Research output per year
Research output per year
Personal profile
Personal profile
Name: Song Dandan
Discipline: Computer Science and Technology
Title: Professor, Doctoral Supervisor
Tel: 010-68913536
E-mail: sdd@bit.edu.cn
Address: 1027 Central Teaching Building, No.5 Zhongguancun South Street, Haidian District, Beijing Personal Information
Song Dandan, Ph.D., Visiting Scholar of Stanford University, Beijing Young Talent, Microsoft Cast Star Program Young Scholar, Beijing Institute of Technology Outstanding Young teacher. He received his bachelor's degree and Doctor's degree from the Department of Computer Science and Technology of Tsinghua University in 2004 and July 2009, respectively. He is an outstanding doctoral graduate of the department and a winner of the Comprehensive Excellent Scholarship of Tsinghua University. From 2015 to 2016, he visited Stanford University in the United States and established long-term cooperative relations with Professor Wing H. Wong, academician of the American Academy of Sciences. From 2007 to 2008, he visited the University of California, Riverside in the United States under the guidance of Professor Tao Jiang, an expert in the field of algorithms, ACMFellow and Yangtze River Scholar. He has been a senior visiting scholar to City University of Hong Kong and University of Technology Sydney, Australia.
In terms of student guidance, Wang Jingang, the doctoral student under his guidance, won three world first prizes in TREC2013 competition, and has visited Microsoft Research Asia and Purdue University in the United States. Zhong Changtao visited King's University, UK; Wang Liangguo and Du Jianguang visited Singapore Management University. Master's student Sun Fei has won the Outstanding Master's Thesis Award of Beijing Institute of Technology, the Xu Teli First-class Scholarship, and the IBM China Outstanding Student Scholarship. Li Long was awarded a national scholarship for postgraduate studies. He has guided national and Beijing university students' innovation projects, and undergraduate Chen Wei won the Beijing Outstanding Graduate and National Scholarship. After graduation, students will go to CMU, Tsinghua University, Peking University, CAS Institute of Computing, Alibaba, Tencent, Baidu, Sohu and other companies, or Industrial and Commercial Bank of China, Agricultural Bank of China, Beijing Telecom, Beijing Computing Center and other departments.
Discipline: Computer Science and Technology
Title: Professor, Doctoral Supervisor
Tel: 010-68913536
E-mail: sdd@bit.edu.cn
Address: 1027 Central Teaching Building, No.5 Zhongguancun South Street, Haidian District, Beijing Personal Information
Song Dandan, Ph.D., Visiting Scholar of Stanford University, Beijing Young Talent, Microsoft Cast Star Program Young Scholar, Beijing Institute of Technology Outstanding Young teacher. He received his bachelor's degree and Doctor's degree from the Department of Computer Science and Technology of Tsinghua University in 2004 and July 2009, respectively. He is an outstanding doctoral graduate of the department and a winner of the Comprehensive Excellent Scholarship of Tsinghua University. From 2015 to 2016, he visited Stanford University in the United States and established long-term cooperative relations with Professor Wing H. Wong, academician of the American Academy of Sciences. From 2007 to 2008, he visited the University of California, Riverside in the United States under the guidance of Professor Tao Jiang, an expert in the field of algorithms, ACMFellow and Yangtze River Scholar. He has been a senior visiting scholar to City University of Hong Kong and University of Technology Sydney, Australia.
In terms of student guidance, Wang Jingang, the doctoral student under his guidance, won three world first prizes in TREC2013 competition, and has visited Microsoft Research Asia and Purdue University in the United States. Zhong Changtao visited King's University, UK; Wang Liangguo and Du Jianguang visited Singapore Management University. Master's student Sun Fei has won the Outstanding Master's Thesis Award of Beijing Institute of Technology, the Xu Teli First-class Scholarship, and the IBM China Outstanding Student Scholarship. Li Long was awarded a national scholarship for postgraduate studies. He has guided national and Beijing university students' innovation projects, and undergraduate Chen Wei won the Beijing Outstanding Graduate and National Scholarship. After graduation, students will go to CMU, Tsinghua University, Peking University, CAS Institute of Computing, Alibaba, Tencent, Baidu, Sohu and other companies, or Industrial and Commercial Bank of China, Agricultural Bank of China, Beijing Telecom, Beijing Computing Center and other departments.
Research Interests
Research Direction
Deep Learning, Information Retrieval, Data Mining, Bioinformatics
Deep Learning, Information Retrieval, Data Mining, Bioinformatics
Education
Personal Information
Song Dandan, Ph.D., Visiting Scholar of Stanford University, Beijing Young Talent, Microsoft Cast Star Program Young Scholar, Beijing Institute of Technology Outstanding Young teacher. He received his bachelor's degree and Doctor's degree from the Department of Computer Science and Technology of Tsinghua University in 2004 and July 2009, respectively. He is an outstanding doctoral graduate of the department and a winner of the Comprehensive Excellent Scholarship of Tsinghua University. From 2015 to 2016, he visited Stanford University in the United States and established long-term cooperative relations with Professor Wing H. Wong, academician of the American Academy of Sciences. From 2007 to 2008, he visited the University of California, Riverside in the United States under the guidance of Professor Tao Jiang, an expert in the field of algorithms, ACMFellow and Yangtze River Scholar. He has been a senior visiting scholar to City University of Hong Kong and University of Technology Sydney, Australia.
In terms of student guidance, Wang Jingang, the doctoral student under his guidance, won three world first prizes in TREC2013 competition, and has visited Microsoft Research Asia and Purdue University in the United States. Zhong Changtao visited King's University, UK; Wang Liangguo and Du Jianguang visited Singapore Management University. Master's student Sun Fei has won the Outstanding Master's Thesis Award of Beijing Institute of Technology, the Xu Teli First-class Scholarship, and the IBM China Outstanding Student Scholarship. Li Long was awarded a national scholarship for postgraduate studies. He has guided national and Beijing university students' innovation projects, and undergraduate Chen Wei won the Beijing Outstanding Graduate and National Scholarship. After graduation, students will go to CMU, Tsinghua University, Peking University, CAS Institute of Computing, Alibaba, Tencent, Baidu, Sohu and other companies, or Industrial and Commercial Bank of China, Agricultural Bank of China, Beijing Telecom, Beijing Computing Center and other departments.
Song Dandan, Ph.D., Visiting Scholar of Stanford University, Beijing Young Talent, Microsoft Cast Star Program Young Scholar, Beijing Institute of Technology Outstanding Young teacher. He received his bachelor's degree and Doctor's degree from the Department of Computer Science and Technology of Tsinghua University in 2004 and July 2009, respectively. He is an outstanding doctoral graduate of the department and a winner of the Comprehensive Excellent Scholarship of Tsinghua University. From 2015 to 2016, he visited Stanford University in the United States and established long-term cooperative relations with Professor Wing H. Wong, academician of the American Academy of Sciences. From 2007 to 2008, he visited the University of California, Riverside in the United States under the guidance of Professor Tao Jiang, an expert in the field of algorithms, ACMFellow and Yangtze River Scholar. He has been a senior visiting scholar to City University of Hong Kong and University of Technology Sydney, Australia.
In terms of student guidance, Wang Jingang, the doctoral student under his guidance, won three world first prizes in TREC2013 competition, and has visited Microsoft Research Asia and Purdue University in the United States. Zhong Changtao visited King's University, UK; Wang Liangguo and Du Jianguang visited Singapore Management University. Master's student Sun Fei has won the Outstanding Master's Thesis Award of Beijing Institute of Technology, the Xu Teli First-class Scholarship, and the IBM China Outstanding Student Scholarship. Li Long was awarded a national scholarship for postgraduate studies. He has guided national and Beijing university students' innovation projects, and undergraduate Chen Wei won the Beijing Outstanding Graduate and National Scholarship. After graduation, students will go to CMU, Tsinghua University, Peking University, CAS Institute of Computing, Alibaba, Tencent, Baidu, Sohu and other companies, or Industrial and Commercial Bank of China, Agricultural Bank of China, Beijing Telecom, Beijing Computing Center and other departments.
Professional Experience
Personal Information
Song Dandan, Ph.D., Visiting Scholar of Stanford University, Beijing Young Talent, Microsoft Cast Star Program Young Scholar, Beijing Institute of Technology Outstanding Young teacher. He received his bachelor's degree and Doctor's degree from the Department of Computer Science and Technology of Tsinghua University in 2004 and July 2009, respectively. He is an outstanding doctoral graduate of the department and a winner of the Comprehensive Excellent Scholarship of Tsinghua University. From 2015 to 2016, he visited Stanford University in the United States and established long-term cooperative relations with Professor Wing H. Wong, academician of the American Academy of Sciences. From 2007 to 2008, he visited the University of California, Riverside in the United States under the guidance of Professor Tao Jiang, an expert in the field of algorithms, ACMFellow and Yangtze River Scholar. He has been a senior visiting scholar to City University of Hong Kong and University of Technology Sydney, Australia.
In terms of student guidance, Wang Jingang, the doctoral student under his guidance, won three world first prizes in TREC2013 competition, and has visited Microsoft Research Asia and Purdue University in the United States. Zhong Changtao visited King's University, UK; Wang Liangguo and Du Jianguang visited Singapore Management University. Master's student Sun Fei has won the Outstanding Master's Thesis Award of Beijing Institute of Technology, the Xu Teli First-class Scholarship, and the IBM China Outstanding Student Scholarship. Li Long was awarded a national scholarship for postgraduate studies. He has guided national and Beijing university students' innovation projects, and undergraduate Chen Wei won the Beijing Outstanding Graduate and National Scholarship. After graduation, students will go to CMU, Tsinghua University, Peking University, CAS Institute of Computing, Alibaba, Tencent, Baidu, Sohu and other companies, or Industrial and Commercial Bank of China, Agricultural Bank of China, Beijing Telecom, Beijing Computing Center and other departments.
Song Dandan, Ph.D., Visiting Scholar of Stanford University, Beijing Young Talent, Microsoft Cast Star Program Young Scholar, Beijing Institute of Technology Outstanding Young teacher. He received his bachelor's degree and Doctor's degree from the Department of Computer Science and Technology of Tsinghua University in 2004 and July 2009, respectively. He is an outstanding doctoral graduate of the department and a winner of the Comprehensive Excellent Scholarship of Tsinghua University. From 2015 to 2016, he visited Stanford University in the United States and established long-term cooperative relations with Professor Wing H. Wong, academician of the American Academy of Sciences. From 2007 to 2008, he visited the University of California, Riverside in the United States under the guidance of Professor Tao Jiang, an expert in the field of algorithms, ACMFellow and Yangtze River Scholar. He has been a senior visiting scholar to City University of Hong Kong and University of Technology Sydney, Australia.
In terms of student guidance, Wang Jingang, the doctoral student under his guidance, won three world first prizes in TREC2013 competition, and has visited Microsoft Research Asia and Purdue University in the United States. Zhong Changtao visited King's University, UK; Wang Liangguo and Du Jianguang visited Singapore Management University. Master's student Sun Fei has won the Outstanding Master's Thesis Award of Beijing Institute of Technology, the Xu Teli First-class Scholarship, and the IBM China Outstanding Student Scholarship. Li Long was awarded a national scholarship for postgraduate studies. He has guided national and Beijing university students' innovation projects, and undergraduate Chen Wei won the Beijing Outstanding Graduate and National Scholarship. After graduation, students will go to CMU, Tsinghua University, Peking University, CAS Institute of Computing, Alibaba, Tencent, Baidu, Sohu and other companies, or Industrial and Commercial Bank of China, Agricultural Bank of China, Beijing Telecom, Beijing Computing Center and other departments.
Research Achievement
代表性学术成果
近年来在国内外学术期刊及会议上发表论文及专利三十余篇，代表性论文如下：
期刊论文：
1.Dandan Song, Fei Sun, Lejian Liao. A hybrid approach for content extraction with text density and visual importance of DOM nodes. Knowledge and Information Systems. 2015, 42:75–96. (SCI二区, 影响因子: 2.639)
2.Dandan Song, Jiaxing Chen, Guang Chen, Ning Li, Jin Li, Jun Fan, Dongbo Bu, and Shuai Cheng Li. Parameterized blosum matrices for protein alignment. IEEE/ACM Transactions on Computational Biology and Bioinformatics. 2015, 12(3): 686-694. (SCI索引，影响因子：1.609)
3.Dandan Song, Ning Li, and Lejian Liao. An automatic and efficient pipeline for disease gene identification through utilizing family-based sequencing data. Bio-Medical Materials and Engineering. 2015, 26(s1): S1797-S1803. (SCI索引，影响因子：0.988)
4.Chengli Xu, Xiangwu Ju, Dandan Song, et al. An association analysis between psychophysical characteristics and genome-wide gene expression changes in human adaptation to the extreme climate at the Antarctic Dome Argus. Molecular Psychiatry. Online 2014. (共同第一作者, Nature子刊, SCI一区, 影响因子: 15.147)
5.Li Liu, Dandan Song, Jie Tang, Lejian Liao, Xin Li, and Jianguang Du. FriendBurst: Ranking People Who Get Friends Fast in a Short Time. Neurocomputing. 2016, 210(19): 116–129. (SCI二区源，影响因子：2.392，通讯作者)
6.Mingming Jiang, Dandan Song, Lejian Liao, and Feida Zhu. A Bayesian Recommender Model for User Rating and Review Profiling. Tsinghua Science and Technology. 2015, 20(6): 634-643. (SCI索引，通讯作者，影响因子1.063)
7.Guoqiang Li, Lejian Liao, Dandan Song. A fault-tolerant framework for QoS-aware web service composition via case-based reasoning. International Journal of Web and Grid Services. 2014, 10(1): 80-99. (SCI索引, 通讯作者, 影响因子: 1.579)
8.Dandan Song, Yang Yang, Bin Yu, Binglian Zheng, Zhidong Deng, Baoliang Lu, Xuemei Chen, Tao Jiang. Computational prediction of novel non-coding RNAs in Arabidopsis thaliana. BMC Bioinformatics, 2009-01, 10(S1):S36. （SCI索引, 影响因子3.49）
9.Dandan Song, Zhidong Deng. A fuzzy model of predicting RNA secondary structure. Science in China Series F-Information Sciences, 2007, 50(6):846-866. （SCI, 影响因子0.473）
宋丹丹, 邓志东. RNA二级结构预测的模糊模型. 中国科学E辑:信息科学, 2007, 37(10):1285-1303.
10.Yong Zhang, Jie Wang, Shoujun Huang, Xiaopeng Zhu, Jun Liu, Ning Yang, Dandan Song, et al. Systematic identification and characterization of chicken (Gallus gallus) ncRNAs. Nucleic Acids Res., 2009, 37: 6562 - 6574. (SCI, 影响因子6.878)
会议论文：
1.Fei Sun, Dandan Song, Lejian Liao. DOM Based Content Extraction via Text Density. SIGIR 2011 -- The 34th Annual ACM SIGIR Conference. p245-254. (中国计算机学会-CCF推荐A类国际会议; 北京理工大学第一篇, 北京理工大学独立完成)
2.Jingang Wang, Dandan Song, Qifan Wang, et al. An Entity Class-Dependent Discriminative Model for Cumulative Citation Recommendation. SIGIR 2015.(CCF A类会议)
3.Jianguang Du, Jing Jiang, Dandan Song, Lejian Liao. Topic Modeling with document relative similarities. IJCAI 2015. (CCF A类会议)
4.Liangguo Wang, Jing Jiang, Hai Leong Chieu, Chen Hui Ong, Dandan Song, Lejian Liao. Can Syntax Help? Improving an LSTM-based Sentence Compression Model for New Domains. ACL 2017. (CCF A类会议)
5.Jianguang Du, Jing Jiang, Liu Yang, Dandan Song, Lejian Liao. ShellMiner: Mining Organizational Phrases in Argumentative Texts in Social Media. ICDM 2014. (CCF B类会议)
6.Jingang Wang, Dandan Song, Zhiwei Zhang, Lejian Liao, Luo Si, and Chin-Yew Lin. LDTM: A Latent Document Type Model for Cumulative Citation Recommendation. EMNLP 2015: 561–566. (CCF B类会议)
7.Jianguang Du, Jianguang Du, Jing Jiang, Liu Yang, Dandan Song, Lejian Liao. ShellMiner: Mining Organizational Phrases in Argumentative Texts in Social Media. Accepted by ICDM 2014. (CCF B类会议)
8.Jianguang Du, Dandan Song, Lejian Liao, Xin Li, Li Liu, Guoqiang Li, Guanguo Gao, and Guiying Wu. ReadBehavior: Reading Probabilities Modeling of Tweets through a User’s Retweeting Behaviors. PAKDD 2014, Tainan, Taiwan, May 13-16, 2014. (CCF C类会议)
9.Di Ma, Dandan Song, Lejian Liao: Incorporating Social Actions into Recommender Systems. WAIM 2013: 698-704 (CCF C类会议)
10.Guoqiang Li, Lejian Liao, Dandan Song, Jingang Wang, Fuzhen Sun, Guangcheng Liang: A Self-healing Framework for QoS-Aware Web Service Composition via Case-Based Reasoning. APWeb 2013: 654-661 (CCF C 类会议)
11.Dandan Song, Zhidong Deng. A Fuzzy Dynamic Programming Approach to Predict RNA Secondary Structure. Proceedings of the 6th Workshop on Algorithms in Bioinformatics (WABI’06), Zurich, Switzerland, Sep 11-13, 2006.
12.Dandan Song, Zhidong Deng. A BP-SCFG Based Approach for RNA Secondary Structure Prediction with Consecutive Bases Dependency and Their Relative Positions Information. International Symposium on Bioinformatics Research and Applications (ISBRA’07), Atlanta, Georgia, May 7-10, 2007.
专利：
1. 孙飞, 宋丹丹, 廖乐健, 王晓华. 基于DOM 节点文本密度的网页核心块确定方法. 已授权. 专利号：ZL 201110096132.5
2. 宋丹丹, 杜建光，廖乐健，礼欣. 一种基于加权社交图的容迟网络转发方法. 已授权. 专利号：ZL 201310277756.6
3. 宋丹丹;杜建光;廖乐健;礼欣. 基于用户转发行为的微博阅读概率计算方法. 已授权. 专利号：ZL201410020499.2
所获奖励
2017年，入选北京理工大学首批新体系教师系列
2013年，入选北京市青年英才计划
2012年，入选微软青年学者铸星计划
2012年，获北京市“三八”红旗集体称号（主要参加人）
2011年，获北京理工大学第七届青年教师基本功比赛三等奖
2010年，获北京市高等教育学会计算机基础教学精彩教学片段交流二等奖
2010年，获批国家级双语教学示范课程项目（主要参加人）
2009年，入选北京理工大学优秀青年教师资助计划
Expertise related to UN Sustainable Development Goals
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- 3 Similar Profiles
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A collaborative learning framework for knowledge graph embedding and reasoning
Wang, H., Song, D., Wu, Z., Li, J., Zhou, Y. & Xu, J., 8 Apr 2024, In: Knowledge-Based Systems. 289, 111505.Research output: Contribution to journal › Article › peer-review
3 Citations (Scopus) -
A Framework of Knowledge Graph-Enhanced Large Language Model Based on Question Decomposition and Atomic Retrieval
Li, Y., Song, D., Zhou, C., Tian, Y., Wang, H., Yang, Z. & Zhang, S., 2024, EMNLP 2024 - 2024 Conference on Empirical Methods in Natural Language Processing, Findings of EMNLP 2024. Al-Onaizan, Y., Bansal, M. & Chen, Y.-N. (eds.). Association for Computational Linguistics (ACL), p. 11472-11485 14 p. (EMNLP 2024 - 2024 Conference on Empirical Methods in Natural Language Processing, Findings of EMNLP 2024).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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A multi-level multi-task progressive framework based on relational graph convolutional networks for causal emotion entailment
Zhou, C., Song, D., Wu, Z., Hu, L., Xu, J. & Zhou, Y., 5 Sept 2024, In: Knowledge-Based Systems. 299, 112108.Research output: Contribution to journal › Article › peer-review
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Augmenting Reasoning Capabilities of LLMs with Graph Structures in Knowledge Base Question Answering
Tian, Y., Song, D., Wu, Z., Zhou, C., Wang, H., Yang, J., Xu, J., Cao, R. & Wang, H., 2024, EMNLP 2024 - 2024 Conference on Empirical Methods in Natural Language Processing, Findings of EMNLP 2024. Al-Onaizan, Y., Bansal, M. & Chen, Y.-N. (eds.). Association for Computational Linguistics (ACL), p. 11967-11977 11 p. (EMNLP 2024 - 2024 Conference on Empirical Methods in Natural Language Processing, Findings of EMNLP 2024).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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Generating Responses with Emotional Scoring
Hou, S., Wu, Z., Song, D., Zhou, Y. & Yang, Z., 2024, 2024 9th International Conference on Intelligent Computing and Signal Processing, ICSP 2024. Institute of Electrical and Electronics Engineers Inc., p. 1105-1109 5 p. (2024 9th International Conference on Intelligent Computing and Signal Processing, ICSP 2024).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
