[{"content":"","date":"2026-06-01","externalUrl":null,"permalink":"/tags/graduate/","section":"Tags","summary":"","title":"Graduate","type":"tags"},{"content":" Alumni # 杨泽宇（芜湖伯特利，2026，联合指导和段玉聪教授），夏鹏(考公,2025)，李金清(中国电信,2025)，韩义博(华虹成都,2025), 刘庆鑫（博士生在国防科技大学, 2024），戴乐宇 (博士学习在北卡罗来纳大学 University of North Carolina at Chapel Hill，2023)，梁哲敏（海南电信，2023），刘小龙（武汉东风汽车，2023），林小惟（复旦大学中山医院，2022）, 林乾广(中国移动，2021)，李文权(佰锐科技AI算法工程师，2021)，王荣俊(中国移动，2020) ","date":"2026-06-01","externalUrl":null,"permalink":"/advisees/","section":"Qi QI's Website","summary":"","title":"Graduate Alumni","type":"page"},{"content":"","date":"2026-05-27","externalUrl":null,"permalink":"/tags/algorithms/","section":"Tags","summary":"","title":"Algorithms","type":"tags"},{"content":"","date":"2026-05-27","externalUrl":null,"permalink":"/tags/network-security/","section":"Tags","summary":"","title":"Network Security","type":"tags"},{"content":"","date":"2026-05-27","externalUrl":null,"permalink":"/post/","section":"Posts","summary":"","title":"Posts","type":"post"},{"content":"","date":"2026-05-27","externalUrl":null,"permalink":"/tags/quantum-computing/","section":"Tags","summary":"","title":"Quantum Computing","type":"tags"},{"content":"Ewin Tang\u0026rsquo;s Website\nQuantum computation course, Umesh Vazirani, Berkeley\nQuantum Algorithms, Complexity, and Fault Tolerance, Simons Institute, Berkeley\n","date":"2026-05-27","externalUrl":null,"permalink":"/post/quantum-computing-related-web-links/","section":"Posts","summary":"","title":"Quantum computing related Web links","type":"post"},{"content":"","date":"2026-05-27","externalUrl":null,"permalink":"/categories/research/","section":"Categories","summary":"","title":"Research","type":"categories"},{"content":" 研究方向 # 算法与博弈, 组合优化。 Algorithmic Game Theory. Combinatorial Optimization.\n机器学习，数据科学，网络安全。Machine Learning. Data Science. Network Security.\n发表论文 （Publications） # \u0026ldquo;BioGuard: Malicious sample free defense method for biometric classifiers against model extraction attacks\u0026rdquo;, with Ziting Ren, Yucong Duan, Computers \u0026amp; Security, 2026 Web link\n\u0026ldquo;Data-free fingerprinting technology for biometric classifiers\u0026rdquo;, with Ziting Ren, Yucong Duan, Lanhua Luo, Computers \u0026amp; Security, 2025, Web link.\n\u0026ldquo;A Lightweight Dual Stage Distillation Method For Knowledge Graph Completion\u0026rdquo;, with Zeyu Yang, accepted by the 28th International Conference on Computer Supported Cooperative Work in Design (CSCWD 2025), 2025.Web link\n\u0026ldquo;A Novel Adaptive Multi-channel Fusion Network Based on Deep Learning for Diabetes Diagnosis and Readmission Prediction\u0026rdquo;, with Peng Xia, accepted by 2024 Principle and practice of data and Knowledge Acquisition Workshop (PKAW 2024), Kyoto, Japan, 2024. Web link\n\u0026ldquo;DCWPSO: Particle Swarm Optimization with Dynamic Inertia Weight Updating and Enhanced Learning Strategies\u0026rdquo;, with Yibo Han, and etc., Journal of PeerJ Computer Science, 2024. Web link\n\u0026ldquo;The Design of a Deep Learning-based Adaptive Multi-Channel Fusion Network for Diabetes Diagnosis\u0026rdquo;, with Peng Xia, accepted by 2024 20th International Conference on Intelligent Computing(ICIC 2024), Tianjin, China.\n\u0026ldquo;An Intra-Network Multi-Teacher Distillation Method Towards Lightweight Knowledge Graph Completion\u0026rdquo;, with Zeyu Yang, 2024 9th International Conference on Computational Intelligence and Applications(ICCIA 2024). Web link\n\u0026ldquo;Robust modeling of the multi-depot vehicle routing problem under uncertain demands\u0026rdquo;, with Jinqing Li, 2024 27th International Conference on Computer Supported Cooperative Work in Design (CSCWD 2024). Web link\n\u0026ldquo;Robust optimization for minimizing total tardiness on unrelated parallel machine scheduling\u0026rdquo;, Y. Han, Q. Qi, N. Li and J. Li, 2023 IEEE 29th International Conference on Parallel and Distributed Systems (ICPADS), Ocean Flower Island, China, 2023, pp. 242-247, doi: 10.1109/ICPADS60453.2023.00044. Web link\n\u0026ldquo;A chimp-inspired remora optimization algorithm for multilevel thresholding image segmentation using cross entropy\u0026rdquo;, with Q. Liu, and etc., Artificial Intelligence Review (2023), https://doi.org/10.1007/s10462-023-10498-0. Web link\n\u0026ldquo;Federated Opposite Learning Based Arithmetic Optimization Algorithm for Image Segmentation Using Multilevel Thresholding,\u0026rdquo; with Q. Liu, and etc., 2023 26th International Conference on Computer Supported Cooperative Work in Design (CSCWD), Rio de Janeiro, Brazil, 2023, pp. 1257-1262, doi: 10.1109/CSCWD57460.2023.10152600. Web link\n\u0026ldquo;SLEO: An efficient Equilibrium Optimizer for numerical optimization\u0026rdquo;, with Q. Liu, 2022 IEEE Smartworld, Ubiquitous Intelligence \u0026amp; Computing, Scalable Computing \u0026amp; Communications, Digital Twin, Privacy Computing, Metaverse, Autonomous \u0026amp; Trusted Vehicles (SmartWorld/UIC/ScalCom/DigitalTwin/PriComp/Meta), Haikou, China, 2022, pp. 1696-1701, doi:10.1109/SmartWorld-UIC-ATC-ScalCom-DigitalTwin-PriComp-Metaverse56740.2022.00241. Web page\n\u0026ldquo;Hybrid Optimization Algorithm Based on Arithmetic and Golden Sine Algorithms for Constrained Engineering Problem,\u0026rdquo; with Q. Liu, H. Jia, and etc., 2022 China Automation Congress (CAC), Xiamen, China, 2022, pp. 157-162, doi: 10.1109/CAC57257.2022.10054988. Web link\n\u0026ldquo;改进䲟鱼优化算法和熵测度的图像多阈值分割\u0026rdquo;, 刘庆鑫, 贾鹤鸣，等，智能系统学报,2024,19(2):381-391. Web link。\n“多尺度融合与注意力机制结合的头颈部肿瘤放疗危及器官自动分割”，林小惟，等，中华放射肿瘤学杂志，2023, 32(4): 319-324. Web link\n“混合改进策略的阿奎拉鹰优化算法”[J]，刘庆鑫, 等，山东大学学报 (工学版), 2023, 53(4): 93-103. Web link\n\u0026ldquo;A Hybrid Arithmetic Optimization and Golden Sine Algorithm for Solving Industrial Engineering Design Problems\u0026rdquo;, with Liu Q., Li N., Jia H., Abualigah L., Liu Y., Mathematics. 2022; 10(9):1567. Web link （ESI高被引）\n\u0026ldquo;Modified Remora Optimization Algorithm for Global Optimization and Multilevel Thresholding Image Segmentation\u0026rdquo;, Q. Liu, N. Li, H. Jia, L. Abualigah, Mathematics 2022, 10, 1014. Web link（ESI高被引，Editor\u0026rsquo;s choice)\n\u0026ldquo;Organs-At-Risk Segmentation in Medical Imaging Based on the U-Net with Residual and Attention Mechanisms,\u0026rdquo; X. -W. Lin, N. Li and Q. Qi, 2021 IEEE 7th Int Conf on Data Science \u0026amp; Systems (DSS), 2021, pp. 1259-1264, doi link:.\n\u0026ldquo;An Improved Slime Mould Algorithm with Quasi Reflection-based Learning for Global Optimization Problems,\u0026rdquo; Q. Liu, Q. Qi, H. Jia and N. Li, 2021 IEEE 7th Int Conf on Dependability in Sensor, Cloud \u0026amp; Big Data Systems \u0026amp; Application (DependSys), 2021, pp. 1996-2003, doi link:.\n\u0026ldquo;基于带惩罚的点概率距离策略优化算法在展示广告实时竞标中的研究\u0026rdquo;，李文权，齐琦，等，计算机应用研究，2022年第39卷第2期。 Web link\n\u0026ldquo;A Semi-supervised Learning Approach for High Dimensional Android Malware Classification\u0026rdquo;, Shang Q., Li N., Qi Q., Lin XW. (2021). In: Cyberpace Safety and Security. CSS 2020. Lecture Notes in Computer Science, vol 12653. Springer, Cham. Web link, PDF\n\u0026ldquo;Using API Call Sequences for IoT Malware Classification Based on Convolutional Neural Networks\u0026rdquo;, Q. Lin, N. Li, Q. Qi, J. Hu, International Journal of Software Engineering and Knowledge Engineering Vol.31, No.04, pp. 587-612 (2021)link\n\u0026ldquo;Classification of IoT Malware based on Convolutional Neural Network\u0026rdquo;, Q. -G. Lin, N. Li, Q. Qi and J. -B. Hu, 2020 International Conference on Service Science (ICSS), Xining, 2020, pp. 51-57, doi: 10.1109/ICSS50103.2020.00016.\n\u0026ldquo;Exploration of Heuristic-Based Feature Selection on Classification Problems\u0026rdquo;, Qi Q., Li N., Li W.. PAAP 2017 proceeding, Communications in Computer and Information Science, vol 729: 95-107, Springer. PDF\n“Reconstruction of metabolic pathways by combining probabilistic graphical model-based and knowledge-based methods”, Qi Qi, Jilong Li, and Jianlin Cheng, BMC Proceedings, 2014, 8(Suppl 6):S5. link, PDF\n“Comparison of Probabilistic Chain Graphical Model Based and Gaussian Process Based Observation Selections for Wireless Sensor Scheduling”, Qi Q, Shang Y.，International Journal of Distributed Sensor Networks. 2011;7(1). doi:10.1155/2011/928958，Web link, PDF\n“An Improved Algorithm for Optimal Subset Selection in Chain Graphical Models”, Qi Qi, Yi Shang, and Hongchi Shi, Evolutionary Computation (CEC), 2010 IEEE Congress on, pp. 1-6, 2010. link, PDF\n“Comparing Probabilistic Graphical Model Based and Gaussian Process Based Selections for Predicting the Temporal Observations”, Qi Qi, Yi Shang, Intelligent Engineering Systems Through Artificial Neural Networks, 2010, vol.20, pages 621-628, ASME Press, New York, NY. link\n“Wireless Sensor Networks in Intelligent Transportation Systems”, Malik Tubaishat, Peng Zhuang, Qi Qi, and Yi Shang, Journal of Wireless Communications and Mobile Computing, John Wiley and Sons Ltd., 2009, Vol. 9, pp. 287-302. link\n“Model-based Traffic Prediction Using Sensor Networks”, Peng Zhuang, Qi Qi, and Yi Shang, In Proc. 5th IEEE Cosumer Communication and Networking Conference (CCNC’08), 2008, pp. 136-140. link\n“Wireless Sensor-Based Traffic Light Control”, Malik Tubaishat, Qi Qi, Yi Shang, and Hongchi Shi, In Proc. 5th IEEE Consumer Communications and Networking Conference (CCNC’08), 2008, pp. 702-706. link\n博士论文 （Dissertation） # “Statistical model-based methods for observation selection in wireless sensor networks and for feature selection in classification.”, Qi Qi, University of Missouri-Columbia, 2012. ProQuest link, on MOSpace 基金项目 # “面向复杂环境光伏阵列最大功率点跟踪的群智能算法研究”，海南省高等学校科学研究项目，海南省教育厅，2023-2025\n『航空调度中大规模组合优化问题及鲁棒算法研究』，海南省自然科学高层次人才基金项目，2021-2023\n『国内外港口群协同发展与技术趋势分析』，中国工程科技发展战略海南研究院，2021-2022\n『利用函数式并行分布计算构建大数据高性能分析处理的互联网应用服务系统』，教育部留学回国人员科研启动基金，2015-2018\n『面向大数据智能分析处理的高性能网络应用服务系统关键技术的研究』，海南省自然科学基金，2015-2017\n『大数据高性能计算分析应用服务系统研究』，海南大学科研启动基金，2014-2015\n软件著作权 # 在线数据挖掘服务平台软件 V1.0，登记号 2016SR372230, 2016.12。\n文档加密软件 V1.0, 登记号2015SR169732， 2015.9。\n统计方法辅助优化英语重点单词学习记忆软件 V1.0, 登记号2014SR138325，2014.9。\n","date":"2026-04-17","externalUrl":null,"permalink":"/research/","section":"Qi QI's Website","summary":"","title":"Research","type":"page"},{"content":"","date":"2026-04-17","externalUrl":null,"permalink":"/tags/research/","section":"Tags","summary":"","title":"Research","type":"tags"},{"content":" 2026 秋季学期课程： # 算法分析与设计\n2025 秋季学期教授的课程： # 本科课程： 云计算安全\n研究生课程：人工智能\n2025年、2026年，春季学期教授的课程： # 本科课程： 网络安全技术\n研究生课程：组合优化与博弈问题（算法博弈）、大数据与人工智能（商学院应用经济学）\n","date":"2026-03-23","externalUrl":null,"permalink":"/courses/2025-2026-semesters/","section":"Courses","summary":"","title":"2025-2026 Spring and Fall semesters","type":"courses"},{"content":"","date":"2026-03-23","externalUrl":null,"permalink":"/categories/course/","section":"Categories","summary":"","title":"Course","type":"categories"},{"content":"","date":"2026-03-23","externalUrl":null,"permalink":"/courses/","section":"Courses","summary":"","title":"Courses","type":"courses"},{"content":"","date":"2026-03-23","externalUrl":null,"permalink":"/tags/teaching/","section":"Tags","summary":"","title":"Teaching","type":"tags"},{"content":"Alon, N., \u0026amp; Spencer, J. H. (2016). The probabilistic method (Fourth edition. ed.). Wiley.\nYoav Shoham, Kevin Leyton-Brown. (2009) Multiagent Systems: Algorithmic, Game-Theoretic, and Logical Foundations\nNisan, N. (2007). Algorithmic game theory. Cambridge University Press.\nEasley, D. and J. Kleinberg (2010). Networks, crowds, and markets : reasoning about a highly connected world. New York, Cambridge University Press.\nEchenique, F., N. Immorlica and V. V. Vazirani (2023). Online and matching-based market design. Cambridge, Cambridge University Press.\nVazirani, V. V. (2001). Approximation algorithms. Berlin ; New York, Springer.\nLovász, L. s. and M. D. Plummer (1986). Matching theory. Amsterdam ; New York New York, N.Y., North-Holland.\nBlum, A., J. E. Hopcroft and R. Kannan (2020). Foundations of data science. New York, NY, Cambridge University Press.\nTTIC - Algorithmic Game Theory (Winter 2026)\nTTIC 31260 - Algorithmic Game Theory (Spring 2024)\nCornell - Algorithmic Game Theory 2025 Fall\nMIT - Game theory 2024 Spring\nAlgorithmic Game Theory, 2024 lectures, by Uri Feige\nTTIC 31290 - Machine Learning for Algorithm Design (Fall 2025)\nMultiagent Systems: Instructional Resources\nTTIC 31150/CMSC 31150 - Mathematical Toolkit (Spring 2023)\nCMU - Foundations of Machine Learning and Data Science\nCOURSE: CS 15-892 Foundations of Electronic Marketplaces\nArtificial Intelligence: Representation and Problem Solving\nAAMAS(Autonomous Agents and Multiagent Systems) Conference Proceedings\nACM Conference - Economics and Computation\nACM Transactions on Economics and Computation\nInternational Symposium on Algorithmic Game Theory\nACM-SIAM Symposium on Discrete Algorithms (SODA)\nAvrim Blum\u0026rsquo;s Webpage\nVijay V. Vazirani\u0026rsquo;s publication\nÉva Tardos\u0026rsquo; Webpage\nUriel Feige\u0026rsquo;s Webpage\nEdith Elkind\u0026rsquo;s publications\nKevin Leyton-Brown\u0026rsquo;s publications\nGames and Equilibria in System Design and Analysis, Simons Institute workshops\nLearning and Games,Simons Institute workshops\nPrograms \u0026amp; Events, The Simons Institute for the Theory of Computing\nRobert Schapire\u0026rsquo;s publication list\nRuta Mehta\u0026rsquo;s publications\nPublications of Takehiro ITO\nTakayuki Ito\u0026rsquo;s publications\nAdvanced Combinatorial Optimization course by Michel Goemans\nSatoru Iwata\u0026rsquo;s lectures and publications\nAyumi Igarashi\u0026rsquo;s publications\nYasushi Kawase\u0026rsquo;s publications and teaching\nhttps://people.math.sc.edu/lu/teaching.html\nBen Zhao\u0026rsquo;s Webpage (adversarial machine learning) , Sand Lab(Security, Algorithms, Networking and Data)\n","date":"2026-03-21","externalUrl":null,"permalink":"/post/algorithmic-game-theory-data-science-courses/","section":"Posts","summary":"","title":"Algorithmic Game Theory, books,courses, journals,conferences,and scholars","type":"post"},{"content":"","date":"2026-03-21","externalUrl":null,"permalink":"/tags/algorithmic-games/","section":"Tags","summary":"","title":"Algorithmic Games","type":"tags"},{"content":"","date":"2026-03-21","externalUrl":null,"permalink":"/tags/combinatorics/","section":"Tags","summary":"","title":"Combinatorics","type":"tags"},{"content":"","date":"2026-03-21","externalUrl":null,"permalink":"/tags/computation-and-economics/","section":"Tags","summary":"","title":"Computation and Economics","type":"tags"},{"content":"","date":"2026-03-21","externalUrl":null,"permalink":"/categories/reference/","section":"Categories","summary":"","title":"Reference","type":"categories"},{"content":"","date":"2026-03-21","externalUrl":null,"permalink":"/tags/%E7%AE%97%E6%B3%95%E5%8D%9A%E5%BC%88/","section":"Tags","summary":"","title":"算法博弈","type":"tags"},{"content":" 你好！我在海南大学计算机科学与技术学院教授算法与博弈问题、人工智能、网络安全技术等课程。我的研究兴趣主要在组合优化问题与博弈问题，相关应用在计算机科学、经济、社会、心理学、工业，和网络空间安全等领域。专业领域包括算法博弈、机器学习和数据科学。我在美国密苏里哥伦比亚大学获得计算机科学哲学博士学位，我的导师是Yi Shang。我的电子邮件地址Email： qqi@hainanu.edu.cn\n过去的网页地址：qiqi789.github.io\nContact # Email: qqi @ hainanu.edu.cn, or qiqi789 @ gmail.com\nMy department address: Computer Science department Hainan University Renmin avenue #58 Haikou, Hainan, 570228 China\n","date":"2026-01-28","externalUrl":null,"permalink":"/about/","section":"Qi QI's Website","summary":"","title":"关于我的研究，About my research","type":"page"},{"content":"","date":"2025-03-07","externalUrl":null,"permalink":"/tags/reference/","section":"Tags","summary":"","title":"Reference","type":"tags"},{"content":"The link for the collection of selected references in Algorithmic Game Theory.\n","date":"2025-03-07","externalUrl":null,"permalink":"/post/selected-references-in-algorithmic-game-theory/","section":"Posts","summary":"","title":"Selected references in algorithmic game theory","type":"post"},{"content":"","date":"2024-05-08","externalUrl":null,"permalink":"/categories/art/","section":"Categories","summary":"","title":"Art","type":"categories"},{"content":"","date":"2024-05-08","externalUrl":null,"permalink":"/tags/art/","section":"Tags","summary":"","title":"Art","type":"tags"},{"content":"https://www.yo-yoma.com/our-common-nature/\nhttps://www.yo-yoma.com/biography/\n","date":"2024-05-08","externalUrl":null,"permalink":"/post/art-science/","section":"Posts","summary":"","title":"Art \u0026 Science","type":"post"},{"content":"","date":"2024-05-08","externalUrl":null,"permalink":"/categories/inspiration/","section":"Categories","summary":"","title":"Inspiration","type":"categories"},{"content":" New Directions in Market Design # NBER\u0026rsquo;s Conference, Spring 2023\nhttps://www.nber.org/conferences/new-directions-market-design-spring-2023\nMarket Design Working Group Meeting, Fall 2023 # https://www.nber.org/conferences/market-design-working-group-meeting-fall-2023\nhttps://www.nber.org/programs-projects/programs-working-groups%23Groups/market-design?page=1\u0026perPage=50\nSeminar, ACO Center @ UCI # https://acoi.ics.uci.edu/seminar-series/\n","date":"2024-04-26","externalUrl":null,"permalink":"/post/new-directions-in-market-design/","section":"Posts","summary":"","title":"New Directions in Market Design","type":"post"},{"content":"","date":"2024-04-26","externalUrl":null,"permalink":"/tags/%E5%B8%82%E5%9C%BA%E8%AE%BE%E8%AE%A1/","section":"Tags","summary":"","title":"市场设计","type":"tags"},{"content":"","date":"2024-04-26","externalUrl":null,"permalink":"/categories/%E8%AE%A1%E7%AE%97%E7%BB%8F%E6%B5%8E/","section":"Categories","summary":"","title":"计算经济","type":"categories"},{"content":"","date":"2024-04-26","externalUrl":null,"permalink":"/tags/%E8%AE%A1%E7%AE%97%E7%BB%8F%E6%B5%8E/","section":"Tags","summary":"","title":"计算经济","type":"tags"},{"content":" Avi Wigderson, Complexity Theory Pioneer, Wins Turing Award # https://www.quantamagazine.org/avi-wigderson-complexity-theory-pioneer-wins-turing-award-20240410/\nRandomness in computation wins computer-science ‘Nobel’ # https://www.nature.com/articles/d41586-024-01055-y\nAvi Wigderson\u0026rsquo;s Website\nhttps://www.math.ias.edu/avi/\nHis book: Mathematics and Computation\nhttps://www.math.ias.edu/avi/book\nAbel Prize celebrates union of mathematics and computer science # The work of winners László Lovász and Avi Wigderson underpins applications from Internet security to the study of networks.\nhttps://www.nature.com/articles/d41586-021-00694-9\n","date":"2024-04-11","externalUrl":null,"permalink":"/post/avi-wigderson-complexity-theory-pioneer-wins-turing-award/","section":"Posts","summary":"","title":"Avi Wigderson, Complexity Theory Pioneer, Wins Turing Award","type":"post"},{"content":"","date":"2024-04-11","externalUrl":null,"permalink":"/tags/scholars/","section":"Tags","summary":"","title":"Scholars","type":"tags"},{"content":"","date":"2024-04-11","externalUrl":null,"permalink":"/tags/turing-award/","section":"Tags","summary":"","title":"Turing-Award","type":"tags"},{"content":"Learning and Games workshops\nhttps://simons.berkeley.edu/programs/games2022/workshops\n","date":"2024-04-03","externalUrl":null,"permalink":"/post/learning-and-games-simons-institute-for-theory-of-computing/","section":"Posts","summary":"","title":"Learning and Games - Simons Institute for theory of computing","type":"post"},{"content":"","date":"2024-04-03","externalUrl":null,"permalink":"/tags/math/","section":"Tags","summary":"","title":"Math","type":"tags"},{"content":"","date":"2024-04-03","externalUrl":null,"permalink":"/tags/simons/","section":"Tags","summary":"","title":"Simons","type":"tags"},{"content":" Wolfram Alpha # https://www.wolframalpha.com/\n","date":"2024-04-03","externalUrl":null,"permalink":"/post/wolfram-alpha/","section":"Posts","summary":"","title":"Wolfram Alpha - 在线数学搜索","type":"post"},{"content":"","date":"2024-04-03","externalUrl":null,"permalink":"/tags/workshop/","section":"Tags","summary":"","title":"Workshop","type":"tags"},{"content":"","date":"2024-03-28","externalUrl":null,"permalink":"/tags/matching/","section":"Tags","summary":"","title":"Matching","type":"tags"},{"content":"","date":"2024-03-28","externalUrl":null,"permalink":"/categories/math/","section":"Categories","summary":"","title":"Math","type":"categories"},{"content":"The Mathematics of László Lovász\n","date":"2024-03-28","externalUrl":null,"permalink":"/post/the-mathematics-of-laszlo-lovasz/","section":"Posts","summary":"","title":"The Mathematics of László Lovász","type":"post"},{"content":"Combinatorics articles in Quanta magazine.\nhttps://www.quantamagazine.org/tag/combinatorics/\nCombinatorics: The Mathematics of Fair Thieves and Sophisticated Forgetters\nhttps://kids.frontiersin.org/articles/10.3389/frym.2023.1158338\n","date":"2024-01-28","externalUrl":null,"permalink":"/post/quanta-magazine-s-combinatorics-column/","section":"Posts","summary":"","title":"Quanta magazine's combinatorics column","type":"post"},{"content":" Combinatorics: The Mathematics of Fair Thieves and Sophisticated Forgetters # https://kids.frontiersin.org/articles/10.3389/frym.2023.1158338\nNoga Alon\u0026rsquo;s home page\n","date":"2024-01-21","externalUrl":null,"permalink":"/post/combinatorics-the-mathematics-of-fair-thieves-and-sophisticated-forgetters-by-noga-alon/","section":"Posts","summary":"","title":"Combinatorics: The Mathematics of Fair Thieves and Sophisticated Forgetters, by Noga Alon","type":"post"},{"content":" Abel interview 2021: László Lovász and Avi Wigderson # https://euromathsoc.org/magazine/articles/54\n2023 Interview with László Lovász # Interview with László Lovász\nhttps://euromathsoc.org/magazine\n","date":"2024-01-19","externalUrl":null,"permalink":"/post/abel-interview-2021-laszl-lovasz-and-avi-wigderson/","section":"Posts","summary":"","title":"Abel interview 2021: László Lovász and Avi Wigderson","type":"post"},{"content":" Optimization and Algorithm Design, Simons Institute for the Theory of Computing # https://simons.berkeley.edu/workshops/optimization-algorithm-design/schedule#simons-tabs\nNash Social Welfare and A Tale of Mathematical Programs Richard M. Karp Distinguished Lectures # https://simons.berkeley.edu/programs-events/public-lectures/richard-m-karp-distinguished-lectures\n","date":"2024-01-08","externalUrl":null,"permalink":"/post/optimization-and-algorithm-design-simons-institute-s-workshop/","section":"Posts","summary":"","title":"Optimization and Algorithm Design, Simons Institute's workshop","type":"post"},{"content":" As the Epitome of Talent: John von Neumann and Hungarian-born Scientists Around Him # From the International Olympiad in Informatics Journal Vol 17, 2023\n","date":"2023-12-23","externalUrl":null,"permalink":"/post/as-the-epitome-of-talent-john-von-neumann-and-hungarian-born-scientists-around-him-from-the-international-olympiad-in-informatics-journal/","section":"Posts","summary":"","title":"As the Epitome of Talent: John von Neumann and Hungarian-born Scientists Around Him","type":"post"},{"content":"László Lovász: Working mathematical miracles\nhttps://plus.maths.org/content/laszlo-lovasz-working-mathematical-miracles\nPioneering Graph Theory – László Lovász\nSelected topics in graph theory\nhttps://lovasz.web.elte.hu//kurzusok/limit2023.html\nhttps://lovasz.web.elte.hu//kurzusok/\nBreaking the Silo: The Rising Trend (and Challenges) of Multidisciplinary Research, Heidelberg Laureate Forum https://scilogs.spektrum.de/hlf/breaking-the-silo-the-rising-trend-and-challenges-of-multidisciplinary-research/\nWhy People Hate Maths, and Why You Should Love It\nhttps://scilogs.spektrum.de/hlf/why-people-hate-maths-and-why-you-should-love-it/\n","date":"2023-12-14","externalUrl":null,"permalink":"/post/l-szl-lov-sz-working-mathematical-miracles/","section":"Posts","summary":"","title":"László Lovász: Working mathematical miracles","type":"post"},{"content":"","date":"2023-12-14","externalUrl":null,"permalink":"/categories/%E5%AD%A6%E8%80%85%E5%88%86%E4%BA%AB/","section":"Categories","summary":"","title":"学者分享","type":"categories"},{"content":"","date":"2023-12-14","externalUrl":null,"permalink":"/tags/%E5%AD%A6%E8%80%85%E5%88%86%E4%BA%AB/","section":"Tags","summary":"","title":"学者分享","type":"tags"},{"content":" https://ics.uci.edu/~vazirani/\nhttps://simons.berkeley.edu/events/richard-m-karp-distinguished-lecture-algorithmic-opportunities-matching-markets\nhttps://simons.berkeley.edu/events/theory-alternating-paths-blossoms-perspective-minimum-length\nLP-Duality and the Cores of Games\nhttps://simons.berkeley.edu/workshops/online-matching-based-market-design/schedule#simons-tabs\nhttp://www.columbia.edu/~yf2414/research.html\nhttp://www.columbia.edu/~yf2414/teaching.html\nhttps://icerm.brown.edu/video_archive/?play=3027\nhttp://www.columbia.edu/~cs2035/courses/ieor8100.F18/index.html\nInternational Conference on Integer Programming and Combinatorial Optimization\nhttps://yufeizhao.com/\nGraph Theory and Additive Combinatorics book https://ocw.mit.edu/courses/18-217-graph-theory-and-additive-combinatorics-fall-2019/ https://ocw.mit.edu/courses/18-226-probabilistic-method-in-combinatorics-fall-2020/ Erdős and Shannon: A Story of Probability, Communication, and Combinatorics | Richard M. Karp Distinguished Lecture, Jacob Fox\nIntroduction to Data Structures and Optimization for Fast Algorithms | Richard M. Karp Distinguished Lecture\n","date":"2023-12-06","externalUrl":null,"permalink":"/post/matching-related-references/","section":"Posts","summary":"","title":"Matching , Graph theory, Combinatorics related references","type":"post"},{"content":" Conference # International Symposium on Algorithmic Game Theory\nThe 16th International Symposium on Algorithmic Game Theory (SAGT) 2023\nProceeding Web link SAGT 2022\nSAGT 2021\nSAGT 2020\nSAGT 2019\nSAGT 2018\nSAGT 2017\nSAGT 2016\nSAGT 2015\nSAGT 2014\nSAGT 2013\nSAGT 2012\nSAGT 2011\nSAGT 2010\nSAGT 2009\nSAGT 2008\nACM links # ACM Special Interest Group on Economics and Computation\nACM Transactions on Economics and Computation\nACM Conference on Economics and Computation\nLectures # Matchings\nAlgorithms core theory\n","date":"2023-11-21","externalUrl":null,"permalink":"/post/algorithms-and-game-theory/","section":"Posts","summary":"","title":"Algorithms and Game Theory","type":"post"},{"content":"","date":"2023-11-21","externalUrl":null,"permalink":"/tags/literature/","section":"Tags","summary":"","title":"Literature","type":"tags"},{"content":"","date":"2023-11-21","externalUrl":null,"permalink":"/tags/market-design/","section":"Tags","summary":"","title":"Market Design","type":"tags"},{"content":"","date":"2023-11-21","externalUrl":null,"permalink":"/tags/%E7%A0%94%E7%A9%B6%E5%89%8D%E6%B2%BF/","section":"Tags","summary":"","title":"研究前沿","type":"tags"},{"content":" Online and Matching-Based Market Design workshop # Workshop, Oct. 2023, Simons Institute for the Theory of Computing\nhttps://simons.berkeley.edu/workshops/online-matching-based-market-design/schedule#simons-tabs\n","date":"2023-11-08","externalUrl":null,"permalink":"/post/online-and-matching-based-market-design/","section":"Posts","summary":"","title":"Online and Matching-Based Market Design","type":"post"},{"content":" CCF 计算经济学大赛 # CCF 计算经济学大赛，https://ccf.pkucxpl.com/ 计算经济学专业组, https://www.ccf.org.cn/Chapters/TC/TC_Listing/TCCE/ 北京大学前沿计算研究中心，https://cfcs.pku.edu.cn/people/directors/index.htm ACM links # ACM Special Interest Group on Economics and Computation\nACM Transactions on Economics and Computation\nACM Conference on Economics and Computation\nRelated Links # Mixed Integer Programming Society, Mathematical Optimization Society\n理论计算机科学研究中心（Institute for Theoretical Computer Science），上海财经大学\n人工智能研究院，北京大学\n高瓴人工智能研究院，人民大学\n华为算法创新Lab\nhttp://marketdesigner.blogspot.com/\n","date":"2023-10-30","externalUrl":null,"permalink":"/post/ccf-ce-competition/","section":"Posts","summary":"","title":"CCF 计算经济大赛，专委会，相关网页","type":"post"},{"content":" How this Turing Award\u0026ndash;winning researcher became a legendary academic advisor # https://www.technologyreview.com/2023/10/24/1081478/manuel-blum-theoretical-computer-science-turing-award-academic-advisor/\n","date":"2023-10-30","externalUrl":null,"permalink":"/post/how-this-turing-award-winning-researcher-became-a-legendary-academic-advisor/","section":"Posts","summary":"","title":"How this Turing Award–winning researcher became a legendary academic advisor","type":"post"},{"content":" Online reference bookmarks # https://ics.uci.edu/~vazirani/\nhttps://arxiv.org/search/cs?searchtype=author\u0026query=Vazirani,+V+V https://home.ttic.edu/~avrim/Papers/pubs.html\nhttps://www.cs.cornell.edu/home/kleinber/\nINFO 1260 / CS 1340: Choices and Consequences in Computing (cornell.edu) https://tibshirani.su.domains/index.html\nhttps://tibshirani.su.domains/research_page.html\nhttps://tibshirani.su.domains/research.html\nhttps://arxiv.org/find/all/1/all:+AND+robert+tibshirani/0/1/0/all/0/1\nhttps://people.eecs.berkeley.edu/~jordan/publications.html\nhttp://www.columbia.edu/~cs2035/\nhttps://www.engineering.columbia.edu/faculty/christos-papadimitriou\nhttps://fan.princeton.edu/fan/classes/525.html\nhttps://rdpeng.org/ (R, Statistics, and Data Sciences)\nhttps://www.cis.upenn.edu/~aaroth/\nhttps://ericbudish.org/\nhttps://stanford.edu/~jacobfox/\nhttps://www.its.caltech.edu/~dconlon/\nMatching # https://ics.uci.edu/~vazirani/\nhttps://simons.berkeley.edu/events/richard-m-karp-distinguished-lecture-algorithmic-opportunities-matching-markets\nhttp://www.columbia.edu/~yf2414/research.html\n","date":"2023-10-30","externalUrl":null,"permalink":"/post/reference-bookmarks-scholars-webpages/","section":"Posts","summary":"","title":"Reference bookmarks -- scholars webpages","type":"post"},{"content":"Richard M. Karp Distinguished Lectures\nhttps://simons.berkeley.edu/programs-events/public-lectures/richard-m-karp-distinguished-lectures\nLP-Duality and the Cores of Games\nhttps://simons.berkeley.edu/talks/vijay-v-vazirani-uc-irvine-2023-10-27\nOnline and Matching-Based Market Design\nhttps://simons.berkeley.edu/workshops/online-matching-based-market-design/schedule#simons-tabs\nLearning and Games\nhttps://simons.berkeley.edu/programs/games2022\nAnalysis and TCS Boot Camp\nhttps://simons.berkeley.edu/workshops/analysis-tcs-boot-camp/schedule#simons-tabs\nApplications in Extremal Combinatorics 2\n","date":"2023-10-30","externalUrl":null,"permalink":"/post/simons-institute-for-the-theory-of-computing-bookmarks/","section":"Posts","summary":"","title":"Simons Institute for the Theory of Computing bookmarks","type":"post"},{"content":" 科研学者经验分享 # 窦志成教授：如何撰写科研论文\nhttp://ai.ruc.edu.cn/research/science/20201014001.html\n赵鑫教授：科研入门的一些经验分享\nhttp://ai.ruc.edu.cn/research/science/20221125003.html\n","date":"2023-10-30","externalUrl":null,"permalink":"/post/research-scholars/","section":"Posts","summary":"","title":"科研学者经验分享，网上摘录","type":"post"},{"content":"","date":"2023-05-09","externalUrl":null,"permalink":"/categories/ai/","section":"Categories","summary":"","title":"AI","type":"categories"},{"content":"","date":"2023-05-09","externalUrl":null,"permalink":"/tags/ai/","section":"Tags","summary":"","title":"AI","type":"tags"},{"content":"","date":"2023-05-09","externalUrl":null,"permalink":"/tags/lectures/","section":"Tags","summary":"","title":"Lectures","type":"tags"},{"content":" 人工智能 2023春季学期 # 作业 # 作业1 . 参考答案 作业2 . 参考答案 作业3 . 参考答案 作业4 . 参考答案 作业5 内容提纲 # 序号 内容提纲 对应章节 幻灯片 1 人工智能简介，课程内容介绍 第1章，第26.3、27.4节 pdf 2 智能行为体和环境 第2章 pdf 3 基础搜索算法,A*搜索,和启发式法 第3章的1-4节，5-6节 pdf , part2_pdf 4 局部搜索和不确定搜索 第4章 pdf 5 博弈对抗搜索，博弈原理基础 第5章1-5节 pdf 6 约束满足问题，回溯搜索 第6章1，3-5节 pdf 7 命题逻辑：语法和推理 第7章第1-5、第6.1和第7节 pdf 8 马尔科夫决策过程 第17章 part1 , part2 9 增强学习算法 第21章 part1 , part2 10 概率和贝叶斯推理 第13章 pdf 11 贝叶斯网络 第14章 part1 , part2, part3 , part4 12 决策网络和信息价值 第16章5-6节 pdf 13 隐式马尔科夫模型，粒子滤波 第15章 part1 , part2 14 机器学习：朴素贝叶斯 第18.1,18.2,18.4章节 pdf 15 机器学习：感知机，逻辑斯特回归 第18.6章节 pdf 16 机器学习：优化方法，神经网络模型 第18.6,18.7章节 pdf 推荐的教材和阅读 # 课本：\nArtificial Intelligence: A Modern Approach, 3rd edition, Stuart J. Russell and Peter Norvig. Prentice Hall, 2009. 阅读：\nVazirani, Vijay V. 2001. Approximation algorithms (Springer: Berlin ; New York). Shalev-Shwartz, Shai, and Shai Ben-David. 2014. Understanding machine learning : from theory to algorithms (Cambridge University Press: New York, NY, USA). Boyd, Stephen P., and Lieven Vandenberghe. 2004. Convex optimization (Cambridge University Press: Cambridge, UK ; New York). Ben-Tal, A., Laurent El Ghaoui, and A. S. Nemirovskiĭ. 2009. Robust optimization (Princeton University Press: Princeton). ","date":"2023-05-09","externalUrl":null,"permalink":"/courses/ai/2023_spring/","section":"Courses","summary":"","title":"人工智能导论（2023 春季）","type":"courses"},{"content":"","date":"2022-11-08","externalUrl":null,"permalink":"/tags/ai%E5%8F%AF%E8%A7%A3%E9%87%8A/","section":"Tags","summary":"","title":"AI可解释","type":"tags"},{"content":" 人工智能算法在可解释性和公平可信发展趋势的初步调研1 # 现代人工智能的应用普及，同时也带来了算法在决策上的偏见和区别对待等问题。例如，一个犯罪风险评估算法对黑人比白人辩护人更有可能做出错误的预测判断；广告投放算法会把秘书和超市工作的广告更多地推介给女性；一个医疗资源配置算法对于同等需求的患者更倾向于白人。想比较于人类决策中的歧视现象，算法的歧视更具有隐蔽性，因为算法的预测模型是通过对大量收集的数据进行处理分析以后所确立的，而不是基于当事人的抉择。然而，传统的机器学习算法的模型构建和预测有可能强化了所应用的数据中的偏见与不均匀的配置，从而导致具有偏见的预测判断。\n美国的现有法律明确禁止有目的歧视，比如差别对待。因此一个公司如果依赖于有歧视效应的预测模型来做出雇佣选择，那么它也是违反了相关法律\n\\[1\\]。然而，对于算法来说，如果仅是把一些诸如性别、种族等的特征数据从训练数据中刨除出去，也不一定能够保证算法的预测公平性。例如，在训练数据中，假如女性雇员的工作指标数据非常少，那么算法最终训练出来的模型可能对女性雇员的工作评价做出不公平的预测。因此，此类用于人力资源雇佣和评价决策的算法应该经常对其输入训练数据中不同群体的数据分布进行审计。\n如何保证算法的公平性，计算机科学和数据科学专家已经提出了一些方法降低预测模型的可能偏见。这些方法通常会在构建模型过程中考虑应对敏感特征所代表的数据。然而，把不同群体的数据进行强制定量，忽视群体间内在的相关差异，也是不科学的。虽然，相关的法律规则并不容易被直接反应在计算机程序和算法里，但是，当前的法律为算法设计者、数据科学专家提供了比较多的自由，去探索不同的策略用于减少算法所产生的判别偏见\n\\[1\\]。\n另一方面，人工智能持续为工业界提升全球经济总量，预计2030年将增加1300亿美元\n\\[2\\]。然而这种发展也受限于如何更有效地在各公司企业间分享数据。由于保密性和风险控制，大公司通常不愿意分享其数据。现代机器学习算法研究已经提供了解决这些问题的相关技术。比如，联邦转移学习技术，能够利用各公司分布式的数据训练构建跨公司的预测模型，同时解决数据分享的隐私保护，和各公司间数据分布不一致的问题\n\\[2\\]。人工智能模型的构建还需考虑其学习算法的可扩展性、鲁棒性，和算法表现的有效性。\n此外，人工智能技术的迅速普及带动了数据驱动的模型构建的自动化进程，微软、谷歌、亚马逊都开发了所谓自动机器学习技术\n\\[3\\] ，通过给定数据能够自动产生预测模型，其预测表现不低于出版文献中提到的学习算法。\n然而，在大数据时代，创建适合于人工智能的数据集依然面临很大的挑战。这些挑战包括数据的质量保证，和标签标注。据报道，数据科学家需要花费比模型训练、选择和布置上面多两倍的时间，用于数据的导入、清洗、可视化等数据准备工作上。这体现出在人工智能时代，数据收集、处理等准备工作拥有的巨大价值。\n即使是现在最先进的人工智能模型也经常会受数据的影响产生错误的关联推断和偏见。对数据的处理和准备能够很大程度上影响使用这些数据进行训练的模型的泛化学习能力和可靠性。因此从数据为中心的角度看，人工智能的发展需要系统化和标准化的方法对训练和测试数据进行评估、合成、清洗和标注。这些方面都极大影响到了训练出的人工智能模型的预测判断表现。\n\\[3\\]\n在文献\n\\[3\\]中，作者对人工智能数据管道中的每一个主要环节分别给出了一些关键建议。这些环节包括数据设计，数据处理和选择，数据评估策略等。整个数据管道也受数据有关法规政策的约束，以保证平衡、隐私保护的和可信的人工智能。在文章的最后，作者指出政府的法规和数据政策对于可信人工智能也扮演着重要的角色。例如，欧洲的AI规范草案中对构建模型的数据的规范性进行了明确的要求。有关的政策法规需要对隐私保护和数据访问之间进行合理的平衡。高质量和收集成本昂贵的数据集通常会成为公司私有的资产，学术界研究人员很难获取高质量的数据。政府在这方面的规范法规可以用来帮助改进数据的便携分享和控制。各国在这方面的努力仍处于初步阶段。同时，人工智能模型本身也可以用来对数据进行校准，检测其中的异常、错误和偏见。以数据为中心的方法将成为未来人工智能发展过程中不可缺少的组成部分。\n\\[1\\] KIM P T. Addressing Algorithmic Discrimination\n\\[J/OL\\]. Commun. ACM, 2021, 65(1): 25-27. https://doi.org/10.1145/3498660.\n\\[2\\] FINK O. NETLAND T. FEUERRIEGELC S. Artificial Intelligence across Company Borders\n\\[J/OL\\]. Commun. ACM, 2021, 65(1): 34-36. https://doi.org/10.1145/3470449.\n\\[3\\] LIANG W. TADESSE G A. HO D. 等. Advances, challenges and opportunities in creating data for trustworthy AI\n\\[J/OL\\]. Nature Machine Intelligence, 2022, 4(8): 669-677. https://doi.org/10.1038/s42256-022-00516-1.\nEmail: qqi@hainanu.edu.cn\u0026#160;\u0026#x21a9;\u0026#xfe0e;\n","date":"2022-11-08","externalUrl":null,"permalink":"/post/test-new-post/","section":"Posts","summary":"","title":"人工智能算法在可解释性和公平可信发展趋势的初步调研","type":"post"},{"content":" 内容提纲 # 序号 内容提纲 对应章节 幻灯片、作业 1 人工智能简介，课程内容介绍 第1章，第26.3、27.4节 pdf 2 智能行为体和环境 第2章 pdf 3 基础搜索算法,A*搜索,和启发式法 第3章的1-4节，5-6节 pdf , part2_pdf ；作业1 4 局部搜索和不确定搜索 第4章 pdf 5 博弈对抗搜索，博弈原理基础 第5章1-5节 pdf; 作业2 6 约束满足问题，回溯搜索 第6章1，3-5节 pdf 7 命题逻辑：语法和推理 第7章第1-5、第6.1和第7节 pdf 课本参考：\nArtificial Intelligence: A Modern Approach, 3rd edition, Stuart J. Russell and Peter Norvig. Prentice Hall, 2009. ","date":"2022-04-08","externalUrl":null,"permalink":"/courses/ai/2022-spring/","section":"Courses","summary":"","title":"人工智能导论（2022 春季）","type":"courses"},{"content":" 人工智能 （2019秋季） # 更新通知 # 2019/12/9 # 期末考试为闭卷考试，考查范围主要涉及：搜索算法，约束满足问题，博弈问题，MDP，增强学习，概率推理，贝叶斯网络，决策网络和信息价值，隐式马可夫网络，机器学习等相关内容。\n2019/12/2 # 作业6，已经贴出。\n2019/11/25 # 作业5，已经贴出。\n2019/11/18 # 作业1，2，3（作业1-3是往年的），4，已经贴出。\n作业 # 作业1, 答案1 作业2, 答案2 作业3, 答案3 作业4 作业5 作业6 内容安排 # 顺序 内容标题 阅读书上章节 幻灯片 1 人工智能简介；课程内容介绍 第1章，和26.3,27.4 ppt 2 智能行为体和环境 第2章 ppt 3 基础搜索算法；A星搜索和启发式法 第3章的1-4节，5-6节 ppt 4 局部搜索和不确定搜索 第4章 ppt 5 博弈问题 第5章1-5节 ppt 6 约束满足问题 第6章1，3-5节 ppt 7 命题逻辑：语法和推理 第7章第1-5、6.1和第7节 ppt 8 马可夫决策过程 (MDP) ppt-part1, ppt-part2 9 强化学习 (Reinforcement learning) ppt-part1, ppt-part2 10 概率（贝叶斯）推理 第13章第1-5节 ppt 11 贝叶斯网络：语法和语义 第14章第1-4节 [ppt](slides/lecture11-BN representation.pptx) 12 贝叶斯网络：D分离 [ppt](slides/lecture12 - BNs Independence.pptx) 13 贝叶斯网络：精确推断 第14章第1-4节 [ppt](slides/lecture13 - BN Inference.pptx) 14 贝叶斯网络：近似推理（采样） [ppt](slides/lecture14 - BN sampling.pptx) 15 决策网络与信息价值 第16章 ppt 16 马科夫模型，粒子滤波 第15章第1-3节 ppt-part1 , ppt-part2 17 机器学习：朴素贝叶斯模型 第20章第1-2节 [ppt](slides/lecture18 ML-naive bayes.pptx) 18 机器学习：感知机，逻辑斯特回归 第18章第6，8节 19 机器学习：优化方法，人工神经网络 第18章第6，8节 课程信息 # 课本参考： # Artificial Intelligence: A Modern Approach, 3rd edition, Stuart J. Russell and Peter Norvig. Prentice Hall, 2009. 以往课程网页 # 2017 秋季学期 2016 秋季学期 数学参考 # Wolfram mathworld Math Warehouse 机器学习参考 # Machine learning group\nCOLT (Computational Learning Theory) group\nNIPS workshops on optimization for machine learning\nNIPS papers\nKaggle competitions\nKaggle datasets\nChallenges in machine learning\nCompetitions at Codalab\nCybersecurity data mining competition 2017\nkdnuggets\nmachine learning community - google+\ndeep learning community - google+\nShai Shalev-Shwartz\nAvrim Blum\nhttp://www.machinelearning.com/avrim Foundations of Data Science, the book Berkeley course - The Foundations of Data Science\nThe Foundations of Data Science, online book Stanford course: Convolutional Neural Networks for Visual Recognition\nhttp://cs231n.stanford.edu/ Convolutional Neural Networks Machine learning research group \u0026ndash; University of Oxford\nOxford-man institute of quantitative finance\nDistill pub \u0026ndash; online journal, seeking clarity in Machine Learning\nMachine learning course at Stanford\nPython 参考 # Conda documentation Python documentation Python tutorial Numpy manual NumPy for Matlab users Numpy tutorial CVXOPT user\u0026rsquo;s guide Python data analysis library \u0026ndash; pandas pytorch, tensors and dynamic neural nets in python Keras \u0026ndash; Python Deep Learning library (high level) Keras blog Scala 参考 # Scala main website 写作工具 # Atom, a modern text editor(for markdown, Scala, etc.) Markdown Preview Enhanced Texts, a rich editor for markdown (purchase) Markdown Basics Pandoc Latex online guidance Gnuplot EndNote - managing bibliographies BibDesk - MAC BIBLIOGRAPHY MANAGER betterbib - python tool for bib conversion according to crossRef or DBLP R 参考 # R for Data Science (an online book) 参考 # AI Space \u0026ndash; Tools for Learning Artificial Intelligence\nNeural Networks demos in browser\nfast.ai. neural nets, deep learning\nLiveBook: Optimization models and applications\nHyperText-book: Optimization Models - Berkeley\nComputational Machine Learning - NYU course\nMachine learning and Data mining \u0026ndash; CPSC 340\nTechcrunch - AI news\nHow Artificial Intelligence is Reshaping Management\nDeep Learning Helps to Map Mars and Analyze its Surface Chemistry\nSoftware That Beat World’s Best Human ‘Go’ Player Has Roots in UMass Amherst Computer Science\nArtificial intelligence just made a huge leap in warfare\nStephen Hawking warns artificial intelligence could end mankind\nThe Three Breakthroughs That Have Finally Unleashed AI on the World\nTools for Learning Artificial Intelligence\nAI Landscape\nACM\u0026rsquo;s Computer Science 2013: Curriculum Guidelines for Undergraduate Programs in Computer Science\nBook: Superintelligence, Nick Bostrom\nBest sellers in Artificial Intelligence\nMachine intellience research institute\nLess Wrong Discussion\nI, algorithm: A new dawn for artificial intelligence\nmachine learning resources\n","date":"2019-11-19","externalUrl":null,"permalink":"/courses/ai/2019-fall/ai/","section":"Courses","summary":"","title":"AI lecture","type":"courses"},{"content":" The following resources are in the fields of parallel, distributed computing, artificial intelligence, machine learning, data mining. Many of the journals were picked out from the top ranking of Journal Citation Reports from Web of Science. People, Lab, Organization ACM IEEE USENIX Conferences Digital libraries \u0026 Search platforms Chinese Science Citation DB Elsevier Springer Courses, Workshops Software, Industry Research online tools Research software Library Competitions # ROADEF/EURO CHALLENGE 2020\nInternational Olympiad in Informatics\nPeople, Lab, Organization # Avrim Blum\nClifford Stein\nRob Tibshirani\nAlexander Schrijver\nShai Shalev-Shwartz\nAnupam Gupta\nBen Recht\nJorge Nocedal\nRan El-Yaniv\nampLab, UC Berkeley\nParallel Computing Lab, UC Berkeley\nAlgorithms and Complexity, CMU\nPROBE on Parallel Thinking, CMU\nParallel Computing group, MIT, Multicore Algorithmics group\nMaurice Herlihy\nHagit Attiya, Technion\nNir Shavit, MIT\nSergio Rajsbaum\nResources for Multicore Programming Education\nGuy E. Blelloch, CMU\nAssaf Schuster, Technion\nJure Leskovec, Stanford\nDavid A. Patterson\nParallel and Distributed Systems TU Delft\nBigdata@CSAIL MIT\nComputing research association\nSociety for Industrial and Applied Mathematics\nACM SIG # SIGACT, Algorithms and Computation Theory ACM Symposium on Parallelism in Algorithms and Architectures, in ACM-DL ACM Symposium on Principles of Distributed Computing, in ACM-DL News, in ACM-DL ACM SIGACT News Distributed Computing Column SIGAI, Artificial Intelligence SIGEVO, Genetic and Evolutionary Computation SIGKDD, Data mining, data science and analytics community KDD(International Conference on Knowledge Discovery and Data Mining), in ACM-DL Explorations Newsletter, in ACM-DL SIGMOD, Management of Data ACM SIGMOD International Conference on Management of Data SIGHPC, High performance computing SIGPLAN, Programming Languages ACM Symposium on Principles and Practice of Parallel Programming OOPLSA, SPLASH(Systems, Programming, Languages, and Applications: Software for Humanity), (part of SPLASH conference) European Conference on Object-Oriented Programming, (sponsored by AITO) SIGPLAN Notices, in ACM-DL SIGARCH, Computer Architecture Computer Architecture News SIGMETRICS, performance evaluation Performance Evaluation Review ACM Transactions/Journals # Intelligent Systems and Technology, in ACM-DL Computing Surveys, in ACM-DL Journal of the ACM ACM magazines # Conmunications ACM Conferences # Proceedings of the ACM International Conference on Computing Frontiers ACM/IEEE International Symposium on Code Generation and Optimization, in ACM-DL IEEE\u0026rsquo;s computer society # Computer society digital library\nmagazines\nComputer Intelligent Systems Cloud Computing Computing in Science \u0026amp; Engineering Computational Intelligence, in Xplore Transactions\nEmerging topics in computing Parallel and distributed systems Knowledge and data engineering Pattern analysis and machine intelligence Evolutionary Computation, in Xplore Neural Networks and Learning Systems, in Xplore Cloud computing Other IEEE transactions # Computers Software Engineering Industrial Informatics, IEEE Transactions on Mobile computing Information Theory Networking IEEE Conferences # IEEE Symposium on High Performance Computer Architecture, in Xplore USENIX(The Advanced Computing Systems Association) # Workshop on Hot Topics in Parallelism Workshop on Hot Topics in Cloud Computing Conferences # Euro-Par Euro-Par 2014: Parallel Processing SC conference series(International Conference for High Performance Computing, Networking, Storage, and Analysis) SC'14 Proceedings Multicore venues International conference on parallel architectures and compilation ACM SIGPLAN Symposium on principles and practice of parallel programming Annual symposium on cloud computing ACM SIGPLAN-SIGACT Symposium on principles of programming languages Digital libraries, Search platforms # ACM Digital Library Web of Science, Thomson Reuters (可搜索中外期刊文献) dblp: computer science bibliography Scopus, Elsevier Engineering Village(EI), Elsevier ScienceDirect, Elsevier (within Elsevier\u0026rsquo;s publication) (校园订阅) Springer Link (within Springer\u0026rsquo;s publication) Chinese Science Citation Database # 中国科学院文献情报中心（国家科学图书馆) (校园订阅)\n中国科学引文数据库\nWeb of Science searching database includes CSCD.\n维普期刊资源整合服务平台 (校园订阅)\n中国知网 (校园订阅)\n万方数据知识服务平台 (校园订阅)\n中国版权保护中心\n中国知识产权局专利检索\nChinese Journals # 计算机学报 (Chinese Journal of Computers) 计算机研究与发展 (Journal of Computer Research and Development) 软件学报 (Journal of Software) 计算机应用 (Journal of Computer Applications) 计算机科学 计算机科学与探索 (Journal of Frontiers of Computer Science and Technology) Journal of Computer Science and Technology 工程研究\u0026ndash;跨学科视野中的工程 科学通报 (Chinese Science Bulletin) 中国科学院院刊 (Bulletin of Chinese Academy of Sciences) 计算机应用研究 计算机工程 (Computer Engineering) 计算机工程与科学 (Computer Engineering \u0026amp; Science) 计算机工程与应用 (Computer Engineering and Applications) 控制与决策 信息与控制 模式识别与人工智能 数值计算与计算机应用 电子学报 智能系统学报 Chinese science organization # 国家自然科学基金委员会 科研基金网络信息系统 中国科学院计算技术研究所 (Institute of Computing Technology Chinese Academy of Sciences) 中国科学技术协会 (China Association for Science and Technology) 中国计算机学会 中国人工智能学会 Elsevier # Journal of Parallel and Distributed Computing, in ACM-DL Parallel Computing \u0026ndash; systems \u0026amp; applications, in ACM-DL Artificial Intelligence Information Sciences Applied Soft Computing Pattern Recognition Neural Networks Mathematical and Computer Modelling International Journal of Approximate Reasoning Springer # Journal of Supercomputing Jounral of Cloud Computing Knowledge and Information Systems Machine Learning Algorithmica Data Mining \u0026amp; Knowledge Discovery Journals of other publishers # Journal of Machine Learning Research European Journal of Information Systems SIAM Journal on Computing International Journal of Parallel, Emergent and Distributed Systems Books # The Art of Multiprocessor Programming, Revised Peprint Distributed Computing Through Combinatorial Topology Introduction to Parallel Computing Principles of Parallel Algorithms and Programming, draft, cmu Computer Architecture: A Quantitative Approach Quora topics # Parallel computing Distributed algorithms Distributed systems Machine learning Courses, Workshops # Coursera Theoretical Foundations of Big Data Analysis Parallel and Sequential Data Structures and Algorithms, CMU Parallel and Distributed Computing, USF Introduction to Parallel Computing, USF Parallel Algorithm Design and Analysis, TAMU Parallel Algorithms, Utrecht Univ. Parallel And Distributed Programming, Technion Foundations of Parallel and Distributed Systems, UC Berkeley ASPIRE Short Course on Parallel Programming Concepts of Operating Systems Concurrent Systems Multicore Programming Resource pages # http://www.personal.kent.edu/~rmuhamma/Parallel/parallel.html Software, Industry # Typesafe\nSpark\nPredictionIO\nScala programming language\nMapR\nDelite\nDelite on github A compelling family of DSLs for Data Science Datacenter OS\nCSDN中文IT社区\nOReilly radar\nResearch online tools # dblp: computer science bibliography The collection of computer science bibliography Google Scholar Microsoft Academic Search arXiv.org Worldcat Research software # LaTeX, a document preparation system CTAN, TEX archive network TeX users group Tex stack exchange TexShop, for Mac TeX studio gnuplot R, open source Stat software R studio, a frontend to R Math Writing tool # Markdown texts can be converted to PDF, Word, Latex documents.\nMS\u0026rsquo;s Visual Studio Code editor\nmarkdown preview enhanced extension latex extension Texlive\nPandoc, a universal text file transformation tool\nRstudio, rmarkdown\nConvert Excel to Markdown Table\nOxford\u0026rsquo;s Learner\u0026rsquo;s Dictionaries online account\ngo to top\n","date":"2019-11-19","externalUrl":null,"permalink":"/venues/","section":"Qi QI's Website","summary":"","title":"Links","type":"page"},{"content":"","externalUrl":null,"permalink":"/en/authors/","section":"Authors","summary":"","title":"Authors","type":"authors"},{"content":"","externalUrl":null,"permalink":"/en/categories/","section":"Categories","summary":"","title":"Categories","type":"categories"},{"content":"Email:\nqqi @ hainanu.edu.cn,\nor qiqi789 @ gmail.com\nMy department address:\nComputer Science department\nHainan University\nRenmin avenue #58\nHaikou, Hainan, 570228\nChina\n","externalUrl":null,"permalink":"/contact/","section":"Qi QI's Website","summary":"","title":"Contact","type":"page"},{"content":"","externalUrl":null,"permalink":"/en/","section":"My Website","summary":"","title":"My Website","type":"page"},{"content":"","externalUrl":null,"permalink":"/en/series/","section":"Series","summary":"","title":"Series","type":"series"},{"content":"","externalUrl":null,"permalink":"/en/tags/","section":"Tags","summary":"","title":"Tags","type":"tags"}]