大连理工大学信息检索大作业信息与通信工程学院.docx

1、大连理工大学信息检索大作业信息与通信工程学院信息检索课作业姓名李彤学号31709068院系信息与通信工程学院专业电子与通信工程 完成时间： 2017年 11月 课题名称：名称： 跨域迁移学习的图像分析一、课题背景简要介绍（要求清晰描述待检索课题的主要内容，限100字之内）目前，机器学习在许多领域都取得了不错的成果，然而，在实际应用中，还有很多不足的地方。标准机器学习要求训练数据和测试数据分布必须相同，为了改善目前机器学习方法的缺点，人们开始研究机器学习中的迁移学习。二、文献检索策略(一)检索词：（要求列出密切相关的关键词及其同义词，确保检索词能涵盖课题的主要内容）中文词：英文词：1.迁移学习1

2、.transfer learning2.领域适配2. domain adaptation3.概率分布3. probability distribution4. 图像分类4. image classification5. 特征匹配5. feature matching6.6.7.7.8.8.(二)检索式及检索策略：（要求构建的检索式检出的记录与课题内容密切相关，中、英文检索式根据课题的内容可以不完全一致）中文检索式：迁移学习 and图像分类英文检索式：transfer learning and probability distribution and image classification三、

3、文献检索范围及结果 1.中国期刊全文数据库（CNKI中国知网）2.万方数据库（万方数据知识服务平台）3.Science Citation Index Expanded或Social Sciences Citation Index (SCI-E或SSCI)4.EI Engineering Village:Compendex(EI) 5.Scopus：6.The ProQuest Dissertations and Theses(B) (PQDT-B)7.Conference Proceedings Citation Index-Science或 Conference Proceedings Ci

4、tation Index - Social Science & Humanities (CPCI-S或CPCI-SSH)8.Derwent Innovations Index四、查询特定期刊的影响因子选取检索结果中的文章Deep Convolutional Neural Networks with transfer learning for computer vision-based data-driven pavement distress detection发表的期刊Construction & Building Materials。此期刊2016年的影响因子为3.169。五.完成特定格式

5、参考文献的标准著录模拟文章：Apollo program, Project ApolloApollo, Moon-landing project conducted by the U.S. National Aeronautics and Space Administration in the 1960s and 70s1. The Apollo program was announced in May 1961, but the choice among competing techniques for achieving a Moon landing and return was not

6、resolved until considerable further study. In the method ultimately employed, a powerful launch vehicle (Saturn V rocket) placed a 50-ton spacecraft in a lunar trajectory. Several Saturn launch vehicles and accompanying spacecraft were built. The Apollo spacecraft were supplied with rocket power of

7、their own, which allowed them to brake on approach to the Moon and go into a lunar orbit. They also were able to release a component of the spacecraft, the Lunar Module (LM), carrying its own rocket power, to land two astronauts on the Moon and bring them back to the lunar orbiting Apollo craft2.The

8、 first manned Apollo flight was delayed by a tragic accident, a fire that broke out in the Apollo 1 spacecraft during a ground rehearsal on January 27, 1967, killing all three astronauts. On October 11, 1968, following several unmanned Earth-orbit flights, Apollo 7 made a 163-orbit flight carrying a

9、 full crew of three astronauts. Apollo 8 carried out the first step of manned lunar exploration; from Earthorbit it was injected into a lunar trajectory, completed lunar orbit, and returned safely to Earth. Apollo 9 carried out a prolonged mission in Earth orbit to check out the LM. Apollo 10 journe

10、yed to lunar orbit and tested the LM to within 15.2 km (50,000 feet) of the Moons surface. Apollo 11, in July 1969, climaxed the step-by-step procedure with a lunar landing; on July 20 astronaut Neil Armstrong became the first human to set foot on the Moons surface3.按规定日期将作业发送到： （请用“信息检索2017+院系+姓名+学

11、号”做文件名和邮件主题）校对报告当前使用的样式是 中华人民共和国国家标准_GBT_7714-2005当前文档包含的题录共3条有0条题录存在必填字段内容缺失的问题所有题录的数据正常参考文献1 吉阳生, 陈家骏, 牛罡, et al. Transfer Learning via Multi-View Principal Component AnalysisJ. Journal of Computer Science & Technology, 2011(01):81-98.2 戴文渊. 基于实例和特征的迁移学习算法研究D. 上海交通大学, 2009.3 庄福振, 罗平, 何清, 等. 迁移学习研究进展J. 软件学报, 2015(01):26-39.