Retracted: Image Clustering Algorithm and Its Application in Human Resources Management in Colleges

Abstract

With the popularity of the Internet and the development of digital technology, the amount of image and video data content in human resources management in colleges is also increasing. It is very important to achieve effective management and retrieval of video image data. To this end, this paper takes clustering algorithm as the research object, discusses the image processing of clustering algorithm and its application in human resources management of colleges and universities, in order to provide reference for my country's colleges and universities to realize the optimal management of human resources. Based on the content of digital images, this paper introduces three traditional digital image calculation methods and calculates their calculation process, including SIFT algorithm, VALAD algorithm and PCA algorithm. On this basis, the traditional algorithm is improved, and the improved Algorithm; and then take a college as the specific research object, through the use of K-means algorithm and improved K-means algorithm to carry out cluster analysis of the school's professional and technical personnel database, and formulate new Standard, that is, the working hours of the 5th and 6th levels of the sub-high school must be 402 and 378 months respectively, the appointment of the sub-high school must be 165 and 98 months, the total class hours are 1026 and 789 hours, and the scientific research scores are 1402.4 and 785.3 points.. The research results show that the clustering algorithm has a significant role and significance for the optimal management of human resources in universities and other enterprises.

Unsupervised Content Based Image Retrieval Using Pre-Trained CNN and PCNN Features Extractors

“…The normalization process is done by considering the values in the vector. For instance, if the vector is of size 1×4: [4,6,9,11]…”

“…It is important to provide fast retrieval with high accuracy in an online CBIR. The clustering algorithm is a powerful processing method that can quickly classify massive resources in a short period of time [11]. Clustering is the process of separating a dataset into groups, whereas images that are similar to each other will be clustered together in the same cluster.…”

Modern Human Resource Management System Based on Cloud Computing Platform

“…Constructing a human resources decision support system based on cloud computing, using prior training to obtain a reference model of data decision support, according to the system's functional requirements, the human resources management system is designed using the cloud computing fusion clustering method [22]. Human resources information management is achieved by obtaining the association characteristics of all data information.…”

A Robust Image Retrieval Method Using Multi-Hierarchical Agglomerative Clustering and Davis-Bouldin Index

“…The clustering algorithm is a powerful processing method that can quickly classify massive resources in a short period of time [9]. CBIR studies that utilize the hierarchical clustering method were carried out among others by [10,11].…”