基本信息

王浩,海外人才引进

岗位教授,中国科学院大学

电子邮件:cashenry(--AT--)126.com

通信地址:中关村南四街4号

邮政编码:100190

研究兴趣

写在前面: 我们不培养成为日夜加班的码农,我们只培养成为数据科学领域的未来领袖。

致力于培养学生成为具有批判性思维、能用创新思维去解决问题(甚至是人们尚未发现的问题),对世界充满好奇勇于提问题的现代人才。

研究兴趣:

当前聚焦的人工智能 AI 几个方向:智能助手、自然对话、智能问答、用户建模与个性化推荐、搜索信息检索等。当前主导项目: 自然语言理解与对话交互技术,语音语义一体化对话理解,多模态对话助手,包括:语音搜索、语义理解、智能问答和推荐、自然对话、自然语言生成等相关算法研究。

News:【2021-1】“全场景自然对话技术” 被 WWW2021 录用

Adapting to Context-Aware Knowledge in Natural Conversation for Multi-Turn Response Selection,WWW2021.

News:2020-12】2篇智能对话技术文章被 AAAI2021 录用

CARE: Commonsense-Aware Emotional Response Generation with Latent Concepts, AAAI 2021

Keyword-Guided Neural Conversational Model, AAAI 2021

News目前业界非常崭新的工作,对话式推荐系统:"CRSAL: Conversational Recommender Systems with Adversarial Learning",TOIS, 2020.

  • 1篇 EMNLP2020 录用、1篇 WWW2020 录用
  • 1篇 KDD 2019 、 1篇 ICDM 2019 录用、1篇期刊KAIS录用
  • 4篇 KDD2018 文章录用、1篇 ACM MM文章被录用
  • 1篇 IJCAI-ECAI 2018 录用
  • 1篇 WWW2018接受。1篇文章顶级期刊ACM TIST 录用
  • 1篇 AAAI 2018, 1篇顶级期刊 IEEE Transactions on Affective Computing 
  • 我们荣获智能系统国际会议SMC2015 唯一杰出论文奖(Franklin V. Taylor Memorial Award)。[新闻链接]


受资助项目情况:

国家自然科学基金,2017-2020
所杰出青年人才发展专项,2015-2018
教育部留学回国人员启动基金,2015-2016
国家重点基础研究发展计划(973计划),2014-2017
国家自然科学基金,2014-2016
北京市自然科学基金,2014-2015
所海外人才启动基金,2014-2015 
北京市科委绿色通道项目,2013-2014

招生信息

欢迎具有相关专业知识背景的优秀学生报考,Email是直接联系到我最有效的方式。

工作经历

2015-至今,岗位教授,中国科学院大学。

2012.12 至今,副研究员,海外人才引进,中科院软件所。

教育背景
博士,国家公派留学生。曾游走过日本东京大学以及美国加州大学伯克利分校。期间也曾经走访过斯坦福大学、麻省理工学院、哥伦比亚大学等。

出版信息

国际会议 Conference 【部分近5年成果 (2014-2019)

1. Enhancing collaborative filtering with generative augmentation, KDD2019

2. StockAssIstant: A Stock AI Assistant for Reliability Modeling of Stock Comments,  KDD 2018

3. Neural Memory Streaming Recommender Networks with Adversarial Training, KDD 2018

4. Multi-view Adversarially Learned Inference for Cross-domain Joint Distribution Matching, KDD 2018

5. PME: projected metric embedding on heterogeneous networks for link prediction, KDD2018

6. Tada: trend alignment with dual-attention multi-task recurrent neural networks for sales prediction, ICDM 2018

7. A Machine Reading Comprehension-based Approach for Featured Snippet Extraction, ICDM 2018

8.  Redundancy-resistant Generative Hashing for Image Retrieval, IJCAI 2018

9. Semi-supervised Deep Generative Modelling of Incomplete Multi-Modality Emotional Data, ACM MM 2018

10. A Location-Sentiment-Aware Recommender System for Both Home-Town and Out-of-Town Users. KDD2017

11. Fredholm Multiple Kernel Learning for Semi-Supervised Domain Adaptation. AAAI 2017.

12. SuHierarchical Dynamic Parsing and Encoding for Action Recognition. ECCV 2016.

13. Learning Graph-based POI Embedding for Location-based Recommendation. CIKM 2016.

14. Discovering Interpretable Geo-Social Communities for User Behavior Prediction. ICDE 2016.

15. Argumentation-Based Multi-Agent Decision Making with Privacy Preserved. AAMAS 2016.

16. A Unified Framework for Fine-Grained Opinion Mining from Online Reviews. HICSS 2016.

17. EventPanorama: A Framework for Multi-grained Event Detection, Visualization and Perception from Online News, HICSS 2016.

18. LSIF: A System for Large-scale Information Flow Detection Based on Topic-related Semantic Similarity Measurement. IEEE/WIC/ACM WI 2015.

19. Joint Modeling of User Check-in Behaviors for Point-of-Interest Recommendation “. CIKM 2015.

20. RCFGED: Retrospective Coarse and Fine-Grained Event Detection from Online News.  SMC 2015.  (Best Paper Award)

21. CiFDAL: A graph layout algorithm to enhance human cognition in Idea Discovery. *SMC 2015*. 

22. Transfer Feature Representation via Multiple Kernel Learning.  AAAI 2015.

23.  A Bootstrapping Based Refinement Framework For Mining Opinion Words and Targets. CIKM 2014.

24. Human-Centric Computational Knowledge Enviroment for Complex and Ill-Stutured Problem Solving.  SMC 2014. 

25. An Improved IdeaGraph Algorithm for Discovering Important Rare Events. SMC 2014. 

26. Cross-Domain Metric Learning Based on Information Theory.  AAAI 2014.



国际期刊 Journal 

1. Online Sales Prediction via Trend Alignment based Multi-Task Recurrent Neural Network, KAIS, 2019

2. Semi-Supervised Domain Adaptation via Fredholm Integral based Kernel Methods, Pattern Recognition, 2018

3. Cross-Domain Metric and Multiple Kernel Learning Based on Information Theory, Neural Computation, 2018

4. Resumevis: A visual analytics system to discover semantic information in semi-structured resume data, ACM Transactions on Intelligent Systems and Technology (TIST) , 2018

5. Spatial-Aware Hierarchical Collaborative Deep Learning for POI Recommendation, IEEE Transaction on Knowledge and Data Engineering (TKDE). 2017. 

6. A cognition graph approach for insights generation from event sequences. Cluster Computing, 2017.

7. Discriminative Dimensionality Reduction for Multi-dimensional Sequences[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2017.

8. Emotion Analysis for Personality Inference from EEG Signals, TAC, 2017

9. Discriminative Transformation for Multi-Dimensional Temporal Sequences (TIP). 2017

10. Adapting to User Interest Drift for POI Recommendation.IEEE Transaction on Knowledge and Data Engineering (TKDE). 2016

11. A Hybrid Term-Term Relations Analysis Approach for Topic Detection. Knowledge-based Systems (KBS). 2016.

12. Idea discovery: A scenario-based systematic approach for decision making in market innovation, Expert Systems with Applications (ESWA), 2013. 

13. Innovation Support System for Creative Product Design Based on Chance Discovery,  Expert Systems With Applications (ESWA), 2012.


论著章节 Book Chapters 
Wang, Hao. et al. Idea Discovery: A Context-Awareness Dynamic System Approach for Computational Creativity. In Smart Modeling and Simulation for Complex Systems.  Springer, 2015.
Wang Hao, et.al. IdeaGraph: Turning Data into Human Insights for Collective Intelligence. Foundations and Applications of Intelligent Systems, Springer, 2013. 
Wang Hao, et.al. Data-Driven Innovation Technologies for Smarter Business from Innovators’ Market Game to iChance Creativity Support System, Advances in Chance Discovery, Springer, 2012.