应用统计专业型硕士研究生培养方案

（领域代码：0252，授应用统计硕士）

Education Plan for Professional Graduate in Applied

Statistics Major

（Discipline Code:0252,Award Master Degree of Applied Statistic）

一、培养目标 I Objectives

掌握马克思主义基本原理和中国特色社会主义理论体系，具有良好的政治素质和职业道德。具有严谨的学风及开拓进取、勇于创新的科学精神，具有应用统计专业理论知识水平、应用统计能力及一定的解决实际问题的能力。对本专业相关的应用方向有较广泛的了解，充分掌握现代应用统计的动态及前沿发展趋势。能有效地进行统计应用研究，并突出统计理论与实践问题的结合。具有较强的数据采集、分析处理及统计建模、统计软件开发运用的能力，具有很好的统计计算、统计推理的能力。能掌握应用统计涉及的相关案例领域的专业知识背景，较熟练地掌握一门外语，能阅读本专业外文资料，有一定的口语交流能力及运用外文撰写应用统计的科研论文。能胜任应用统计专业或相关专业的科研、教学、开发、咨询、管理等工作。重点为部门和大中型企业培养高层次、高水平的复合型应用统计专门人才。

Grasp the theories of Marxism and Theoretical System of the Chinese characteristic socialism, form good political quality and professional ethics. Have rigorous style and innovative spirit of science; have a solid theoretical knowledge of Applied Statistics; have a certain ability to solve practical problems. Have a broader understanding of the relevant application direction of this major; fully grasp the trend of the modern application of statistics and the trend of development. Can effectively carry on the statistical application research, and highlight the combination of the statistical theory and the practice question. Have the ability of strong data acquisition, analysis and processing and statistical modeling, statistical software development and application, great statistical calculation and statistical inference. Be able to master the professional knowledge background of the relevant case areas involved in the application of Statistics, master a foreign language, can skillfully professional foreign language materials, have a certain ability of oral communication and writing research papers of application statistics in foreign language. Be competent for research, teaching, development, consulting, management and other work of Applied Statistics or related profession. Focus on developing high level of composite applications statistics specialist for the government departments and large and medium-sized enterprises. 二、研究方向

II Disciplinary Research Areas

1、大数据处理与分析（含统计机器学习与挖掘算法、基于统计学方法的数据挖掘与数据结构、数据特征挖掘及应用、数据可视化挖掘技术及应用、面向社会数据挖掘的应用、智慧城市与物联网的大数据分析应用）。

2、统计建模与统计计算（含自主研发的统计软件、多元统计方法与SAS系统应用，线性与广义线性模型、WinBUGS软件、S语言及R软件应用、行业统计模型的建立与分析）；

3、经济与金融统计分析（含金融衍生产品定价、投资组合分析与优化、金融风险管理、物价与指数、经济预测与决策、国民经济统计、统计工作机制和方法创新研究）；

① Large data processing and analysis(including Statistical machine learning and mining

algorithm, Data mining and data structure based on statistical method, Data feature mining and its application, Data visualization mining technology and its application, The application of data mining oriented society, Big data analysis applications of smart city and the Internet of things).

② Statistical modeling and statistical computing(including Independent research and development of statistical software, Multivariate statistical method and application of SAS system, Linear and generalized linear models, WinBUGS software, S language and R software application, Establishment and analysis of industry statistical model).

③ Statistical analysis of economy and finance(including Pricing of financial derivatives, Investment portfolio analysis and optimization, Financial risk management, Price and index, Price and index, Statistics of national economy, Innovation research on the mechanism and method of statistical work system). 三、学制及学习年限

III Educational System and Years of Study

应用统计硕士专业学位研究生学制2年。采用全日制非定向/委培方式培养，学习年限一般为2年；非全日制委培方式培养，学习年限一般为2年。

The educational system for a full-time professional graduate of applied statistics is two years. The study period lasts generally two years for full-time mode and two years for part-time mode. 四、课程设置及学分要求

IVCurriculum System and Credit Requirements

毕业总学分不低于30学分，其中公共课不少于4学分，专业必修课不少于12学分，专业选修课不少于8学分，必修环节不少于6学分（其中实践环节不少于6个月）。

The Master course requires 30 or more total credits, includingpublic degree courses not less than 4 credits, professional degree courses not less than 12 credits, electivenot less than 8 credits, professional required courses not less than 6 credits(practice course is not less than 6 months). 课程类别 Course category 课程编号Course No. 学学分时CredHoit ur 开课学期Semester 课程名称 Course name 开课单位School 备注 Remark 02141102 自然辩证法概论 Introduction to Dialectics of Nature 第一外国语（英、日、法、德、俄语） First Foreign Language (English, Japanese, French, German, Russian) 应用数理统计 Applied Mathematical Statistics 数据采集与抽样调查 Data collection and sampling survey 数据挖掘与应用 Data mining and 18 1 1 公共课马克思主义学院 Marxism Institute 外国语学院 Foreign Language Institute 1 理学院 College of Science 理学院 College of Science 理学院 College of 必修课 Required Courses Public degree courses Professional Degree Courses 01841002-006 3 1 必修课 Required Courses 必修课 Required Courses 必修课 Required Courses 必修课 Required 01441308 3 专业学位课01441309 01441306 3 3 2 2 课程类别 Course category 课程编号Course No. 课程名称 Course name 学学分时CredHoit ur 开课学期Semester 开课单位School 备注 Remark Applications 01441307 应用多元统计分析 Applied multivariate statistical analysis 统计建模与计算 Statistical modeling and Computing 大数据与数据分析 Big data and data analysis 计量经济学及应用 Econometrics and its application 统计案例实务 Statistical case practice 金融统计理论与方法 Theory and method of financial statistics 生物信息与统计 Biological information and statistics 金融IT开发与测试 Financial IT development and testing 统计质量管理与控制 Statistical quality management and control 统计预测与决策 Statistical forecasting and decision making 统计学习方法 Statistical learning method 统计专业英语 Statistical English 课程实践 Practice courses 3 1 Science 理学院 College of Science 理学院 College of Science 理学院 College of Science 理学院 College of Science 理学院 College of Science 理学院 College of Science 理学院 College of Science 理学院 College of Science 理学院 College of Science 理学院 College of Science 理学院 College of Science 理学院 College of Science 理学院 College of Science Courses 必修课 Required Courses 必修课 Required Courses 01441310 3 2 01442313 36 2 2 01442314 36 2 1 01442311 36 2 2 01442315 36 2 1 Elective (≥6 credits) 任选大于601442316 36 2 1 学分01442312 36 2 1 01442318 01442319 01442320 01442310 36 2 2 36 2 2 36 2 1 必选课 Required Courses 18 2 month1 1 Compulsorycourses 环必01444001 节修2 2 课程类别 Course category 课程编号Course No. 课程名称 Course name 学学分时CredHoit ur s 开课学期Semester 开课单位School 备注 Remark 01444002 综合实践 Integrated practice 选题报告 Report on topics selection 4 months 3 3 实务部门 Practice sector 理学院 College of Science 01444003 1 3 五、必修环节 VCompulsory Courses

实践环节5学分。保证不少于半年的实践教学，可采用集中实践与分段实践相结合的方式。实践环节分为课程实践和综合实践两部分。课程实践主要是进行专业课程实践和科研技能训练，合格者记2学分。综合实践主要是进行专业综合实践和应用能力训练，综合实践合格者记3学分。课程实践和专业实践也可合并进行。非全日制专业学位硕士研究生可免修实践环节，但不记学分，所缺学分须通过选修课程补齐。

选题报告及中期考核1学分。硕士研究生应在导师的指导下，通过阅读文献资料、调查实际情况和参加研究工作，提出学位论文选题报告，经审核后确定学位论文题目。选题报告通过后记1个必修环节学分。

硕士研究生必须参加学校的中期考核。硕士研究生选题报告和中期考核的具体要求，参照研究生手册“研究生中期考核与选题管理办法”执行。

5 credits for professional practice.During the study period, professional graduates must ensure not less than six months of professional practice, and can be a combination of the concentrated practice and segment practice. Professional practice courses for professional graduates are generally divided into two parts, course practice and integrated practice. Course practice is mainly for professional practice and research skills training courses. Qualifiers for curriculum practice will get 2 credits. Comprehensive Practice will generally be mainly for professional practice and comprehensive application ability training; passer of integrated practice will get 3 credits. Comprehensive Practice and Course Practice can be merged together. Part-time professional degree masters can be exempt from professional practice; the missing credits shall be filled through elective courses

1 credit for thesis proposal and interim assessment .Under the guidance of supervisors, graduate students should pinpoint their research areas, look up relevant literature at home and abroad, conduct extensive investigations and report on the selection of dissertation. After examination, the research topic will be definite. After passing thesis proposal defense, the students will get one credit.

Graduates must participate in the medium-term assessment. Specific requirements for the report on topics selection of the thesis and interim assessment shall be carried out in accordance with the relevant provisions in graduate students’ manual. 六、科研与论文

VIScientific Research and Dissertation

专业学位硕士研究生在学期间，鼓励其在专业学术期刊上公开发表论文或取得工程应用成果。

论文选题要在学生调查研究的基础上，针对实际问题或实际需要在导师指导下进行。论

文形式可以是专题研究，也可以是高质量的调查报告或高质量的案例研究。对论文的评价主要考核学生运用所学理论解决实际问题的能力，强调知识的实际应用。学位论文须与应用统计实际问题、实际数据和实际案例紧密结合，体现学生运用应用统计及相关学科理论、知识和方法分析、解决应用统计实际问题的能力。论文类型可采用与数据收集、整理、分析相关的调研报告，数据分析报告，应用统计方法的实证研究等形式。学位论文答辩形式可多种多样，答辩成员中须有应用统计实践领域具有专业技术职务的专家。

During the schooling period, professional graduates are encouraged to publish papers on professional academic journals or gain engineering application achievements.

On the basis of investigation and study, thesis topic selection is to be carried out on the basis of the actual problems or the actual needs under the guidance of tutors. The form of a thesis can bespecial subject research,high quality investigation report and case study. The evaluation of the thesis should focus on students' ability to solve practical problems by applying the theory of learning; emphasize the practical application of knowledge. The thesis should be closely combined with the practical problems, the actual data and the actual cases of Applied Statistics. Thesis shall be accomplished independently, to reflect the ability of integrated use of applied statistics and related theories, methods and techniques to solve applied statistical practical problems. Thesis of professional graduates may take forms of research report related to data collection, collation and analysis,data analysis report, empirical study on the applied statistical methods and other forms.Thesis defensemay take various forms. Reviewers and members of the thesis defense committee should have experts with senior professional technical positions in practice areas of relevant industry. 七、培养方式与方法

VII Cultivation Mode and Method

1、应用统计硕士专业学位研究生培养以课程学习和应用技能培养为主，以科学研究为辅。坚持“宽口径，厚基础，重应用”的培养原则。

2、应用统计硕士专业学位研究生培养采取导师负责与集体培养相结合的方式，每名研究生指导工作实行“双师制”：一名为学术专业型指导教师，是研究生培养的第一负责人；另一名为应用研究型指导教师。

3、采用理论联系实际的教学方式。在校学习与到实际部门的专业实习相结合的方式，坚持理论与实践结合，重视案例教学和实践教学，以培养学生分析问题和解决问题的能力，并聘请实务部门有丰富实践经验的专家讲课或开设讲座。

4、加强实践训练环节。学校在大型企事业单位和管理部门建立有实习实践基地，加强对学生实习实践活动的安排，并考核成绩。实习形式按照学生的实际情况可以做多种安排。

1. The cultivation is mainly curriculum learning and application skills, supplemented by scientific research. Adhere to the principle of \"broad fields, thick foundation, emphasis on application \".

2. The combination of tutor tutor-based instruction group is the mode of cultivation. Professional graduates adopt double teacher-systems: an academic professional guidance teacherfor the first person in charge; the other is application research oriented teacher.

3. Adopt the teaching method of linking theory with practice. Take a form of the combination of school learning and professional practice in the real sector, adhere to the combination of theory and practice, pay attention to case teaching and practice teachingto cultivate students’ ability of independent analysisproblem and solving problem, and employ the experts who have rich practical experience in practical departments to give a lesson or open a lecture.

4.Strengthen the practical training. Establish practice bases in large enterprises and government departments to strengthen the arrangement of students' practice activities, and examine the results. Practice can arrangedifferent forms in accordance with the actual situation of students. 八、其他 VIII Others

1、为检查教学效果，确保培养质量，凡是培养方案规定的学习项目，均必须对专业学位硕士研究生进行考核。考核方式、成绩评定的办法须在课程教学大纲内明确。

2、本次制订培养方案的范围包括目前学校批准设立的所有专业学位种类。专业、层次相同的全日制、非全日制研究生专业适用同一培养方案。

3、专业硕士学位硕士研究生开题前需修满学位课程的学分，允许研究生开题后根据论文研究需要选修部分其他课程，申请答辩前修完全部课程即可。

4、各专业应对硕士研究生在学期间文献阅读量作出具体的规定与要求。硕士研究生应查阅本学科国内外文献40篇以上，其中外文文献不少于三分之一。

5、专业学位硕士研究生在课程学习阶段每月至少1次、论文工作阶段至少每月2次向指导教师汇报自己的学习和研究工作情况，形成制度并在培养方案中予以明确。

6、本次制订培养方案从2016级专业学位硕士研究生开始执行。

1. Master's level students in specialized degree programs must be examined according to the learning program of the training scheme rules, which could in some circumstances guarantee the teaching efficiency and training quality. The examination method and the assessment criteria must be explained in the course outline.

2. This teaching program includes all the professional degree categories approved by the university, and all the postgraduates are applicative to the same teaching program in the same faculty.

3. Normally a master's level student in specialized degree programs must attend a certain number of courses in order to apply for the thesis proposal. Students are allowed to choose some relevant courses when necessary, but should pass all these courses before the thesis defense.

4. Departments should formulate rules and requirements about the students’ references reading during the period of learning at the university. The number of references reading must not be less than 40, and the foreign ones should be one third or more of the total.

5. Normally a master's level student in specialized degree programs should report to their supervisor on his or her work at least once a month during the course learning period and twice a month in the thesis writing period. This should be explained in the training program.

6. This training program goes into effect for master's level students in specialized degree programs from the year of 2016.