DBSCAN Density Clustering Algorithm Constructed by Marketing Professional Course Cluster – A Study on the Promoting Role of Artificial Intelligence Educational Technology on Teaching Method Reform of Teachers of Higher Vocational Marketing Profession

Due to the development of advanced information technology such as artificial intelligence, the traditional marketing profession is being transformed and upgraded in the direction of intelligent higher vocational marketing, and the requirements of marketing positions on the knowledge, quality and ability of practitioners have changed.The article analyzes students' cell phone online behavior in different classrooms based on DBSCAN clustering algorithm by collecting students' campus network usage data, according to which the results can provide an effective basis for school management.By introducing the Interpretive Structural Model (ISM) and analyzing the interrelationships between courses, the article proposes a course cluster division scheme for marketing majors, which provides methodological support for the division of clusters in the construction of course clusters for professional teachers, as well as the selection and organization of the courses within the clusters.Finally, investigate the differential judgment of students from different places of origin about the influence of teaching environment, teacher quality, teaching process, teaching tools and resources on the teaching effect of marketing courses, the data show that the influence factors of marketing course teaching have obvious differences in the influence of the teaching effect of the course, improve the ability of professional teachers to educate people, optimize the teaching process of the marketing course, and deepen the reform of classroom teaching.

Publication Details

Journal
Journal of Combinatorial Mathematics and Combinatorial Computing
Published
2025-04-16
DOI
https://doi.org/10.61091/jcmcc127b-135
Primary Topic
E-commerce and Technology Innovations
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

DBSCAN Density Clustering Algorithm Constructed by Marketing Professional Course Cluster – A Study on the Promoting Role of Artificial Intelligence Educational Technology on Teaching Method Reform of Teachers of Higher Vocational Marketing Profession

Journal of Combinatorial Mathematics and Combinatorial Computing
E-commerce and Technology Innovations
article

DBSCAN Density Clustering Algorithm Constructed by Marketing Professional Course Cluster – A Study on the Promoting Role of Artificial Intelligence Educational Technology on Teaching Method Reform of Teachers of Higher Vocational Marketing Profession

article en

Abstract

Due to the development of advanced information technology such as artificial intelligence, the traditional marketing profession is being transformed and upgraded in the direction of intelligent higher vocational marketing, and the requirements of marketing positions on the knowledge, quality and ability of practitioners have changed.The article analyzes students' cell phone online behavior in different classrooms based on DBSCAN clustering algorithm by collecting students' campus network usage data, according to which the results can provide an effective basis for school management.By introducing the Interpretive Structural Model (ISM) and analyzing the interrelationships between courses, the article proposes a course cluster division scheme for marketing majors, which provides methodological support for the division of clusters in the construction of course clusters for professional teachers, as well as the selection and organization of the courses within the clusters.Finally, investigate the differential judgment of students from different places of origin about the influence of teaching environment, teacher quality, teaching process, teaching tools and resources on the teaching effect of marketing courses, the data show that the influence factors of marketing course teaching have obvious differences in the influence of the teaching effect of the course, improve the ability of professional teachers to educate people, optimize the teaching process of the marketing course, and deepen the reform of classroom teaching.

Journal of Combinatorial Mathematics and Combinatorial ComputingVol. 127b
Openalex Percentile: Top 87%
E-commerce and Technology Innovations
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.