition: Modeling and Optimization.IEEE TRANS ON SYSTEMS MAN CYBERNETICS -SYSTEMS2016, 46(11): 1565-1577

[13] Zhu Qingsheng; Feng Ji; Huang Jinlong. Weighted natural neighborhood graph: an adaptive structure for clustering and outlier detection with no neighborhood parameter.CLUSTER COMPUTING. 2016, 19(3): 1385-1397

[14] Yang Lijun; Zhu Qingsheng. Natural Neighbor Reduction Algorithm for Instance-based Learning.INTERNATIONAL JOURNAL OF COGNITIVE INFORMATICS AND NATURAL INTELLIGENCE. 2016, 10(4): 59-73

[15] Luo Xin; Zhou MengChu; Li Shuai; You Zhuhong; Xia Yunni; Zhu Qingsheng. A Nonnegative Latent Factor Model for Large-Scale Sparse Matrices in Recommender Systems via Alternating Direction Method.IEEE TRANS ON NEURAL NETWORKS AND LEARNING SYSTEMS.2016, 27(3): 579-592

[16] Zhu Qingsheng; Feng Ji; Huang Jinlong. Natural neighbor: A self-adaptive neighborhood method without parameter K.PATTERN RECOGNITION LETTERS, 2016, 80: 30-36

[17] Luo Xin; Zhou MengChu; Xia Yunni; Zhu Qingsheng. Generating Highly Accurate Predictions for Missing QoS Data via Aggregating Nonnegative Latent Factor Models.IEEE TRANS ON NEURAL NETWORKS AND LEARNING SYSTEMS.2016, 27(3): 524-537

[18] Huang Jinlong; Zhu Qingsheng. A Non-parameter Outlier Detection Algorithm based on Natural Neighbor.KNOWLEDGE-BASED SYSTEMS.2016, v 92: 71-77

[19] Luo Xin; Zhou MengChu; Leung Hareton; Xia Yunni; Zhu Qingsheng. An Incremental and Static Combined Scheme for Matrix-Factorization-Based Collaborative Filtering.IEEE TRANS ON AUTOMATION SCIENCE AND ENGINEERING.2016, 13(1): 333-343

[20] Wu Quanwang; Zhu Qingsheng; Li Peng. A Neural Network based Reputation Bootstrapping Approach for Service Selection.Enterprise Information Systems.2015, 9(7): 768-784

[21] Luo Xin; Zhou Mengchu; Li Shuai; Xia Yunni; You Zhuhong; Zhu Qingsheng. An Efficient Second-Order Approach to Factorize Sparse Matrices in Recommender Systems.IEEE TRANS ON INDUSTRIAL INFORMATICS.2015, 11(4): 946-956

[22] Li Songyang; Gao Jixun; Zhu Qingsheng. A Dynamic Root Simulation Model in Response to Soil Moisture Heterogeneity.MATHEMATICS AND COMPUTERS IN SIMULATION.2015, v113: 40-50

[23] Xia YunNi; Zhou MengChu; Luo Xin; Zhu Qingsheng. Stochastic Modeling and Performance Analysis of Migration-Enabled and Error-Prone Clouds.IEEE TRANS ON INDUSTRIAL INFORMATICS.2015, 11(2): 495-504

[24] Xia Yunni; Zhou Mengchu; Luo Xin; Pang Shanchen; Zhu Qingsheng. A Stochastic Approach to Analysis of Energy-aware DVS-enabled Cloud Datacenters.IEEE Trans on Systems, Man, and Cybernetics: Systems.2015, 45(1): 73-83

[25] Xia Yunni; Zhou Mengchu; Luo Xin; Zhu Qingsheng. Stochastic Modeling and Quality Evaluation of Infrastructure-as-a-Service Clouds.IEEE Trans on Automation Science and Engineering.2015, 12(1): 162-170

[26] Wan Jiaqiang; Zhu Qingsheng. Outlier Detection based on Transitive Closure.Intelligent Data Analysis.2015, 19(1): 145-160

[27] Wu Quanwang; Zhu Qingsheng. A Correlation-driven Optimal Service Selection Approach for Virtual Enterprise Establishment.Journal of Intelligent Manufacturing.2014, 25(6): 1441-1453

[28] Wu Quanwang; Zhu Qingsheng. Broker-based SLA-aware composite service provisioning.Journal of Systems and Software. 2014. v96: 194-201

[29] Wu Quanwang; Zhu Qingsheng. A Robust Decentralized Reputation Management System for Service Selection.International Journal for Light and Electron Optics.2014, 125(11): 2692-2701

[30] Zhu Qingsheng; Zhang Sulan; Zeng Lingqiu. Multi-Resolution Foliage Faithful to the Visual and Botanic Concepts.JOURNAL OF COMPUTATIONAL AND THEORETICAL NANOSCIENCE. 2014, 11(4): 1007-1017

[31] Luo Xin; Zhou Mengchu; Xia Yunni; Zhu Qingsheng. An Efficient Non-Negative Matrix-Factorization -Based Approach to Collaborative Filtering for Recommender Systems.IEEE TRANS ON INDUSTRIAL INFORMATICS.2014, 10(2): 1273-1284

[32] Xia Yunni; Luo Xin; Li Jia; Zhu Qingsheng. A Petri-Net-Based Approach to Reliability Determination of Ontology-Based Service Compositions.IEEE TRANS ON SYSTEMS MAN CYBERNETICS- SYSTEMS. 2013, 43(5): 1240-1247

[33] Luo Xin; Xia Yunni; Zhu Qingsheng.Boosting the K-Nearest-Neighborhood based incremental collaborative filtering.KNOWLEDGE-BASED SYSTEMS. 2013, v53: 90-99

[34] Huang Xin; Lee Jia; Yang Ruilong; Zhu Qingsheng. Simple and Flexible Self-Reproducing Structures in Asynchronous Cellular Automata and Their Dynamics.INTERNATIONAL JOURNAL OF MODERN PHYSICS C. 2013, 24(3)

[35] Zhu Qingsheng; Li Songyang; Liu Ji. Using L-Systems for Simulating Virtual Plant Plasticity Related to Water Status.JOURNAL OF COMPUTATIONAL AND THEORETICAL NANOSCIENCE. 2013, 10(3): 561-568

[36] Wu Quanwang; Zhu Qingsheng.Transactional and QoS-aware dynamic service composition based on ant colony optimization.FUTURE GENERATION COMPUTER SYSTEMS. 2013, 29(5): 1112-1119

[37] Luo Xin; Xia Yunni; Zhu Qingsheng. Applying the learning rate adaptation to the matrix factorization based collaborative filtering.KNOWLEDGE-BASED SYSTEMS.2013, v37: 154-164

[38] Lee Jia; Imai Katsunobu; Zhu Qingsheng. Fluctuation-driven computing on number-conserving cellular automata.INFORMATION SCIENCES. 2012, v187: 266-276

[39] Lee Jia; Zhu Qingsheng. A Direct Proof of Turing Universality of Delay-Insensitive Circuits.INTERNATIONAL JOURNAL OF UNCONVENTIONAL COMPUTING. 2012, 8(2): 107-118

[40] Xia Yunni; Liu Yi; Liu Ji; Zhu Qingsheng. Modeling and Performance Evaluation of BPEL Processes: A Stochastic-Petri-Net-Based Approach.IEEE TRANS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS. 2012, 42(2): 503-510 ^[1] 

[1] 朱慶生;曾令秋;葛亮;劉驥;屈洪春.基於Web的虛擬植物可視化系統及虛擬植物構建方法，2011.12.28，ZL200910104108.4

[2] 朱慶生，葛亮，劉驥，曾令秋，李松陽.虛擬植物生長的展示方法，2012.01.11，ZL201010204666.0

[3] 夏雲霓,陳鵬,楊瑞龍,朱慶生. DAML-S組合服務可靠性分析方法，2014.05.07，zl201110351649.4已市場化交易

[4] 朱慶生，張程，劉慧君，周明強，曾令秋.一種固定區域內幼童位置監控和搜索系統，2014.11.19，ZL201210066736.X

[5] 夏雲霓，陳鵬，羅辛，劉傑，朱慶生.一種web服務連接成功率的預測方法，2015.01.07, ZL201210245592.4已市場化交易

[6] 夏雲霓，陳鵬，羅辛，吳磊，朱慶生.一種基於時間序列的Web服務響應時間預測方法，2015.01.07, ZL201210168757.2

[7] 韓慶文，曾令秋，賀雪瑩，朱慶生.基於道路異常區域評估的路徑選擇方法及系統，2016.03.02，ZL201310722747.3

[8] 羅辛，葛亮，夏雲霓，朱慶生.一種用户-商品點擊率自適應預測裝置和預測方法，2016.03.23, ZL201310162681.7

[9] 朱慶生，姚成亮，慄銘瑤.一種基於KNN的密度峯值聚類方法，2018.12,28，CN201811617176.6

[10] 朱慶生，慄銘瑤，姚成亮.一種基於密度的層次聚類方法，2019.3.27，CN201910237841.7 ^[1] 

朱慶生，古平.國家級規劃教材《Java程序設計》第二版.清華大學出版社. 2017 ^[1] 

[1] 國家自然科學基金面上項目，61272194，自然最近鄰居的特性分析與應用研究，主持，2013/01-2016/12

[2] 國家科技支撐計劃重點項目，2011BAH25B00，統籌城鄉現代服務關鍵技術研究與支撐平台構建，主持，2011/010-2014/9

[3] 國家自然科學基金面上項目，61073058，結構離羣特徵分析與釋義空間建模研究，主持2011/01-2013/12

[4] 國家自然科學基金面上項目，60773082，生理引擎驅動的虛擬植物多分辨率展示關鍵技術研究，主持，2008/01-2010/12

[5] 國家科技支撐計劃課題，2007BAH08B04，重慶“便民e站”服務平台，主持，2008/01-2010/12

[6] 重慶市人工智能技術創新重大主題專項重點研發項目，CSTC2017rgun-zdyfx0040，基於城市感知大數據的公共安全事件智能監測關鍵技術與示範應用，主持，2018/01-2020/12 ^[1]