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In the era of artificial intelligence (AI), algorithms have gained unprecedented importance. Scientific studies have shown that algorithms are frequently mentioned in papers, making mention frequency a classical indicator of their popularity and influence. However, contemporary methods for evaluating influence tend to focus solely on individual algorithms, disregarding the collective impact resulting from the interconnectedness of these algorithms, which can provide a new way to reveal their roles and importance within algorithm clusters. This paper aims to build the co-occurrence network of algorithms in the natural language processing field based on the full-text content of academic papers and analyze the academic influence of algorithms in the group based on the features of the network.

We use deep learning models to extract algorithm entities from articles and construct the whole, cumulative and annual co-occurrence networks. We first analyze the characteristics of algorithm networks and then use various centrality metrics to obtain the score and ranking of group influence for each algorithm in the whole domain and each year. Finally, we analyze the influence evolution of different representative algorithms.

The results indicate that algorithm networks also have the characteristics of complex networks, with tight connections between nodes developing over approximately four decades. For different algorithms, algorithms that are classic, high-performing and appear at the junctions of different eras can possess high popularity, control, central position and balanced influence in the network. As an algorithm gradually diminishes its sway within the group, it typically loses its core position first, followed by a dwindling association with other algorithms.

To the best of the authors’ knowledge, this paper is the first large-scale analysis of algorithm networks. The extensive temporal coverage, spanning over four decades of academic publications, ensures the depth and integrity of the network. Our results serve as a cornerstone for constructing multifaceted networks interlinking algorithms, scholars and tasks, facilitating future exploration of their scientific roles and semantic relations.

The purpose of this paper is to investigate the role of overall satisfaction in the relationship between active participation and consumer behaviors that benefit hotels. It also addresses the importance of active members in estimating the effectiveness of online brand communities in social media marketing.

This study used a convenient sampling method to collect data from individuals who were or currently are members of hotel Facebook pages. The empirical data were analyzed using structural equation modeling.

The findings indicate that active members are likely to be satisfied with community participation and developed positive behaviors that benefit hotel Facebook pages, specifically willingness to promote the community to others and modify purchasing and information-searching behaviors.

This study provides practical implications for Facebook marketers of hotels. It emphasizes the value of Facebook pages as an effective marketing tool for hotels. Marketers are advised to identify members’ needs, create special offerings that accommodate those needs, and effectively communicate and share information with members in order to increase the level of satisfaction of members of online communities.

The importance of active participation and satisfaction for creating positive behaviors other than loyalty among members of hotel Facebook pages has been under-addressed. This study extends the existing research model of community participation in consumer-brand relationships by using satisfaction, community promotion, and behavioral changes to highlight the benefits of hotel Facebook pages.

This paper aims to explore what attributes of Japanese Ryokans are important to potential customers and to what extent these attributes could enhance perceived values toward Japanese Ryokans.

This study used photos and descriptions of luxury Japanese Ryokans to explore potential customers’ perceptions of luxury Japanese Ryokans, which may be a new concept of luxury accommodations and hot spring facilities.

The results identified four major dimensions of Japanese Ryokan’s attributes and two significant dimensions of perceived value. Overall, Japanese Ryokan’s attributes affected both value dimensions, but in different ways. In addition, the two dimensions of perceived value significantly mediated the relationship between Ryokan attribute dimensions and purchase intention.

This research sample was collected from participants currently living in the Northeastern region of the US and may not represent potential customers elsewhere. Furthermore, this study evaluated pre-purchased stage customers’ perceptions. Post-purchase evaluation may provoke more emotive responses from consumers. Finally, even though this study verified the positive effects of the Japanese Ryokan attribute dimensions on perceived value, other possible variables may also exist.

The findings provide vital insights for Japanese lodging companies to formulate effective value-based marketing strategies using visual materials to attract potential consumers. Superior service and stimulating customers’ sense of functional/hedonic and symbolic/financial value are emphasized. Furthermore, the results showed that fundamental hotel attributes, Japanese servicescape and culture could enhance potential US customers’ value perceptions.

This study contributes to the lodging literature by identifying attributes that reflect Japanese Ryokans’ unique characteristics within the luxury hot spring hotel/resort context. The results indicate four dimensions of Japanese Ryokan attributes: hotel attributes, Japanese servicescape, hot springs and spas and Japanese culture. Furthermore, this study extended the research on luxury hospitality value study.

The results of this study revealed potential consumers’ value perceptions toward luxury Japanese Ryokans and their effects on purchase intention. This study provides valuable guidelines for Japanese Ryokans to create a value-based marketing strategy.

The goal of this paper is to investigate the relationships between consumers’ value perceptions, satisfaction and involvement, and, ultimately, their effects on behavioral intentions in the contexts of alternative golf (AG) and traditional golf (TG).

Data were collected from potential golfers who had visited AG facilities in the past 12 months. Data were analyzed using confirmatory factor analysis and structural equation modeling.

The findings of this study indicated that perceived value is a key element of developing satisfaction and promoting involvement, which resulted in visitors’ behavioral intentions toward AG and TG. In addition, satisfaction and involvement were found to sequentially mediate these relationships, and gender had a moderating effect on the relationship between AG and TG behavioral intentions.

This study theoretically contributes to the literature by proposing an extensive research model that attempted to capture the connection between AG and TG intentions and the sequential mediating effects of satisfaction and involvement. The strong connection between AG and TG found in this study suggest practical implications for managers, marketers and sales personnel for both AG and TG.

AG is defined as a non-traditional way to play golf that focuses more on entertainment and leisure activities. AG facilities are highly experiential spaces that include both golf and hospitality elements. The popularity of AG has increased in recent years with mostly anecdotal evidence of its influence on TG. This study empirically tested the role of AG in increasing the TG population.

The purpose of this paper is to identify the antecedents and consequences of romantic brand love in the luxury hotel context.

Data were collected from guests who had stayed at a luxury hotel within the past year and analyzed using structural equation modeling.

The findings indicate that uniqueness and hedonic values are a prerequisite of evoking closeness and passionate feelings toward hotel brands, resulting in guests’ advocacy and willingness to pay a premium price.

This study provides practical implications for luxury hotel marketers by introducing a new angle to understand brand love and suggesting desirable post-consumption behaviors through creating romantic love relationships between guests and hotel brands.

Research on the multidimensional aspects of luxury value is limited. This study proposes a conceptual model to investigate which luxury values enable guests to fall in love with brands and influence future behavior decisions and identifies opportunities for managerial benefits relating to consumers who are not traditional or frequent visitors to hotels.

This paper aims to examine the relationships between motives, skepticism and brands evaluations in the LGBT-friendly branding hotels context.

An online survey is created and 278 LGBT participants are recruited through a consumer panels firm. The research model is tested through structural equation modeling.

Values-, stakeholder- and strategic-driven motives are negatively related to skepticism, while egoistic-driven motive is positively related to skepticism. Also, sexual orientation openness moderates the relationship between stakeholder-driven motives and skepticism. Finally, skepticism is negatively related to brands evaluations.

The research findings are limited to the LGBT-friendly hotels. However, this research contributes to the CSR and LGBT consumer research by examining the relationships between the four motives and skepticism considering LGBT customers’ sexual orientation openness level.

Hotels should devote greater efforts to communicating that their LGBT-friendly branding efforts are genuine by acknowledging both the social benefits and the business interests.

As more and more hotels promote themselves as LGBT-friendly brands, a key challenge is reducing skepticism by appropriately conveying their motives. This research sheds light on this critical issue.

Although existent research on LGBT-friendliness has established its importance; there is a lack of understanding as to how customers perceive LGBT-friendly branding hotels. This research examines the four motives of hotels presenting themselves as being LGBT-friendly and their relationships to skepticism.

Confucian philosophy emphasizes gender roles that place significant restrictions on the consumption of non-traditional products. The authors use wine to advance our understanding of how South Korean female consumers have established a new female gender role and identity by adopting new communities that allow non-traditional consumption while still accepting gender roles. This paper aims to examine how South Korean female consumers create a unique consumption culture with respect to wine consumption.

A hermeneutic approach was adopted to understand what motivates South Korean female consumers to join a wine consumption community and their perceptions about consuming wine. Researchers conducted 26 semi-structured face-to-face interviews that ranged from 45 to 120 min, with an average duration of 1 h.

The results of the study suggest that wine can be a medium for emancipating women from traditional gender roles and social images of women embedded in South Korean society that call for women to sacrifice themselves for their families. In addition, the study’s findings suggest that Western wine marketers need to understand the power of wine consumption communities that are a unique consumption ritual among South Korean female wine consumers.

South Korean female respondents drink wine as both a way to seek pleasure through a Western alcoholic beverage and to consume and experience Western culture and lifestyles. However, South Korean female respondents tend to drink wine within consumption communities, which are a powerful consumption ritual in South Korea. In other words, although South Korean female respondents consume wine to experience and learn about Western culture and lifestyles, they have entirely not abandoned their traditional consumption rituals.

The purpose of this paper is to analyze the theory and implementation of dual branding. The authors explore whether dual branding is a positive choice for two hotel brands belonging to the same firm and operating under the same roof, in this case, a Wyndham and a Wyndham Garden branded property.

A case study methodology was employed. In-depth interviews were conducted with managers regarding their decisions and implementation of a dual branding strategy.

The authors reveal the organizational, operational, technical, marketing, financial, economic and technological challenges experienced before, during and after the dual branding transition. Moreover, they reveal the results of the implementation and its consequences to the hotel and its customers. A conceptual model is presented with the goal of assisting and facilitating the investigation, analysis, choice and implementation of dual branding by hoteliers.

The present research expands the existing body of knowledge, bridges the theory and practice of branding in the lodging sector, advances dual branding theory and provides insightful implications for scholars and managers alike.

This paper aims to propose and test a conceptual model of theme park experiences by investigating the relationships among brand experience, self-congruity, flow and brand-related outcomes.

Data were collected from guests who had visited a theme park in the past 12 months. Confirmatory factor analysis, consisting of second-order factor analysis and structural equation modeling with the incorporation of alternative model testing, was employed.

The findings revealed that theme park customers’ internalization of brand experience influenced their attitudinal and behavioral tendency with regard to the brand through self-congruity and flow.

This study provides strategies for theme park designers and marketers under pressure to create a desired experiential setting that motivates visitors to engage in activities through various brand stimuli. Well-designed theme parks can create an optimal state of focus and attention, immersing visitors to the extent that they lose their sense of time and place, affecting their attitude and behavior toward the theme park brand.

Theme parks provide a highly experiential, immersive and personally relevant experience with brand elements. Very few studies have attempted to investigate the consequences of theme park experience from the theoretical perspective of customers’ connection with the brand. This study proposed and validated a conceptual model to capture how theme park experience influenced visitors’ commitment to and active engagement with theme park brands through the mechanisms of self-congruity and flow.

This study intends to explore whether green transformational leadership is effective in promoting employee green performance. What role do moral reflectiveness and green crafting play in the impact of green transformational leadership on employee green performance?

This study collected research data from a series of questionnaire surveys using a multisource and time-lagged design. We collected 582 completed questionnaires from 97 groups in chemical firms.

The analysis showed that (1) green transformational leadership positively affected employee green performance and (2) moral reflectiveness and green crafting sequentially mediated the relationship between green transformational leadership and employees’ green performance.

The 2-1-1 multilevel mediation model clarified how the perspectives of leaders and employees are associated, confirming that green transformational leadership successfully promotes the green performance of subordinates through value communication and resource provision. Chemical companies need green transformational leaders passionate about environmental issues to encourage employee engagement in sustainability initiatives, ultimately enhancing employees’ green performance and achieving sustainable development of the chemical organization.