Recommendation system for finding improved coworking area based on intelligent information technologies

Abstract

Purpose The purpose of this study is to make the implementation of a recommended Web service that allows one to formalize the search for a suitable coworking according to individual preferences as a decision-making task, as well as find a coworking area in an optimized setting for both the individual employee and those who carry out collective professional activities from a large number of alternatives in a shorter time. Design/methodology/approach In the implemented system of each place category in coworking areas, a search will be carried out according to formalized parameters and with an individual approach. To find the set of the required services of the coworking zone, the target functions of maximizing the priority of the place and minimizing the cost are determined, between which the user can set the ratio. As a constraint, the general fund of financial expenses for the time to reach the zone from different locations is used. The results of problem formalization are presented in the form of a mathematical model. Findings The use of a problem-oriented solution can significantly reduce the laboriousness of finding a suitable workspace. Originality/value The development of coworking zone practices contributes to the development of a professional infrastructure of the city and minimizes the cost of equipping each enterprise with additional tools, as well as manages labor resources and tracks trends of both professional and novice workers’ needs.

Research on MOOC Curriculum Recommendation Model of Higher Vocational English based on Improved Intensive Learning Network

“…Traditional recommendation systems often build a model to minimize the distance between the quantitative data of users' real behavior and the prediction results [26]. The optimization process is realized by loss function.…”

KNOWCON 2021. Knowledge on Economics and Management: Conference Proceedings

“…Mariotti et al (2021) agree that coworking spaces are mainly an urban phenomenon. A recent study by Kotciuba et al (2021) concluded that a presence of coworking environments in a selected metropolitan area correlates with lowered labour management costs for companies that tend to track and cater to their employees' personal and work-related needs. Still, the evidence by Mariotti et al (2021) suggests that coworking environments in rural and peripheral areas have steadily grown, mainly as the share of teleworkers outside of metropolitan areas primarily increased.…”