宋友 - 北京航空航天大学

个人简介

1993 - 1999年，北航应用数学系，本科、硕士 1999 - 2003年，北航电子工程系博士 2003 - 至今，北航软件学院教师 2006.4 – 2007.3，University of California-Irvine，访问学者 2015.7 – 2015.8，University of Illinois at Urbana-Champaign，访学培训主持或参与多个科研项目，包括国家自然科学基金项目、国家863项目、政府与企业合作项目等。主持研发了空间科学卫星（“悟空”暗物质探测卫星、“墨子”量子科学卫星、“慧眼”硬X射线调制望远镜）的若干个软件子系统。在国内外著名刊物、会议上发表学术论文60余篇，包括顶级刊物IEEE Trans系列TKDE, TCBB, TCSVT等, KBS, ESWA, Scientometrics, A类会议AAAI, ITSC, IAC等。编写教材（专著）6本。申请国家专利10余项，软件著作权5项。近几年，负责了基于编程大数据的智能推荐研究、基于综合大数据的建模、分析与预测等，其研究成果已经应用于空间科学、生物计算、在线教育、交通指挥、金融科技信息、金融IT运维等领域。指导本科生、研究生获得多项重要的国际国内科技竞赛大奖，包括微软创新杯全国一等奖、挑战杯科技竞赛全国一等奖、中国软件杯全国一等奖、腾讯T派创新创业竞赛全国亚军、Intel杯全国二等奖、等等。带领学生8次晋级ICPC World Finals（国际大学生程序设计竞赛世界总决赛），分别为：2013，俄罗斯圣彼得堡；2015，摩洛哥马拉喀什；2016，泰国普吉岛；2017，美国拉皮德城；2018，中国北京；2019，葡萄牙波尔图；2021，俄罗斯莫斯科；2022，孟加拉国达卡。受聘为微软“编程之美”、百度“百度之星”等活动顾问，中金所外部技术专家委员，装发载人航天工程软件专家组成员等。获得教育部-华为“智能基座”优秀教师奖励计划（2022），宝钢教育奖（2020），ICPC 教练奖（ICPC Coach Award Winner, 2019），北京市教学成果奖等。

研究领域

主要从事软件工程、信号与信息处理、大数据分析、人机交互、科技金融、人工智能等方面的研究

近期论文

查看导师新发文章（温馨提示：请注意重名现象，建议点开原文通过作者单位确认）

基于知识图谱与协同过滤混合策略的在线编程评测系统题目推荐模型, 计算机科学(2023), https://doi.org/10.11896/jsjkx.211200105 One-shot neural band selection for spectral recovery, IEEE International Conference on Acoustics, Speech and SP (ICASSP), 2023 Soft reordering one-dimensional convolutional neural network for credit scoring, Knowledge-Based Systems (KBS), 2023, https://doi.org/10.1016/j.knosys.2023.110414 Managing dataset shift by adversarial validation for credit scoring, In Pacific Rim International Conference on Artificial Intelligence (PRICAI), 2022, pp. 477-488, Springer, Cham. Financial distress prediction using a corrected feature selection measure and gradient boosted decision tree, Expert Systems With Applications (ESWA), 2022, https://doi.org/10.1016/j.eswa.2021.116202 K-Core based Temporal Graph Convolutional Network for Dynamic Graphs, IEEE Transactions on Knowledge and Data Engineering (TKDE), 2020, http://dx.doi.org/10.1109/TKDE.2020.3033829 Guided Refine-Head for Object Detection, the 26th International Conference on Multimedia Modeling, January 5-8, 2020, Daejeon, Korea, Springer, Cham, 2020: 203-214. An anomaly prediction framework for financial IT systems using hybrid machine learning methods, Journal of Ambient Intelligence and Humanized Computing, https://doi.org/10.1007/s12652-019-01645-z . Unsupervised Cross-spectral Stereo Matching by Learning to Synthesize, In Proceedings of the AAAI Conference on Artificial Intelligence (Vol. 33, pp. 8706-8713). A Deep Learning Approach to the Citywide Traffic Accident Risk Prediction, 21st International Conference on Intelligent Transportation Systems (ITSC), Maui, Hawaii, USA, November 2018, pp 3346-3351. To be the Prince to wake up Sleeping Beauty: The rediscovery of the delayed recognition studies, Scientometrics, 2018, https://doi.org/10.1007/s11192-018-2830-7, October 2018, Volume 117, Issue 1, pp 9–24. Online Programming Platform Based on Crowdsourcing, ICCSE 2018, Colombo, Sri Lanka. ParaCells: A GPU Architecture for Cell-Centered Models in Computational Biology, IEEE/ACM Trans on CBB, 2018, http://dx.doi.org/10.1109/TCBB.2018.2814570, VOL. 16, NO. 3, MAY/JUNE 2019: 994-1006. A Hardware-Accelerated System for High Resolution Real-Time Screen Sharing, IEEE Trans on CSVT, 2018, http://dx.doi.org/10.1109/TCSVT.2018.2809690, VOL. 29, NO. 3, MARCH 2019: 881-891. A Cloud Platform for Space Science Mission Concurrent Design, Concurrent Engineering: Research and Applications, March 2018, 26(1): 104-116. Collaborations between CpG sites in DNA methylation, INTERNATIONAL JOURNAL OF MODERN PHYSICS B, 2017, 31(20). 交通指挥指数(TCI)的研究与应用, 中国科技信息, 2017, (17): 74-76. Assembly Modeling Technology for Satellite Virtual Assembly, CSCWD 2017, Wellington, New Zealand. Real-time 3D Collaborative Satellite Orbit Design System Based on Message Queue and P2P Structure, CSCWD 2017, Wellington, New Zealand. An Automated Student Attendance Tracking System Based on Voiceprint and Location, ICCSE 2016, Nagoya, Japan. Secure Smart Home: A Voiceprint and Internet Based Authentication System for Remote Accessing, ICCSE 2016, Nagoya, Japan.