|
|
- 格 丁
- 7 years ago
- Views:
Transcription
1
2
3
4
5 摘要 随着 Internet 的迅猛发展和日益普及, 网络文本信息急剧增长, 如何有效的 组织和管理这些海量信息, 并能够快速 准确 全面地获得用户所需要的信息是 当今信息科学技术领域面临的一大挑战 文本分类作为处理和组织大量文本数据 的关键技术, 可以在较大程度上解决信息杂乱现象的问题, 方便用户准确地定位 所需要的信息和分流信息 而且作为信息过滤 信息检索 搜索引擎 文本数据库 数字化图书馆等技术基础, 文本分类技术的研究具有重要的理论意义和广泛的应用价值 然而目前大多对文本分类对象还仅是文本内容, 而忽略了网络文本的标题 关键字 摘要等信息对文本类别的贡献, 如何综合利用这些信息提出高效 准确的分类算法是本文的热点研究内容之一 本文提出了通过 KNN 算法对文本各要素进行分类, 再使用贝叶斯定理综合多分类器, 最后通过模拟退火算法协调各要素比重的多要素中文文本分类算法 实验证明该算法能够有效的解决多要素文本分类问题并且与传统的文本分类方法相比有更高的分类准确率 基于 KNN 的多要素中文文本分类协调算法主要包括以下三各方面 : 基于 KNN 算法的中文文本分类研究与实现 主要研究了不同特征维数和不同特征选择算法对分类器的影响, 不同 K 值下 KNN 算法的分类性能 最后根据实验结果, 选择最优的特征维数 特征选择算法以及 K 值对各要素构造分类器, 再使用分类器得到测试文本集的类别信息, 最后对分类结果进行评估 提出并实现基于 Bayes 定理的多分类器协调算法 该算法将 Bayes 定理运用到多分类器的协调上来, 主要根据各分类器的分类结果以及分类器的分类性能, 结合 Bayes 定理重新计算文本分为各个类别的概率 完成模拟退火算法在多要素文本分类上的应用 由于多要素文本中各个要素对文本类别信息的贡献度互不相同, 因此提出将模拟退火算法应用到协调多要素的权重上, 并通过实验证明该方法的可行性与有效性 关键字 :KNN 算法 ; 多要素 ; 文本分类 I
6
7 Abstract With the rapid development and spread of Internet, the text information on the Internet grows rapidly. It is a big challenge faced by current information science technology that how to effectively organize and manage this information and get the information user needs quickly, accurately, and comprehensively. Text classification, as the key technology to organize and process large amount of text data, can solve the problem of information disorder and be convenient for the user to accurately locate the information they need. What is more, text classification is the foundation of information filtering, information retrieval, search engines, text database, and digital library. Thus the study of text classification has important theoretical significance and application value. However, the current text classification object is just the text contents. It ignores the importance of text title, keywords, abstract and so on. Therefore, how to comprehensively utilize these information and put forward an efficient and accurate classification algorithm is the research content of this paper. This paper put forward to classify various elements of the text using KNN algorithm, and then synthesize the multiple classifiers by Bayes theorem. Finally, we coordinate the proportion of different elements by simulated annealing algorithm. The experimental results show that our algorithm could effectively solve multiple elements text classification problems and has higher accuracy than traditional algorithm. The multiple elements text classification coordinate algorithm based on KNN contains three parts. The study and implementation of Chinese text classification based on KNN. We studied the influence of different feature selection methods to classifier and the classification performance with different K values. We choose the best feature selection method and K after experiments to conduct KNN classification. We also evaluated the results of classification. III
8 Put forward and implemented the multiple classifiers coordinate algorithm based on Bayes theorem. This algorithm applies the Bayes theorem in the coordinate of multiple classifiers. According to the classification results and classifier s performance, recalculate the class of the text and get the results. Applied the simulated annealing algorithm into the multiple elements text classification. Because each element in multiple elements text contribute to text classification is different, so bring forward apply the simulated annealing algorithm into the coordinate of different elements. We validate the feasibility and effectiveness of the method by many experiments. Key words: KNN algorithm;multiple elements;text Categorization IV
9 目录 第一章绪论 研究背景及意义 研究内容 国内外研究现状 国外研究现状 国内研究现状 本文主要工作... 6 第二章文本分类相关技术 文本分类系统的工作原理 文本预处理 中文文本分类的特点 文档集 文档表示模型 中文分词技术 中文停用词处理 文本特征选择方法 信息增益 (Information Gain) 互信息 (Mutual Information) 统计 ( 2 ) 交叉熵 (Cross Entropy) 文本频率 (Document Frequency) 特征权重算法 布尔加权法 (Boolean Weighting) 词频权重 TFIDF 权重 V
10 2.5 基于统计方法的分类算法 类中心向量算法 朴素贝叶斯算法 (Navie Bayes) 支持向量机分类算法 (SVM) K 近邻算法 (KNN) 分类性能评估 单类赋值 多类排序 本章小结 第三章基于 KNN 的多要素中文文本分类协调算法 基于 KNN 的中文文本分类系统构建 训练阶段 测试阶段 分类器评估阶段 基于 Bayes 定理的多分类器协调算法 Bayes 理论相关知识 基于 Bayes 定理的多分类结果协调算法 模拟退火算法在多要素文本分类上的应用 模拟退火算法 模拟退火算法在多要素文本分类上的应用 本章小结 第四章实验结果与分析 语料库说明 文本分类算法 特征数目对分类效果的影响 特征选择算法对分类效果的影响 KNN 算法中 K 值对分类效果的影响 基于 KNN 算法的多要素文本分类算法分类效果 KNN 算法对多要素中文文本的分类结果 VI
11 4.3.2 经协调后的多要素分类算法与传统分类方法对比 本章小结 第五章结论 总结 后续工作 参考文献 攻读硕士学位期间发表的论文 致谢 VII
12
13 Contents Chapter 1 Introduction Backgroud and Signification Problem Description Research Status Research Status Abroad Research Status in China Main Work... 6 Chapter 2 Text Categorization Technology Text Categorization's Characteristic Text PreTreatments Chinese Text Categorization's Characteristic Text Set Text Describe Model Word Split Stop Word Feature Select Algorithm Information Gain Mutual Information Statistics Cross Entropy Document Frequency Feature Weight Algorithm Boolean Weighting Word Frequency Weighting TFIDF Weighting Text Categorization Algorithm based on Statistics Class Center Vector Algorithm IX
14 2.5.2 Navie Bayes Algorithm SVM KNN Evaluation Single class assignment Multi class sort Summary of This Chapter Chapter 3 Multiple elements Text categorization Coordinate Algorithm Based on KNN Multiple elements Text categorization Algorithm based on KNN The training phase The testing phase Evaluation Multiple classifier Coordinate Algorithm Base on Bayes Theory Bayes Theory Multiple classifier Coordinate Algorithm Base on Bayes Theory Multiple elements Text Categorization Coordinate Algorithm Base on SA SA Multiple elements Text Categorization Coordinate Algorithm Base on SA Summary of This Chapter Chapter 4 Experimental Results and Analysis Corpus Description Text Categorization Algorithm Effect of the number of feature on the classifier The influence of feature select algorithm on the classifier The influence of the K value Multiple elements Text CoordinateAlgorithm based on KNN The result of Multi element text categorization based on KNN X
15 4.3.2 Comparison Multi element text categorization Summary of This Chapter Chapter 5 Conclusions Conclusions Prospections of the Future Work References Publiction Acknowledgement XI
16
17 Degree papers are in the Xiamen University Electronic Theses and Dissertations Database. Full texts are available in the following ways: 1. If your library is a CALIS member libraries, please log on and submit requests online, or consult the interlibrary loan department in your library. 2. For users of non-calis member libraries, please mail to etd@xmu.edu.cn for delivery details.
5 5 7 5 4 4 6 9 8 40
5 5 7 5 4 4 6 9 8 40 4 5 0 959 68 959 55 959 4 957 4 5 998 4 9 959 98 8 980 8 84 4 987 4 5 6 7 8 9 986 998 989 4 977 8 5 988 6 985 8 7 98 990 5 8 998 4 9 987 4 5 4 96 9 959 8 959 4 986 4 5 5 8 96 4 5
More informationDegree papers are in the Xiamen University Electronic Theses and Dissertations Database. Full texts are available in the following ways: 1. If your library is a CALIS member libraries, please log on http://etd.calis.edu.cn/
More information2
1999 4 2 3 4 5 6 7 8 9 10 11 1 2 1999 1 5 1998 7 2 3 97 7 37 12 4 5 1998 8 13 14 5 1997 10 15 6 27 36 16 Degree papers are in the Xiamen University Electronic Theses and Dissertations Database. Full texts
More information1 2.1 2.2 3.2 3.3 2 3 2.1 2.2 4 5 6 7 8 9 10 11 12 13 14 15 16 Degree papers are in the Xiamen University Electronic Theses and Dissertations Database. Full texts are available in the following ways: 1.
More information1 1 2 1 2 1 2 3 1 2 3 2 3 1 355 110 403 62 1979 1998 17 1979 2 1996 70 10 4000 200 332 17 80 3000 1.7 1% 300 4 1998 60% 3.4% 0.9 3.6 40.8 37.4 17.3 0.3 4.4 42.6 36.0 16.7 7.1 3.6 67.9 10.7 10.7 3.2 65.6
More information-2-
-1-20 -2- -3- -4- -5- -6- -7- -8- -9- -10- -11- -12- -13- -14- -15- -16- Degree papers are in the Xiamen University Electronic Theses and Dissertations Database. Full texts are available in the following
More information10384 9707005 UDC 1 1 5 5 5 6 7 10 10 10 12 13 16 16 17 18 19 21 21 23 24 27 27 27 28 28 29 29 31 32 1789 1846 1857 1859 46 173 34 35 28 442 5 319 88 87 46 211 2 82 46 219 1862 1945 Degree papers
More information2
10384 -------- 9601008 UDC---------------------- 1999 1999 1999 ------------------------ ------------------------ 1 2 .4...4 7 14.14..18..22..22..24 3 4.27.32.39 1 2 3 4 5 6 7 8 9 10 11 5 12 6 1 2 3 4
More information10384 9715101 UDC MBA 2000 5 2000 6 2000 2000 1995 10 26 1995 1995 10 1999 7 1 1986 SEC, Securities Exchange Committee 20 7 1996 1998 1998 1 2 3 1999 4 1 1 3000 2 3 1997 5 Degree papers are in
More information10384 1 X9915063 UDC The Brand Marketing of Real Estate MBA 2002 8 2002 9 2002 2002 8 1 1 2...1...4...4...4...4...5...6...6...6...6...7...9...9...9...10...10...11...11...12...12...14...14 1 3...16...16...17...18...18...18...19...20...20...22...23...23...24...25...26...27...28...28...30...32...32...32...33...34...34
More informationSupply Chain SCM IBM DRP
10384 9915114 UDC 2001 9 Supply Chain SCM IBM 21 1996 DRP Keywords Xiamen Overseas Chinese Electronic Co., Ltd Chinese Color TV Enterprise Transaction Cost the Management of Production, Marketing and Inventory
More information50 2
Frost & Sullivan 2006 65% 1 50 2 IDCITUMII1990 1999 10%, 49.2% 1-1 1-1 3 4 2005 GSM 3 2006 3G 2008 GSM GPRSCDMA 5 6 7 8 Frost & Sullivan 2006 65% 9 Email Ovum 2005 19.7% 164 10 11 12 13 14 Jupiter Media
More informationA Study on Grading and Sequencing of Senses of Grade-A Polysemous Adjectives in A Syllabus of Graded Vocabulary for Chinese Proficiency 2002 I II Abstract ublished in 1992, A Syllabus of Graded Vocabulary
More informationXML SOAP DOM B2B B/S B2B B2B XML SOAP
10384 9831010 U D C B2B 2 0 0 1 4 2 0 0 1 5 2 0 0 1 2001 4 XML SOAP DOM B2B B/S B2B B2B XML SOAP ABSTRACT Based on the research of Supply Chain Management theory and E-Commerce theory, especially in Business
More information1990-1997 1980-1997 Abstract The relationship between human resource development and economy increase has been an important research item with the coming of knowledge economy. In this paper, ahead item
More informationIPOs ... 1... 3...3...6... 8... 10... 12... 14...15... 15... 15... 16...16... 20...20...22... 24...24... 24... 25... 27 BP...28 RBF...31 MATLAB... 34 MATLAB...34 MATLAB... 34... 34... 35 MATLAB...36...
More information2
10384 K9607315 U D C 1999 1999 1999 1999 3 2 30 1957 1953 1953 1958 1978 1955 1956 1979 60 1980 BG(! BHDFG3 FK3 K6 K2 K12 K3 K7F BHDG3 FK3 K20ZQ K3 K7F BHDG21 CD#4 CD#4 CD#12 BHDG5 FK33ZQF SQ*2 JY(Z
More informationAbstract After over ten years development, Chinese securities market has experienced from nothing to something, from small to large and the course of
2003 MBA 600795 SWOT Abstract After over ten years development, Chinese securities market has experienced from nothing to something, from small to large and the course of being standardized. To all securities
More informationAbstract The adult higher education is a vital part of the higher education. As an essential tache of selecting qualified students, the adult college entrance examination plays an important role in securing
More information() MONORCHIIDAE SP
10384 B953404 UDC Monorchiidae sp ...2...3...5... 5... 5...8... 8....8....8 ()....12... 13....13....24...36.... 38....38....40...44 MONORCHIIDAE SP.... 47....47...49....50...51...53...57...58...61 1 2
More information10384 19020101152519 UDC Rayleigh Quasi-Rayleigh Method for computing eigenvalues of symmetric tensors 2 0 1 3 2 0 1 3 2 0 1 3 2013 , 1. 2. [4], [27].,. [6] E- ; [7], Z-. [15]. Ramara G. kolda [1, 2],
More informationWTO
10384 X0115018 UDC MBA 2004 5 14 2004 6 1 WTO 2004 2006 7 2 Abstract According to the promise after our country enter into WTO, our country will open the readymade oil retail market in the end of 2004
More information1
10384 9915009 UCD RESEARCH STAFF CAREER MANAGEMENT IN STATE-OWNED COMMERCIAL BANKS 1 Abstract The reasonable disposition of human resources is the guarantee of the long prosperity of enterprise. To carry
More informationUDC The Policy Risk and Prevention in Chinese Securities Market
10384 200106013 UDC The Policy Risk and Prevention in Chinese Securities Market 2004 5 2004 2004 2004 5 : Abstract Many scholars have discussed the question about the influence of the policy on Chinese
More informationAbstract There arouses a fever pursuing the position of being a civil servant in China recently and the phenomenon of thousands of people running to a
Abstract There arouses a fever pursuing the position of being a civil servant in China recently and the phenomenon of thousands of people running to attend the entrance examination of civil servant is
More information10384 X9908009 UDC Study On Causation Of Civil Tort Liability 2004 4 2004 2004 2004 4 [M] 1991476 [M] 1996635 ABSTRACT ABSTRACT Theory of causation, which is the most complicated and thorny of tort law,
More information1
10384 9832009 UDC 2001 6 1 2...3....3....3...5...5...6...9...9...12...15...15...18...38...42...43...46 3.. 7 2000 4 10 2000 8 www.wisecast.com 2000 12 22 4 5 1993 7 1 25% 1996 20 1997 67 1998 210 1999
More information.1..2....2 2. 2.. 3..5 7.7.8..11 11..12...14 19...19 20 20 26.29 36 40...41 90 98 4 21 Network selling (Multilevel Marketing),, 1950 1 1 2 3 LeeMythnger WillianCasselberry 1959 60 60 200 60 1972 40 80%
More information% 6.7% % % / 1
1 1995 1995 50% 70 75% 1996 1996 9 30 5000 2000 1996 1999 1998 11 9 1999 5 9 5 1998 10 1999 30 200 2 1950 38 1999 2960 1950 40 1999 3585 1950 0.73 1999 28.3 20 12.1% 6.7% 1 1 2 1950 1978 1950 38 1978 466
More information1998 5
10384 9511001 1998 5 1998 6 1998 1998 5 AICPA Internet/Intranet Internet/Intranet 1 2 2 2 4 6 10 10 10 12 13 13 14 18 18 18 19 19 20 Internet/Intranet 20 Internet/Intranet 23 21 25 28 28 28 30 32 32 32
More information10384 X0015101 UDC The Preliminary Survey of the Development Patterns of Security Analysts in China (MBA) 2004 2 2004 3 2004 3 2 0 0 4 2 14 Abstract Abstract The security analysts are respectable oversea,
More informationRoderick M.Chisholm on Justification I Synopsis Synopsis Since the problem of Gettier, the problem of justification has become the core of contemporary western epistemology. The author tries to clarify
More information10384 200115009 UDC Management Buy-outs MBO MBO MBO 2002 MBO MBO MBO MBO 000527 MBO MBO MBO MBO MBO MBO MBO MBO MBO MBO MBO Q MBO MBO MBO Abstract Its related empirical study demonstrates a remarkable
More information:
Thesis on Court Banquet and Assemblage Poetry in Early Tang : I Abstract Abstract In the background of three different stages early Tang: Taizong GaozongWuhou and Zhongzong,this thesis mainly analyzes
More information10384 X0115071 UDC The Research For The Actuality And Development Stratagem Of The China Securities Investment Fund (MBA) 2003 11 2003 12 2003 12 2 0 0 3 11 100 1991, WTO Abstract Abstract The Securities
More informationTHE APPLICATION OF ISOTOPE RATIO ANALYSIS BY INDUCTIVELY COUPLED PLASMA MASS SPECTROMETER A Dissertation Presented By Chaoyong YANG Supervisor: Prof.D
10384 070302 9825042 UDC 2001.6. 2001.7. 20016 THE APPLICATION OF ISOTOPE RATIO ANALYSIS BY INDUCTIVELY COUPLED PLASMA MASS SPECTROMETER A Dissertation Presented By Chaoyong YANG Supervisor: Prof.Dr. Xiaoru
More informationAbstract Since 1980 s, the Coca-Cola came into China and developed rapidly. From 1985 to now, the numbers of bottlers has increased from 3 to 23, and
Abstract Since 1980 s, the Coca-Cola came into China and developed rapidly. From 1985 to now, the numbers of bottlers has increased from 3 to 23, and increases ulteriorly. When the Coca-Cola company came
More informationWTO
10384 200015128 UDC Exploration on Design of CIB s Human Resources System in the New Stage (MBA) 2004 2004 2 3 2004 3 2 0 0 4 2 WTO Abstract Abstract With the rapid development of the high and new technique
More information10384 X0115019 UDC (MBA) 2004 5 2004 6 2004 XTC An Research on Internationalization Strategy of XTC , XTC XTC XTC APT XTC XTC XTC XTC XTC XTC : Abstract Abstract Although it s well known that China s
More informationWTO OEM
10384 200115142 UDC A Study on the Developing Strategy of Xiamen Evere Sports Goods Co., Ltd. A Case Study based on the Theory of Value Chain (MBA) 2005 5 2005 6 2005 5 2005 5 WTO OEM Abstract Abstract
More information:
A Study of Huangtao : I Abstract Abstract This text focuses on the special contribution of Huangtao in the history of literature and culture of Fukien, by analyzing the features of Huangtao s thought,
More informationX UDC A Post-Evaluation Research on SINOPEC Refinery Reconstruction and Expanding Project MBA 厦门大学博硕士论文摘要库
2003 2 10384 X9915078 UDC A Post-Evaluation Research on SINOPEC Refinery Reconstruction and Expanding Project MBA 2003 2 2003 3 2003 200 / Abstract Post-evaluation is a comprehensive evaluation on an implemented
More information学 校 编 码 :10384 分 类 号 密 级 学 号 :X2007155130 UDC 厦 门 怡 福 养 生 健 康 管 理 有 限 公 司 创 业 计 划 王 韬 指 导 教 师 姓 名 : 郭 霖 教 授 厦 门 大 学 硕 士 学 位 论 文 厦 门 怡 福 养 生 健 康 管 理 有 限 公 司 创 业 计 划 A Business Plan for Xiamen Eve Health
More informationAbstract Today, the structures of domestic bus industry have been changed greatly. Many manufacturers enter into the field because of its lower thresh
SWOT 5 Abstract Today, the structures of domestic bus industry have been changed greatly. Many manufacturers enter into the field because of its lower threshold. All of these lead to aggravate drastically
More information厦 门 大 学 学 位 论 文 原 创 性 声 明 本 人 呈 交 的 学 位 论 文 是 本 人 在 导 师 指 导 下, 独 立 完 成 的 研 究 成 果 本 人 在 论 文 写 作 中 参 考 其 他 个 人 或 集 体 已 经 发 表 的 研 究 成 果, 均 在 文 中 以 适 当 方
学 校 编 码 :10384 分 类 号 密 级 学 号 : UDC 硕 士 学 位 论 文 浙 江 省 人 事 考 试 突 发 事 件 应 对 策 略 探 析 An Exploration of Zhejiang Province Personnel Examination Emergency Strategy 姜 海 峰 指 导 教 师 姓 名 : 王 玉 琼 教 授 专 业 名 称 : 公 共
More information10384 9917001 UDC 2002 2002 2002 2002 5 Research on Martin Trow s Ideological Theory of Higher Education Massification ABSTRACT The present paper is divided into five chapters. The first chapter is an
More informationABSTRACT ABSTRACT Based on analyzing public corporation in foreign countries, this paper studies basic theories of public legal establishment, with our country s reality in the social transferring period
More information2000.11 2000.11 2000 11 Abstract: Background: The development of autoantibodies in the sera of patients with cancers has been described, but the mechanism is still not clear. Objective: The aim of this
More information10384 199928010 UDC 2002 4 2002 6 2002 2002 4 DICOM DICOM 1. 2. 3. Canny 4. 5. DICOM DICOM DICOM DICOM I Abstract Eyes are very important to our lives. Biologic parameters of anterior segment are criterions
More information厦 门 大 学 学 位 论 文 原 创 性 声 明 本 人 呈 交 的 学 位 论 文 是 本 人 在 导 师 指 导 下, 独 立 完 成 的 研 究 成 果 本 人 在 论 文 写 作 中 参 考 其 他 个 人 或 集 体 已 经 发 表 的 研 究 成 果, 均 在 文 中 以 适 当 方
学 校 编 码 :10384 学 号 :17820121151192 硕 士 学 位 论 文 携 程 与 艺 龙 竞 争 战 略 的 财 务 比 较 分 析 Financial Analysis on Different Competitive Strategies of Ctrip and Elong 郑 亮 指 导 教 师 : 黄 海 玉 专 业 名 称 : 旅 游 管 理 硕 士 答 辩 日
More information10384 27720071152270 UDC SHIBOR - Research on Dynamics of Short-term Shibor via Parametric and Nonparametric Models 2 0 1 0 0 5 2 0 1 0 0 5 2 0 1 0 0 5 2010 , 1. 2. Shibor 2006 10 8 2007 1 4 Shibor
More information10384 200008009 UDC 2003 11 2003 2003 2003 11 1 3 3 3 4 4 4 4 5 6 6 7 7 10 10 10 11 11 17 23 23 24 25 28 29 31 33 33 36 39 41 42 42 42 42 43 44 45 45 45 46 47 47 47 50 52 54 57 58 59 60 appeal on public
More informationUDC 厦门大学博硕士论文摘要库
10384 9924012 UDC 2002 5 2002 2002 2002 5 1 Study on High Speed Switch System and Their ASIC Frontend Design Thesis for MS By Shuicheng Cai Supervisor: Prof. Donghui Guo Department of Physics Xiamen Unviersity
More informationABSTRACT ABSTRACT As we know the Sinology has a long history. As earily as 19 th century some works have already been done in this field. And among this the studies of lineages and folk beliefs in Southeast
More information10384 X2009230010 UDC The Design and Implementation of Small and Medium-sized Courier Company Logistics Vehicle Scheduling System 2012 06 Abstract With the arrival of the information age, tremendous
More informationLotus Notes Design and Implementation of Sales Process Management System Based on Lotus Notes 施莹艳 指导教师姓名 : 林林林林坤坤坤坤辉辉辉辉 教授 专 业 名 称 : 软软软软件件件件工工工工程程程程 论论论论文文文文提提提提交交交交日日日日期期期期 : 年 论论论论文文文文答答答答辩辩辩辩时时时时间间间间
More informationI
The Discussion on Manchu-City of Foochow in Qing Dynasty I Abstract II Abstract This thesis aims to, from the research on the Eight-Banner garrison in Foochow, explore the living situation of the banner-people
More information- 2 - Russell Thaler 2 1 2 unexpected dramatic P t =P t-1 + P t t P t-1 t-1 2 T.Russell and R.Thaler, The Relevance of Quasi-Rationality in Competitiv
- 1-1 Bayes 1 1 A B P AB =P A *P B - 2 - Russell Thaler 2 1 2 unexpected dramatic P t =P t-1 + P t t P t-1 t-1 2 T.Russell and R.Thaler, The Relevance of Quasi-Rationality in Competitive Markets. American
More information( ) ( ) ATPase 1 ATPase ATPase 30 20 30 2 ATPase -. 3 MDA O 2 30 20 30 MDA 40 SOD MDA 0-10 0-30 10 3 0 SOD 0-10 10 4 NaCl 0-10 0-20 MDA Comparative Studies on Plasma Membrane Function of Salt-secreting
More information10384 9702001 UDC 2000 5 2000 6 2000 2000 5 1 .1 1 2 3. 4 4 4.5.6 6 1..7 2..7. 8 8 1..8 1..8 2 10 2 11..12 1 12 1 12 2 12 2 12 1 12 2 13 3 13 4 14 3 14 4 14..16..17..19..20..21 2 3 1 20 1921 1926 1928
More informationUniversity of Science and Technology of China A dissertation for master s degree Research of e-learning style for public servants under the context of
中 国 科 学 技 术 大 学 硕 士 学 位 论 文 新 媒 体 环 境 下 公 务 员 在 线 培 训 模 式 研 究 作 者 姓 名 : 学 科 专 业 : 导 师 姓 名 : 完 成 时 间 : 潘 琳 数 字 媒 体 周 荣 庭 教 授 二 一 二 年 五 月 University of Science and Technology of China A dissertation for
More informationConstruction of Chinese pediatric standard database A Dissertation Submitted for the Master s Degree Candidate:linan Adviser:Prof. Han Xinmin Nanjing
密 级 : 公 开 学 号 :20081209 硕 士 学 位 论 文 中 医 儿 科 标 准 数 据 库 建 设 研 究 研 究 生 李 楠 指 导 教 师 学 科 专 业 所 在 学 院 毕 业 时 间 韩 新 民 教 授 中 医 儿 科 学 第 一 临 床 医 学 院 2011 年 06 月 Construction of Chinese pediatric standard database
More informationResearch for RS encoding and decoding technology in the Digital Television Terrestrial Broadcasting System 2006 厦门大学博硕士论文摘要库
Research for RS encoding and decoding technology in the Digital Television Terrestrial Broadcasting System 2006 DMB-T RS DMB-T DMB-T RS(208,188) RS BM RS : 1 RS RS RS FPGA RS 2 RS 3 BM 4 matlab RS RS
More informationSWOT Abstract Abstract Fuzhou Water & Wastewater Engineering Design Institute is an affiliate project prospecting and designing unit under Fuzhou Water Supply General Company. It engages mainly in the
More information2002 II
10384 B9901001 UDC A Grammatical Study Of Wanrong Dialect 2OO2 I 2002 II III Abstract The thesis is intended to make a more systematic study of the grammar on Wanrong dialect, which is distributed in the
More informationJ. D. 17 Daniel J. Elazar, American Federalism: A View From the States (New York: Happer & Row, Publishers, 1984), p
20 20 70 80 1 20 90 20 90 J. D. 17 Daniel J. Elazar, American Federalism: A View From the States (New York: Happer & Row, Publishers, 1984), p.41-42. 2 19 1985 80 Gerald D. Nash, State and Local Governments,
More information...12...12...13...18...18...24 MSCI...27 FTSE...29...33...36................................................... 1 ...........................39...39...42...45...54.............................................
More information- 2 -
2002 11 10384 9915064 UDC Money Trapping By the Listed Companies and Its Prevention MBA 2002 11 2002 12 2002 - 2 - Abstract In the first place, this paper defines the conduct of some listed companies which
More informationWTO WTO ATM POS 4 CRM 2
Carl W.Buechner 2002 9 + CRM CRM 1 CRM Hans Peter Brondmo 2002 2 CEO 1 2 Hans Peter Brondmo 2002 1 WTO WTO 1 1000 2 3 ATM POS 4 CRM 2 1 2 3 4 Thibaut & Kelley Rusbult Polanyi Thibaut & Kelley 1959 Rusbult,1980
More information國家圖書館典藏電子全文
i ii Abstract The most important task in human resource management is to encourage and help employees to develop their potential so that they can fully contribute to the organization s goals. The main
More information豐佳燕.PDF
Application of Information Literacy to chiayen@estmtc.tp.edu.tw information literacy Theme-oriented teaching. Abstract Based on the definition of Information Literacy and Six core concepts of the problem
More informationMicrosoft Word - 24217010311110028谢雯雯.doc
HUAZHONG AGRICULTURAL UNIVERSITY 硕 士 学 位 论 文 MASTER S DEGREE DISSERTATION 80 后 女 硕 士 生 择 偶 现 状 以 武 汉 市 七 所 高 校 为 例 POST-80S FEMALE POSTGRADUATE MATE SELECTION STATUS STUDY TAKE WUHAN SEVEN UNIVERSITIES
More informationAbstract / / B-ISDN ATM Crossbar Batcher banyan N DPA Modelsim Verilog Synopsys Design Analyzer Modelsim FPGA ISE FPGA ATM ii
10384 200024024 UDC 2003 5 2003 6 2003 2003 5 i Abstract / / B-ISDN ATM Crossbar Batcher banyan N DPA Modelsim Verilog Synopsys Design Analyzer Modelsim FPGA ISE FPGA ATM ii System On-Chip Design and Performance
More information1
10384 199819007UDC 2 0 0 2 4 2 0 0 2 6 2 0 0 2 2 0 0 2 6 1 2 1 1992 1 3 1 1 1 3 6 6 22 25 26 4 145 78 42 113 o 31 36 113 o 35 43 22 o 06 39 22 o 13 06 2.5 2 25.66 8.61 6.54 7.56 2.95 2 40000 32500 32500
More informationUDC Design and Application of Intrusion Detection System Based on Snort 2009 12 Snort Snort Apriori Snort Apriori Microsoft Visual Studio 2008 C# Snort Snort Snort Snort Snort Apriori Snort Snort Apriori
More informationuntitled
LBS Research and Application of Location Information Management Technology in LBS TP319 10290 UDC LBS Research and Application of Location Information Management Technology in LBS , LBS PDA LBS
More informationSVM OA 1 SVM MLP Tab 1 1 Drug feature data quantization table
38 2 2010 4 Journal of Fuzhou University Natural Science Vol 38 No 2 Apr 2010 1000-2243 2010 02-0213 - 06 MLP SVM 1 1 2 1 350108 2 350108 MIP SVM OA MLP - SVM TP391 72 A Research of dialectical classification
More information100Mbps 100Mbps 1000Mbps 100Mbps 1000Mbps 100Mbps 100Mbps PD LXT Mbps 100Mbps 100Mbps 1
1 3 6 6 7 100BASE-FX 10 100Mbps 13 13 21143-PD 14 LXT970 20 Serial ROM 24 Boot ROM 24 Agilent 25 100Mbps 27 27 37 100Mbps 45 50 54 55 100Mbps 100Mbps 1000Mbps 100Mbps 1000Mbps 100Mbps 100Mbps 21143-PD
More informationUDC The Establishment of Fractional BSDE : : : : : 厦门大学博硕士论文摘要库
10384 19020071152070 UDC The Establishment of Fractional BSDE : : : 2010 4 : 2010 5 : 2010 6 2010 4 1. 2. 1973 1990 Pardoux. Duffie Epstein ( ) Feynman-Kac Navier-Stokes El Karoui Quenez ( )... - i Abstract
More informationKluyveromyces sp. Y-85 Saccharomyces cerevisiae E-15, E g/100ml Y-85 E-15 DNA Y YEPD MM E E-15 Y-85 Y-85 12h E h 0.1%ED
10384 9626012 UDC 1999 7 1999 7 16 1999 1999 7 1 Kluyveromyces sp. Y-85 Saccharomyces cerevisiae E-15, E-15 10 2.98g/100ml Y-85 E-15 DNA Y-85 45 YEPD MM E-15 45 30 E-15 Y-85 Y-85 12h E-15 10 h 0.1%EDTA-,
More informationAbstract Due to the improving of living standards, people gradually seek lighting quality from capacityto quality. And color temperature is the important subject of it. According to the research from aboard,
More informationµ γ α γ α µ α µ γ Ig/Ig-TCIC 1 immune immunity immunis 10 998~1022 19 Edward Jenner Jenner Louis Pasteur 1880 Elie I.I. Metchnikoff (1883), P.P.Emile Roux A.E.J.Yersin (1888) Emil A. Von Behring Pfeiffer
More information096STUT DOC
i YouTube was established in 2005 until now only more than 3 years. Although it was established just more than 3 years, it has already become the one of multitudinous video shares website that most people
More informationX MGC X 22 X 23 X MGC X BALB/c 26 X MGC X MGC X MGC X..
1 0 3 8 4 9726023 UDC X MGC80-3 2000 7 2000 7 2000 7 2000 6 22.3.4...11..11 12 13 15 15 20 20 X MGC80-3. 22 X 22 X 23 X MGC80-3.23 X BALB/c 26 X MGC80-3.27 X MGC80-3 28 29 29 30 31 32 33 X MGC80-3 34 X..34.35.36
More informationMicrosoft Word - A201210-60_1349949005.doc
5 10 15 20 25 一 种 针 对 在 线 旅 游 线 路 网 页 判 别 算 法 的 研 究 与 实 现 徐 显 炼, 郭 燕 慧 ( 北 京 邮 电 大 学 信 息 安 全 中 心, 北 京 100876) 摘 要 : 随 着 近 年 来 在 线 旅 游 业 的 快 速 发 展, 在 线 旅 游 搜 索 引 擎 己 经 成 为 当 前 搜 索 引 擎 发 展 的 一 个 热 门 方 向
More information报 告 1: 郑 斌 教 授, 美 国 俄 克 拉 荷 马 大 学 医 学 图 像 特 征 分 析 与 癌 症 风 险 评 估 方 法 摘 要 : 准 确 的 评 估 癌 症 近 期 发 病 风 险 和 预 后 或 者 治 疗 效 果 是 发 展 和 建 立 精 准 医 学 的 一 个 重 要 前
东 北 大 学 中 荷 生 物 医 学 与 信 息 工 程 学 院 2016 年 度 生 物 医 学 与 信 息 工 程 论 坛 会 议 时 间 2016 年 6 月 8 日, 星 期 三,9:30 至 16:00 会 议 地 址 会 议 网 址 主 办 单 位 东 北 大 学 浑 南 校 区 沈 阳 市 浑 南 区 创 新 路 195 号 生 命 科 学 大 楼 B 座 619 报 告 厅 http://www.bmie.neu.edu.cn
More information國立中山大學學位論文典藏.PDF
I II III The Study of Factors to the Failure or Success of Applying to Holding International Sport Games Abstract For years, holding international sport games has been Taiwan s goal and we are on the way
More informationMicrosoft Word - chnInfoPaper6
文 章 编 号 :3-77(2)-- 文 章 编 号 :92 基 于 中 文 拼 音 输 入 法 数 据 的 汉 语 方 言 词 汇 自 动 识 别 张 燕, 张 扬 2, 孙 茂 松 (. 清 华 大 学 计 算 机 系, 北 京 市 84;2. 搜 狗 科 技 公 司, 北 京 市 84) 摘 要 : 方 言 研 究 领 域 中 的 语 音 研 究 词 汇 研 究 及 语 法 研 究 是 方 言
More informationMicrosoft Word - a8_wu_guangyun
论 区 域 合 作 中 的 政 策 冲 突 及 其 协 调 吴 光 芸 ( 南 昌 大 学 公 共 管 理 学 院, 南 昌 330031) 内 容 摘 要 : 区 域 合 作 的 关 键 是 协 调 各 利 益 主 体 和 各 要 素 之 间 的 关 系, 促 进 各 地 区 的 有 序 发 展 在 区 域 合 作 过 程 中, 由 于 政 策 制 定 主 体 的 多 元 性 和 非 隶 属 性,
More information医学科研方法
医 学 科 研 方 法 主 讲 苏 秀 兰 细 胞 生 物 学 教 授 第 一 讲 绪 论 一 概 念 : 在 医 学 科 学 研 究 活 动 中, 运 用 科 学 的 实 践 和 理 论 思 维 的 技 巧, 充 分 发 挥 自 己 的 智 慧, 去 寻 找 观 念 世 界 与 现 实 世 界 之 间 的 联 系 或 规 律, 从 而 发 现 新 现 象, 提 出 新 理 论 的 手 段 二 医
More information10384 200129005 UDC _ Product Lines and their Control System Design for Fine Powder and Ultra-fine Powder 2004 5 2004 6 2004 2004 5 AUTOCAD PLC PC PLC PC PLC PLC VB6.0 PLC VB PID I MATLAB PID PLCCPU PID
More informationMicrosoft Word - 33-p0191-14skyd8.doc
第 20 卷 第 4 期 中 南 大 学 学 报 ( 社 会 科 学 版 ) Vol.20 No.4 2014 年 8 月 J. CENT. SOUTH UNIV. (SOCIAL SCIENCE) Aug. 2014 基 于 模 糊 层 次 分 析 法 的 政 府 干 部 胜 任 力 评 价 实 证 研 究 薛 琴 ( 南 京 工 程 学 院 经 济 与 管 理 学 院, 江 苏 南 京,211167)
More informationResearch on the Mycorrhizal Community of Pinus Massoniana Lamb in Wuyishan Nature Reserve Abstract Mycorrhizae is the symbiosisal body of fugus and bo
(pinus massoniana Lamb) 27 o 33. o 54, 117 o 27 117 o 51 1 Research on the Mycorrhizal Community of Pinus Massoniana Lamb in Wuyishan Nature Reserve Abstract Mycorrhizae is the symbiosisal body of fugus
More informationShanghai International Studies University THE STUDY AND PRACTICE OF SITUATIONAL LANGUAGE TEACHING OF ADVERB AT BEGINNING AND INTERMEDIATE LEVEL A Thes
上 海 外 国 语 大 学 硕 士 学 位 论 文 对 外 汉 语 初 中 级 副 词 情 境 教 学 研 究 与 实 践 院 系 : 国 际 文 化 交 流 学 院 学 科 专 业 : 汉 语 国 际 教 育 姓 名 : 顾 妍 指 导 教 师 : 缪 俊 2016 年 5 月 Shanghai International Studies University THE STUDY AND PRACTICE
More informationOrigination And Filmization: Research Of Relation Between The Modern Chinese Movie And literature 2005 7 21 I II Abstract Movie has been knotted with literature tightly since the day of naissance. The
More informationPublic Projects A Thesis Submitted to Department of Construction Engineering National Kaohsiung First University of Science and Technology In Partial
Public Projects A Thesis Submitted to Department of Construction Engineering National Kaohsiung First University of Science and Technology In Partial Fulfillment of the Requirements For the Degree of Master
More informationGassama Abdoul Gadiri University of Science and Technology of China A dissertation for master degree Ordinal Probit Regression Model and Application in Credit Rating for Users of Credit Card Author :
More information厦门大学博硕士论文摘要库
10384 B200009005 UDC 2003 4 2003 2003 2003 4 20 80 20 80 80 Abstract The historical-cost position of foreign direct investment in the United States (FDIUS) accounts for the largest share of world FDI outward
More information2.
1 20 60 < > < > 2. 3 1 1.Davis,John Francis,"The Poetry of Chinese" Journal of The Royal Asiatic Society of Great Britian and Ireland 11(1830),(Translation of chapter 3 of the novel) 1830 1792 2.Tom Rorbert,"The
More information3 : 505.,,,,,,,,,, 21 [1,2 ] , 21,, 21,, : [3 ]. 1. 3,, 10, 2 ( ),,, ; ; 40, [4 ]. 46, : (1),, (2) 16,,,,, (3) 17, (4) 18,, (5) 19,, (6) 20
1 9 3 Vol. 19 No. 3 2004 9 (504 514) PROGRESS IN GEOPHYSICS Sep. 2004 (, 100101),,, :,,,,,, P183 A 100422903 (2004) 0320504211 Summarization on Earth system science BI Si2wen ( State Key Laboratory of
More information