Deep learning and Internet of Things for tourist attraction recommendations in smart cities

We propose a tourist attraction IoT-enabled deep learning-based recommendation system to enhance tourist experience in a smart city. Travelers will enter details about their travels (traveling alone or with a companion, type of companion such as partner or family with kids, traveling for business or leisure, etc.) as well as user side information (age of the traveler/s, hobbies, etc.) into the smart city app/website. Our proposed deep learning-based recommendation system will process this personal set of input features to recommend the tourist activities/attractions that best fit his/her profile. Furthermore, when the tourists are in the smart city, content-based information (already visited attractions) and context-related information (location, weather, time of day, etc.) are obtained in real time using IoT devices; this information will allow our proposed deep learning-based tourist attraction recommendation system to suggest additional activities and/or attractions in real time. Our proposed multi-label deep learning classifier outperforms other models (decision tree, extra tree, k-nearest neighbor and random forest) and can successfully recommend tourist attractions for the first case [(a) searching for and planning activities before traveling] with the loss, accuracy, precision, recall and F1-score of 0.5%, 99.7%, 99.9%, 99.9% and 99.8%, respectively. It can also successfully recommend tourist attractions for the second case [(b) looking for activities within the smart city] with the loss, accuracy, precision, recall and F1-score of 3.7%, 99.5%, 99.8%, 99.7% and 99.8%, respectively.

PENDAMPINGAN PROMOSI PARIWISATA DESA SUMBER REJO PURWOSARI PASURUAN (JEMPINANG RAFTING)

In an era of pandemics like this, tourism everywhere is subject to the same impact, a significant drop in the number of visitors and also the large losses experienced by tourism managers make it a big pr to continue to improve. In experiencing a pandemic like this, promotions must be carried out so that visitors continue to come to these tours and also the stability of managers and traders in tourist attractions remains prosperous. Therefore, the authors carry out Real Work Practices (PKN) in assisting rural tourism promotion that focuses on social media including Facebook, Instagram, Tik Tok, and news media. So that the jempinang rafting tour will be better known by people throughout Indonesia. From the use of these three media, Instagram is more dominant for promotion on social media because many social media users have created new interests, namely promotion through social media. The second is occupied by the Tik Tok application and the third is the news media.

EVALUATION OF ARCHITECTURAL COMPONENTS IN BAYUNG GEDE VILLAGE SETTLEMENT, BALI AS A TOURISM OF SPECIAL INTEREST

<p>Special interest tourism is one of the efforts to provide alternative tourist attractions and sustainable tourism development in Bali. Visits of both domestic and foreign tourists to Bali in the last 4 years (2015-2019) have increased by an average of 8%. Now the tourism sector in Bali, especially in Bangli Regency, is starting to investigate or explore the possible development of tourist attractions through the development of tourist villages. In this case, the development of special tourism, including the tourist village of Bayung Gede, Bangli is very dependent on the architectural components of traditional settlements and the traditions of the residents in it as a source of attraction and main attraction for tourists. However, the influence of tourism has led to the transformation of traditional settlements. In this case, the transformation has given rise to a paradoxical phenomenon where on the one hand traditional housing attracts tourists, on the other hand the presence of tourists has led to a transformation of the traditional settlements of an area. The purpose of this study is to examine the architectural components of the Bayung Gede Village settlement as a tourism potential based on special interest tourism and then to find out how far the tourism architectural potential is found and how strong the Bayung Gede Village settlement icon is as a special interest DTW. The method used is a qualitative-exploratory and descriptive method. The results show that the traditional settlement of Bayung Gede Village contains elements of special interest tourism such as elements of novelty seeking, quality seeking, enriching, rewarding, adventuring and learning, so that it has the potential as religious tourism (the existence of four types of graves), culture (settlement and residential layout) and citrus plantation sector agro-tourism in improving the economic sector of the community. Investigation and inventory of Bayung Gede traditional housing is an effort to find a village icon that has prestige that can attract tourists to visit and be able to compete with other tourist villages.</p>

The Effect of Electronic Word of Mouth on Social Media and The Attraction of Bena Traditional Village Tourism on Tourist Visiting Decisions

The purpose of this research is to examine the impact of electronic word of mouth on social media, as well as the impact of tourist attractions in the traditional hamlet of Bena on visitor decision-making. The descriptive and quantitative research methods were applied. The sampling method utilized is purposive sampling, with the informants being visitors who have visited Bena's traditional village. The findings revealed that social media and electronic word of mouth (E-WOM) in tourism destinations influenced tourists' decisions to visit Bena's traditional village. The findings of this study suggest that pleasant experiences of visiting the Bena Traditional Village, which are shared on social media platforms such as Facebook, Instagram, and WhatsApp, have a significant impact on the number of visitors to these attractions by social media users.

Identifikasi Pengunjung Pada Pantai Panrita Lopi, Kecamatan Muara Badak

Panrita Lopi Beach is one of the natural tourist destinations that needs to be surveyed by visitors in order to identify and determine strategies for developing tourist attractions and also marketing in Kutai Kartanegara Regency. This study aims to analyze the characteristics of tourists and travel patterns of tourists who visit and to determine the perception of the level of tourist satisfaction with infrastructure products, public facilities and tourism facilities in this tourist destination. The main variables used in segmenting comprise: Geographic Segmentation, Demographic Segmentation, Psychographic Segmentation, and Behavior-based Segmentation. This research is a type of survey research with a qualitative descriptive approach. I carried out data collection from primary data sources and secondary data sources. The sample used in this study is a non-probability sampling technique by accidental sampling, namely a sampling technique based on chance, anyone who coincidentally meets a researcher can be used as a sample, if it is deemed that the person who was met is suitable as a data source. Data that has been collected from research results related to typology (characteristics, travel patterns) and visitor perceptions can be analyzed descriptively qualitatively. The analyzed data comes from surveys through questionnaires that have been given to visitors, including data on visitor profiles, visitor travel patterns, and visitor perceptions about this Panrita Lopi beach.

Daya Tarik Wisata Waduk Panji Sukarame Sebagai Objek Wisata di Kota Tenggarong

The purpose of this study was to determine the tourist attraction in Waduk Panji Sukarame. Tenggarong City has one of the mainstay tourist destinations in East Kalimantan, one of which is the Waduk Panji Sukarame as a tourist attraction, as a tourist attraction and object, it is necessary to hold a good management process so that visitors become interested in coming to the place. This study finds out what tourist attractions are in the Waduk Panji Sukarame Tenggarong, Kutai Kartanegara Regency, East Kalimantan. The research method used is the descriptive qualitative research method. The data collected is through direct observation and interviews with the managers of the Waduk Panji Sukarame. Waduk Panji Sukarame has natural attractions. It has an orchid garden and has artificial gazebo tours, colourful bridges, unique toilets, flying fox, duck bikes, viewing towers, playgrounds. The Waduk Panji Sukarame has a tourist attraction and is worthy as a tourist attraction.

SISTEM REKOMENDASI TEMPAT WISATA MENGGUNAKAN ALGORITMA CHEAPEST INSERTION HEURISTIC DAN NAÏVE BAYES

Bali is one of the best tourism areas in Indonesia, as evidenced in 2016 Bali received a number of awards on the TripAdvisor Travelers Choice Award in global and Asian scope. However, the Corona virus outbreak from 2019, caused the tourism sector in Bali to decline, thus a solution is needed to restore the tourism sector in Bali, where one solution is to increase cultural tourism to the maximum, as the main attraction of tourist destinations in Bali. Bali. So the author proposes a tourism recommendation system, which aims to recommend tourist attractions that are suitable for tourists, which in this recommendation system is also recommended cultural tourism destinations that are directly recommended by the community, and there is also a mapping of tourist attractions as part of a tourist recommendation system, mapping of tourist attractions public and cultural attractions. In this tourism recommendation system, using the Naïve Bayes Algorithm to recommend general tourist destinations based on the personal motivation of tourists, which is based on the attributes of age, gender, natural interest, artificial interest, cultural interest of tourists, using 200 training data consisting of 14 classes of tourist attractions. . In addition, this tourist recommendation system is equipped with recommendations for routing tourist attractions using the Cheapest Insertion Heuristic Algorithm, to arrange a list of tourist attractions. Keywords: Recommendation System, Naïve Bayes Algorithm, Cheapest Insertion Heuristic Algorithm, Personal Motivation, Place Mapping.

Empowerment of Youth Community Tourism Management in Sukamakmur District, Bogor Regency

The varied natural potential makes Bogor Regency has a lot of natural tourism potential. Its location in the highlands adds to the attraction of tourists to visit. One of the natural tourist destinations in Bogor Regency is Cipamingkis waterfall, the location of this waterfall is in Wargajaya Village, Sukamakmur District, Bogor Regency. Sukamakmur district actually has several tourist attractions, such as the Kahyangan villa and the Ciherang waterfall. However, the existence of this tourist attraction has not had a significant impact on the villagers, most of the villagers still rely on agricultural fields as their livelihood. In addition, the village youth have not played a role in the management of tourism objects. They prefer to work outside the village rather than develop their village. Therefore, this community service activity aims to provide training in managing and developing tourism objects in Sukamakmur district, the concept of community-based tourism management or better known as Community Based Tourism (CBT). The training was carried out in three stages, including program socialization, group discussions, and the last stage was tourism management planning. The results of these activities, in the socialization stage, the youth of Sukamakmur district actually have the motivation to manage and develop tourism objects in Sukamakmur district. However, it is constrained by limited knowledge about the management of tourism objects. The second stage of activity tries to dig up information on the existence of the tourist attraction, so that several alternative tourism development plans are obtained. In the last stage, it is activated to try alternative tourism objects that can be developed in Sukamakmur district with the hope that Sukamakmur district becomes a Tourism Village and residents get a positive impact.

Warfare, Oral Tradition, and Tourism

Turkish folk narratives formed around the Gallipoli Campaign, which reflect the mental, psychological, and cultural attitude of Turks towards this war and hold an important place in Turkish folklore, also have the potential to make significant contributions to battlefield tourism of the region. The effective, creative, and innovative uses of the folk narratives conveying the mystical, supernatural, and miraculous events believed to have taken place in this war can be used in the enrichment and diversification of space, products, services, and experiences offered in battlefield tourism. The ultimate aim of the study is to discuss how authentic, creative, and innovative tourist attractions can be created by the valorization, remediation, and reenactment of intangible war heritage based on the example of the relationship between folk narratives about the Gallipoli Campaign and battlefield tourism in the Gallipoli Peninsula.