Affiliation of Author(s):Beijing University of Posts and Telecommunications
Teaching and Research Group:Center for Intelligence Science and Technology
Journal:Proceedings of the 28th International Conference on Artificial Neural Networks, LNCS 11730
Key Words:Summarization, DPPs, Autoencoder
Abstract:This paper introduces a novel perspective on unlabeled data driven technology for extractive summarization. Because unsupervised autoencoders, combined with neural network language models, help to capture deep semantic features for sentence quality, we propose to integrate autoencoders with sampling method based on Determinantal point processes (DPPs) [1] to extract diverse sentences with high qualities, and generate brief summaries. The unique fusion of unsupervised autoencoders and DPPs sampling has never been adopted before.
Indexed by:Essay collection
First Author:Lei Li
All the Authors:Natalia Vanetik,Marina Litvak
Correspondence Author:Zuying Huang
Discipline:Engineering
First-Level Discipline:Computer science and technology *
Document Type:C
Page Number:293–299
Number of Words:2300
Translation or Not:no
Date of Publication:2019-09-17
Professor
Supervisor of Doctorate Candidates
Supervisor of Master's Candidates
Gender:Female
Alma Mater:Beijing University of Posts and Telecommunications
Education Level:研究生毕业
Degree:博士学位
Status:在职
School/Department:School of Artificial Intelligence
Discipline:Computer science and technology *
Business Address:Room 812, Scientific-research Building
Contact Information:leili@bupt.edu.cn
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Honors and Titles:
北京邮电大学2021年 “校友奖教金” 2021
钟义信、周延泉、李蕾、王小捷、袁彩霞、李睿凡、鲁鹏、董譞、杨亚，北京邮电大学2021年教学成果奖 一等奖 “开拓创新的智能科学与技术本科专业建设” 2021
指导赵鑫竹、胡鼎新、王宇卓、余子雨、张超伟、王俊博获第七届中国国际“互联网+”大学生创新创业大赛（北京赛区）二等奖 2021
钟义信、李蕾、王小捷、刘建毅、郭燕慧、王枞、周延泉、谭咏梅、李睿凡、左兴权，人工智能统一理论，中国电子学会电子信息科学技术奖三等奖 2009
数字内容技术试验平台，2010北京邮电大学教学成果奖1等奖，排名第6 2010
2011年首届“全国大学生智能设计竞赛”优秀指导教师奖（一等奖队伍指导教师） 2011
2012年第二届“华为杯全国大学生智能设计竞赛”一等奖队伍指导教师 2012
2016年第六届“华为杯全国大学生智能设计竞赛”一等奖队伍指导教师 2016
2018年获得中国产学研合作促进会设立的产学研合作创新与促进奖之：2018年产学研合作创新成果奖二等奖 2018
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