研究方向
自然語言處理/理解、人工智慧、機器學習、深度學習、數據分析與數據挖掘等及在多領域套用
1. 上海市徐匯區大數據中心 副主任 2018 -
2.
華東師範大學 留學歸國人員聯誼會 副會長 2018 -
3. ACM Asian and Low-Resource Language Information Processing (TALLIP) Associate Editors2017-
學術成果
部分會議論文:
[1] Huimin Xu, Wenting Wang, Xin Mao, Xinyu Jiang, Man Lan. Scaling Up Open Tagging from Tens to Thousands: Comprehension Empowered Attribute Value Extraction from Product Title. ACL, July,2019.
[2] Tao Ji, Yuanbin Wu, and Man Lan. Graph-based Dependency Parsing with Graph Neural Networks. ACL, July,2019.
[3] Yunxiao Zhou, Man Lan, Wenting Wang. Hierarchical Intention Enhanced Network for Automatic Dialogue Coherence Assessment. IJCNN, July,2019.
[4] Yuhuan Xiu, Qingqing Wang, Hongjian Zhan, Man Lan, Yue Lu. A Handwritten Chinese Text Recognizer Applying Multi-level Multimodal Fusion Network.ICDAR, Aug, 2019.
[5] Jingang Wang, Junfeng Tian, Long Qiu, Sheng Li, Jun Lang, Luo Si, Man Lan.A Multi-Task Learning Approach for Improving Product Title Compression with User Search Log Data. AAAI 2018: 451-458.
[6] Chenrui Li, Yuanbin Wu, Man Lan. Inference on Syntactic and Semantic Structures for Machine Comprehension. AAAI 2018: 5844-5851.
[7] Tao Ji, Yufang Liu, Yijun Wang, Yuanbin Wu, Man Lan. AntNLP at CoNLL 2018 Shared Task: A Graph-Based Parser for Universal Dependency Parsing. CoNLL Shared Task (2) 2018: 248-255.
[8] Junfeng Tian, Man Lan, Yuanbin Wu, Jingang Wang, Long Qiu, Sheng Li, Jun Lang, Luo Si. An Adversarial Joint Learning Model for Low-Resource Language Semantic Textual Similarity. ECIR 2018: 89-101.
[9] Changzhi Sun, Yuanbin Wu, Man Lan, Shiliang Sun, Wenting Wang, Kuang-Chih Lee, Kewen Wu. Extracting Entities and Relations with Joint Minimum Risk Training. EMNLP 2018: 2256-2265.
[10] Xingwu Lu, Man Lan, Yuanbin Wu. Memory-Based Model with Multiple Attentions for Multi-turn Response Selection. ICONIP (2) 2018: 296-307.
[11] Feixiang Wang, Man Lan, Wenting Wang.Towards a One-stop Solution to Both Aspect Extraction and Sentiment Analysis Tasks with Neural Multi-task Learning. IJCNN 2018: 1-8.
[12] Zhiheng Zhou, Man Lan, Yuanbin Wu. A Neural Generation-based Conversation Model Using Fine-grained Emotion-guide Attention. IJCNN 2018: 1-8.
[13] Xingwu Lu, Man Lan, Yuanbin Wu. Memory-Based Matching Models for Multi-turn Response Selection in Retrieval-Based Chatbots. NLPCC (1) 2018: 269-278.
[14] Tao Ji, Yuanbin Wu, Man Lan. A Fast and Lightweight System for Multilingual Dependency Parsing. CoNLL Shared Task (2) 2017: 237-242.
[15] Qi Zhang, Man Lan, Yuanbin Wu, Changzhi Sun, Shiliang Sun. Large-scale Opinion Relation Extraction with Distantly Supervised Neural Network. EACL 2017: 1033-1043.
[16] Man Lan, Jianxiang Wang, Yuanbin Wu, Zheng-Yu Niu, Haifeng Wang. Multi-task Attention-based Neural Networks for Implicit Discourse Relationship Representation and Identification. In the Proceeding of Conference on Empirical Methods in Natural Language Processing. Copenhagen, Denmark ,September7–11, 2017.
[17] Zhiheng Zhou, Man Lan, Yuanbin Wu, Jun Lang. Single turn Chinese emotional conversation generation based on information retrieval and question answering. IALP 2017: 103-106.
[18] Yuhuan Xiu, Man Lan, Yuanbin Wu, Jun Lang. Exploring semantic content to user profiling for user cluster-based collaborative point-of-interest recommender system. IALP 2017: 268-271.
[19] Mengxiao Jiang, Jianxiang Wang, Man Lan and Yuanbin Wu. An Effective Gated and Attention-based Neural Network Model for Fine-grained Financial Target-dependent Sentiment Analysis. In the Proceeding of the 10thInternational Conference on Knowledge Science, Engineering and Management. Melbourne, Australia. 19-20 August 2017.
[20] Yuanbin Wu, Man Lan, Shiliang Sun, Qi Zhang, Xuanjing Huang. A Learning Error Analysis for Structured Prediction with Approximate Inference. NIPS 2017: 6131-6141.
[21] Yunxiao Zhou, Man Lan and Yuanbin Wu. Effective Semantic Relationship Classification of Context-free Chinese Words with Simple Surface and Embedding Features. In the 6th Conference on Natural Language Processing and Chinese Computing, Dalian, China, 8-12 November 2017.
[22] Man Lan, Zhihua Zhang, Yue Lu, Ju Wu. Three Convolutional Neural Network-based Models for Learning Sentiment Word Vectors towards Sentiment Analysis. IJCNN 2016, July 24-29, 2016, Vancouver, Canada.
[23] Man Lan, Guoshun Wu, Chunyun Xiao, Yuanbin Wu, Ju Wu. Building Mutually Beneficial Relationships Between Question Retrieval and Answer Ranking to Improve Performance of Community Question Answering. IJCNN 2016, July 24-29, 2016, Vancouver, Canada.
[24] Feixiang Wang, Yunxiao Zhou, Man Lan. Dimensional Sentiment Analysis of Traditional Chinese Words Using Pre-trained Not-quite-right Sentiment Word Vectors and Supervised Ensemble Models. IALP, 2016.
[25] Jianxiang Wang, Man Lan. Two End-to-end Shallow Discourse Parsers for English and Chinese in CoNLL-2016 Shared Task. CoNLL 2016, August 7-12, 2016, Berlin, Germany.
[26] Jiang Zhao, Man Lan, Zheng-Yu Niu, Yue Lu. Integrating Word Embeddings and Traditional NLP Features to Measure Textual Entailment and Semantic Relatedness of Sentence Pairs. IJCNN 2015, July 12-17, 2015, Killarney, Ireland.
[27] Jianxiang Wang and Man Lan. Build a High Performance End-to-end Explicit Discourse Parser for Practical Application. KSEM 2015, October 28-30, 2015 Chongqing, China (Best Paper Award).
[28] Jianxiang Wang, Man Lan. A Refined End-to-End Discourse Parser. CoNLL 2015, July 28-30, 2015, Beijing, China.
[29] Zhihua Zhang, Man Lan. Learning Sentiment-inherent Word Embedding for Word-level and Sentence-Level Sentiment Analysis. IALP 2015, October24-25, 2015, Suzhou, China.
[30] Jiang Zhao, Man Lan, Zheng-Yu Niu, Donghong Ji. Recognizing Cross-lingual Textual Entailment with Co-training using Similarity and Difference Views. IJCNN 2014, 6-11 July 2014, Beijing, China.
[31] Jiang Zhao, Tiantian Zhu, Man Lan. ECNU: One Stone Two Birds: Ensemble of Heterogenous Measures for Semantic Relatedness and Textual Entailment. International Workshop on Semantic Evaluation in COLing 2014, 23-29 Aug 2014, Dublin, Ireland.
[32] Tiantian Zhu and Man Lan. ECNU: Leveraging on Ensemble of Heterogeneous Features and Information Enrichment for Cross Level Semantic Similarity Estimation. International Workshop on Semantic Evaluation in COLing 2014, 23-29 Aug 2014, Dublin, Ireland.
[33] Man Lan, Yu Xu and Zheng-Yu Niu. Leveraging Synthetic Discourse Data via Multi-task Learning for Implicit Discourse Relation Recognition. ACL 2013, 3-9 August 2013, Sofia, Bulgaria.
[34] Mohtarami Mitra, Man Lan, and Chew Lim Tan. Probabilistic Sense Sentiment Similarity through Hidden Emotions. The 51st Annual Meeting of the Association for Computational Linguistics, ACL 2013, 3-9 August 2013, Sofia, Bulgaria
[35] Jiang Zhao, Man Lan and Zheng-Yu Niu. ECNUCS: Recognizing Cross-lingual Textual Entailment Using Multiple Text Similarity and Text Difference Measures. SemEval Workshop in NAACL 2013, 10-15 June 2013, Atlanta, USA.
期刊論文
[1] 張志華,王建祥,田俊峰,吳國順,蘭曼. CCML 2015基於多元特徵的分塊人物關係識別系統.計算機套用,2016年第36卷第3期.
[2] Man LAN, Chew Lim TAN, Jian SU, Yue LU. Supervised and Traditional Term Weighting Methods for Automatic Text Categorization. IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI), Vol 31, No. 4, pages 721-735, April, 2009.
[3] Man LAN, Chew Lim TAN, Jian SU Feature Generation and Representations for Protein-Protein Interaction Classification. Journal of Biomedical Informatics. July, 2009, 42, pp866–872.
[4] Man LAN and Jian SU.“Empirical investigations into full-text protein interaction article categorization task (ACT) in the BioCreative II.5 Challenge”. IEEE/ACM Transactions on Computational Biology and Bioinformatics (T-CBB). 2010.
主持項目(部分)
[1] 企業委託 跨語言圖譜構建 2019
[2] 事業單位委託 (上海)商品智慧型歸類 2018
[3] 事業單位委託 智慧型信息採集和分析系統 2017
[4] 上海市科委 大數據相似計算模型 2016
智慧財產權
授權專利四項,著作權十餘項
榮譽獎勵
[1] 2015年上海市科技進步一等獎(4/15)
[2] 2018 NLPCC檢索式對話生成第一名,CCL對話意圖識別競賽二等獎
[3] 2017 SemEval跨語言語義相似評估第一名;金融領域股票情感預測第一名;
[4] 2015 CoNLL英文語篇解析第一名;2016 CoNLL中文語篇解析第二名
[5] 2015年百度大數據競賽第二名;2015中國機器學習會議競賽第一名;2015 TREC實時問答系統競賽第二名
[6] 2015 KSEM會議最佳論文獎