[1]韩 研,陈金如,柳宇菲.我国大学生成绩预测及专业分流引导实践探究——基于矩阵填充和回归模型的实证分析[J].南京师大学报(自然科学版),2022,(02):106-111.[doi:10.3969/j.issn.1001-4616.2022.02.013]
 Han Yan,Chen Jinru,Liu Yufei.Exploration on the Practice of College Students’ Achievement Prediction and Professional Diversion Guidance in China:Empirical Analysis Based on Matrix Filling and Regression Model[J].Journal of Nanjing Normal University(Natural Science Edition),2022,(02):106-111.[doi:10.3969/j.issn.1001-4616.2022.02.013]
点击复制

我国大学生成绩预测及专业分流引导实践探究——基于矩阵填充和回归模型的实证分析()
分享到:

《南京师大学报(自然科学版)》[ISSN:1001-4616/CN:32-1239/N]

卷:
期数:
2022年02期
页码:
106-111
栏目:
·计算机科学与技术·
出版日期:
2022-05-15

文章信息/Info

Title:
Exploration on the Practice of College Students’ Achievement Prediction and Professional Diversion Guidance in China:Empirical Analysis Based on Matrix Filling and Regression Model
文章编号:
1001-4616(2022)02-0106-06
作者:
韩 研1陈金如2柳宇菲3
(1.南京师范大学党委巡察工作办公室,江苏 南京 210023)(2.南京师范大学数学科学学院,江苏 南京 210023)(3.太原师范学院数学系,山西 晋中 030619)
Author(s):
Han Yan1Chen Jinru2Liu Yufei3
(1.Party Committee Patrol Office,Nanjing Normal University,Nanjing 210023,China)(2. School of Mathematical Sciences,Nanjing Normal University,Nanjing 210023,China)(3.Department of Mathematics,Taiyuan Normal University,Jinzhong 030619,China)
关键词:
专业分流矩阵填充线性回归模型
Keywords:
professional diversionmatrix fillinglinear regression model
分类号:
O221.2
DOI:
10.3969/j.issn.1001-4616.2022.02.013
文献标志码:
A
摘要:
采用矩阵填充和多元线性回归的方法建立基于学生成绩的专业方向推荐系统. 首先,以学生的高考成绩、大学基础课程已有成绩为工具应用样本,利用矩阵填充的方法测算其未知基础课程成绩的等级,进行综合学业评定后,利用多元回归法建立专业能力与成绩的关系,为其专业分流引导提供科学借鉴,建构基于专业能力的学业生涯规划范式.
Abstract:
This paper establishes a professional direction recommendation system based on students’ achievement by using the methods of matrix filling and multivariate linear regression. Firstly,taking the students’ college entrance examination scores and the existing scores of university basic courses as tool application samples and using the matrix filling method to calculate the level of their unknown basic course scores. After comprehensive academic uation,the relationship between professional ability and achievement is established using the multivariate regression method to provide scientific reference for their professional diversion guidance,and to construct the paradigm of academic career planning based on professional ability.

参考文献/References:

[1] 贺林平. 高校如何帮学生选对专业[N]. 人民日报,2012-05-17(12).
[2]张玲玮. 学生选专业如何不再“错爱”[N]. 人民日报,2012-05-18(12).
[3]BRACHMAN R J,ANAND T. The process of knowledge discovery in databases[C]//Advances in Knowledge Discovery & Data Mining. KDD Workshop,1996:37-57.
[4]阴爱英,杨晓花. 基于决策树的学生成绩分类研究[J]. 赤峰学院学报(自然科学版),2017,33(8):18-21.
[5]孙毅,刘仁云,王松,等. 基于多元线性回归模型的考试成绩评价与预测[J]. 吉林大学学报(信息科学版),2013,31(4):404-408.
[6]陈秀玲. 基于和朴素贝叶斯的文本分类系统设计与实现[D]. 武汉:武汉理工大学,2015.
[7]LIU Z,HANSSON A,VANDENBERGHE L. Nuclear norm system identification with missing inputs and output[J]. Systems control letters,2013,62(8):605-612.
[8]CAI J F,CANEZE J,SHEN Z. A singular value thresholding algorithm for matrix completion[J]. SIAM journal on optimization,2010,20(4):1956-1982.

备注/Memo

备注/Memo:
基金项目:国家自然科学基金项目(11871281).
通讯作者:韩研,讲师,研究方向:运筹与优化. E-mail:05390@njnu.edu.cn
更新日期/Last Update: 1900-01-01