Personalized travel route recommendation algorithm based on improved genetic algorithm

2020 ◽  
pp. 1-17
Author(s):  
Chuanming Chen ◽  
Shuanggui Zhang ◽  
Qingying Yu ◽  
Zitong Ye ◽  
Zhen Ye ◽  
...  
Keyword(s):  
Path Planning ◽  
Social Relationships ◽  
Rectangular Region ◽  
Improved Genetic Algorithm ◽  
Trajectory Data ◽  
User Clustering ◽  
The Social ◽  
Planning Algorithms ◽  
Travel Route Recommendation ◽  
Historical Trajectory

The analysis of user trajectory information and social relationships in social media, combined with the personalization of travel needs, allows users to better plan their travel routes. However, existing methods take only local factors into account, which results in a lack of pertinence and accuracy for the recommended route. In this study, we propose a method by which user clustering, improved genetic, and rectangular region path planning algorithms are combined to design personalized travel routes for users. First, the social relationships of users are analyzed, and close friends are clustered into categories to obtain several friend clusters. Next, the historical trajectory data of users in the cluster are analyzed to obtain joint points in the trajectory map, these are matched according to the keywords entered by users. Finally, the search area is narrowed and the recommended travel route is obtained through improved genetic and rectangular region path planning algorithms. Theoretical analyses and experimental evaluations show that the proposed method is more accurate at path prediction and regional coverage than other methods. In particular, the average area coverage rate of the proposed method is better than that of the existing algorithm, with a maximum increasement ratio of 31.80% .

The Social Specificity of Societal Nature Relations in a Flexible Capitalist Society

2020 ◽  
Author(s):  
Dennis Eversberg
Keyword(s):  
Social Relationships ◽  
Social Relations ◽  
Social Space ◽  
Environmental Issues ◽  
Capitalist Society ◽  
Ideal Types ◽  
Mutual Dependency ◽  
The Social ◽  
People’S Perceptions

Based on analyses of a 2016 German survey, this article contributes to debates on ‘societal nature relations’ by investigating the systematic differences between socially specific types of social relations with nature in a flexible capitalist society. It presents a typology of ten different ‘syndromes’ of attitudes toward social and environmental issues, which are then grouped to distinguish between four ideal types of social relationships with nature: dominance, conscious mutual dependency, alienation and contradiction. These are located in Pierre Bourdieu’s (1984) social space to illustrate how social relationships with nature correspond to people’s positions within the totality of social relations. Understanding how people’s perceptions of and actions pertaining to nature are shaped by their positions in these intersecting relations of domination – both within social space and between society and nature – is an important precondition for developing transformative strategies that will be capable of gaining majority support in flexible capitalist societies.

OPTIMALISASI PENGELOLAAN PERKEMBANGAN SOSIAL EMOSI ANAK USIA DINI

Edupedia ◽  
2019 ◽  
Vol 4 (1) ◽  
pp. 59-66
Author(s):  
Khulusinniyah ◽  
Farhatin Masruroh
Keyword(s):  
Early Childhood ◽  
Social Development ◽  
Social Relationships ◽  
Emotional Development ◽  
Emotional Reactions ◽  
Early Age ◽  
Important Thing ◽  
Emotion Development ◽  
Social Emotion ◽  
The Social

The social-emotionaldevelopment of children is important to be developed from an early age. The emotionaldevelopment in early childhood, takes place simultaneously with their social development. Even there is claim that their emotional development is influenced by their social development. Itcaused by the emotional reactions displayed by early childhood as a response to the social relationships that they live with other people. The emotional development of early childhood can also affect the sustainability of social relationships. Stimulation is an important thing to give by early childhood educators and parents so they can optimize their social emotion development. With this treatment, they can grow into the life ready person in facing the complex future.

Organizational Socialization

2018 ◽  
Author(s):  
Martin Krzywdzinski
Keyword(s):  
Social Integration ◽  
Empirical Analysis ◽  
Social Relationships ◽  
Organizational Socialization ◽  
Team Building ◽  
Work Behaviors ◽  
Selection Processes ◽  
The Social ◽  
Socialization Processes ◽  
The Empirical Analysis

This chapter examines the organizational socialization mechanisms in automotive plants in Russia and China. The empirical analysis starts with selection processes. How do the companies select candidates during recruitment and whom do they select? Are they looking for a certain type of employee? The chapter continues with the analysis of onboarding concepts in China and Russia and then follows the employees within their teams. It analyzes the social relationships in the team, which influence the socialization processes within the company. Finally, overarching company activities intended to promote social integration (team building, competitions) are examined to determine the extent to which they shape work behaviors and generate identification with the company. The analysis shows considerable differences between the Russian and the Chinese plants regarding the intensity and the effects of organizational socialization.

The Social Consequences of Phubbing

2020 ◽  
pp. 157-174 ◽  
Author(s):  
Mariek Vanden Abeele
Keyword(s):  
Literature Review ◽  
Social Relationships ◽  
Empirical Work ◽  
Social Consequences ◽  
Future Research ◽  
Expectancy Violations ◽  
Face To Face ◽  
Comprehensive Literature Review ◽  
The Social

Recent empirical work suggests that phubbing, a term used to describe the practice of snubbing someone with a phone during a face-to-face social interaction, harms the quality of social relationships. Based on a comprehensive literature review, this chapter presents a framework that integrates three concurrent mechanisms that explain the relational impact of phubbing: expectancy violations, ostracism, and attentional conflict. Based on this framework, theoretically grounded propositions are formulated that may serve as guidelines for future research on these mechanisms, the conditions under which they operate, and a number of potential issues that need to be considered to further validate and extend the framework.

scholarly journals Three Strategies for Describing Social Interactions of Adolescents in a Multicultural Environment—Indicators for the Quality of Life Research

2021 ◽  
Vol 18 (15) ◽  
pp. 8166
Author(s):  
Alicja Szerląg ◽  
Arkadiusz Urbanek ◽  
Kamila Gandecka
Keyword(s):  
Quality Of Life ◽  
Social Interactions ◽  
Social Relationships ◽  
Social Relations ◽  
Living Environment ◽  
Life Assessment ◽  
Multicultural Environment ◽  
Multicultural Community ◽  
The Social

Background: The analysis has involved social interactions in a multicultural environment. The social context has been defined by the Vilnius region (Lithuania), where national, religious, and cultural differences exist across generations (multicultural community). The space of “social relationships”, as one of the modules of the WHO quality of life assessment, has been studied. An innovation of the research has been related to the analysis of the phenomenon of community of nationalities and cultures as a predictor of quality of life (QoL). The social motive of the research has been the historical continuity (for centuries) of the construction of the Vilnius cultural borderland. Here, the local community evolves from a group of many cultures to an intercultural community. Interpreting the data, therefore, requires a long perspective (a few generations) to understand the quality of relationships. We see social interactions and strategies for building them as a potential for social QoL in multicultural environments. Methods: The research has been conducted on a sample of 374 respondents, including Poles (172), Lithuanians (133), and Russians (69). A diagnostic poll has been used. The respondents were adolescents (15–16 years). The research answers the question: What variables form the interaction strategies of adolescents in a multicultural environment? The findings relate to interpreting the social interactions of adolescents within the boundaries of their living environment. The description of the social relations of adolescents provides an opportunity to implement the findings for further research on QoL. Results: An innovative outcome of the research is the analysis of 3 interaction strategies (attachment to national identification, intercultural dialogue, and multicultural community building) as a background for interpreting QoL in a multicultural environment. Their understanding is a useful knowledge for QoL researchers. The data analysis has taken into account cultural and generational (historical) sensitivities. Therefore, the team studying the data has consisted of researchers and residents of the Vilnius region. We used the interaction strategies of adolescents to describe the category of “social relationships” in nationally and culturally diverse settings.

A prediction model of vessel trajectory based on generative adversarial network

2021 ◽  
pp. 1-11
Author(s):  
Senjie Wang ◽  
Zhengwei He
Keyword(s):  
Safety Management ◽  
Route Planning ◽  
Local Area ◽  
Trajectory Data ◽  
Trajectory Prediction ◽  
Generative Adversarial Network ◽  
Ship Traffic ◽  
Adversarial Network ◽  
Historical Trajectory ◽  
Vessel Motion

Abstract Trajectory prediction is an important support for analysing the vessel motion behaviour, judging the vessel traffic risk and collision avoidance route planning of intelligent ships. To improve the accuracy of trajectory prediction in complex situations, a Generative Adversarial Network with Attention Module and Interaction Module (GAN-AI) is proposed to predict the trajectories of multiple vessels. Firstly, GAN-AI can infer all vessels’ future trajectories simultaneously when in the same local area. Secondly, GAN-AI is based on adversarial architecture and trained by competition for better convergence. Thirdly, an interactive module is designed to extract the group motion features of the multiple vessels, to achieve better performance at the ship encounter situations. GAN-AI has been tested on the historical trajectory data of Zhoushan port in China; the experimental results show that the GAN-AI model improves the prediction accuracy by 20%, 24% and 72% compared with sequence to sequence (seq2seq), plain GAN, and the Kalman model. It is of great significance to improve the safety management level of the vessel traffic service system and judge the degree of ship traffic risk.

scholarly journals Starting a new life in the South? Swiss, Dutch and Flemish ageing in Morocco: a lifecourse perspective

2021 ◽  
pp. 1-27
Author(s):  
Claudio Bolzman ◽  
Tineke Fokkema ◽  
Ibrahima Guissé ◽  
Danique van Dalen
Keyword(s):  
Social Relationships ◽  
Social Life ◽  
Home Country ◽  
Early Adulthood ◽  
Standard Of Living ◽  
Professional Experiences ◽  
The Social ◽  
Timing Of Migration ◽  
Tourism Economy ◽  
Second Chance

Abstract This article focuses on European migrants living in Morocco and now near retirement or retired. Using a lifecourse approach we are interested in whether their timing of migration to Morocco made a difference in terms of their motivations to settle there and subsequently with the social relationships at the destination. To this end, we conducted 36 biographical interviews with Swiss, Dutch and Belgian Flemish migrants aged 50 and older. Findings show the relevance of a lifecourse perspective for international migration studies. Early adulthood migrants to Morocco had no strong obligations in their home country and were ready to explore new affective or professional experiences in a new country. They had the time to discover and find a place in Moroccan society and to develop long-lasting social relationships with kin and non-kin. Middle-adulthood migrants moved with the intention of rapidly accessing a higher standard of living thanks to the tourism economy, with hedonistic perspectives in a setting with a better climate. Their social life is limited to interaction with business clients and a few like-minded migrants from Europe, and their communication with personnel is a daily challenge. Most late-in-life migrants experienced disruptive life events before migrating, and expected to find in Morocco a second chance to build a better life. They generally move in select circles of European expatriates.

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