scholarly journals Application of Data Mining for Clustering of Foreign Tourist Visits Based on Arrival Entrance

SinkrOn ◽  
2022 ◽  
Vol 7 (1) ◽  
pp. 49-58
Author(s):  
Handhy Nur Prabowo ◽  
Resad Setyadi ◽  
Wahyu Adi Prabowo
Keyword(s):  
Data Mining ◽  
Creative Economy ◽  
Mining Method ◽  
Process Data ◽  
Tourist Destinations ◽  
Foreign Tourist ◽  
Tourism Sector ◽  
The Republic ◽  
Conducting Research ◽  
Very High

Indonesia is a country with unique tourist destinations from each region. The tourism sector has an impact on the Indonesian economy which can encourage economic growth and increase the country's foreign exchange from foreign tourist visits. Tourism growth in Indonesia was disrupted due to the Covid-19 pandemic with the imposition of major social restrictions which resulted in a decrease in tourist visits and the paralysis of the tourism sector. Based on the problems described above, the authors are interested in conducting research in order to classify data on foreign tourist arrivals based on the entrance of foreign tourist arrivals. This research uses data mining method and K-Means Algorithm to form 5 clusters. The 5 clusters are divided into groups of tourist entrances which are categorized as very high (C1), high (C2), moderate (C3), low (C4) and very low (C5). In forming the 5 clusters, the researchers used Ms. Excel and Rapidminer 10.1 to process data. The results of this study obtained that the tourist entrance group was categorized as very high (C1) with 1 data, high (C2) with 1 data, moderate (C3) with 1 data, low (C4) with 1 data and very low (C5). ) that is with 21 data. This study aims to provide suggestions and future considerations to the Ministry of Tourism and Creative Economy of the Republic of Indonesia (Kemenparekraf) to carry out policies so that the Indonesian tourism sector can return to normal.

scholarly journals Cultural intelligence and heritage impact on choosing foreign tourist destination

2021 ◽  
Vol 9 (1) ◽  
pp. 27-42
Author(s):  
Stefan Zdravković ◽  
Jelena Peković
Keyword(s):  
Generation X ◽  
Cultural Intelligence ◽  
Positive Impact ◽  
Statistical Processing ◽  
Value Systems ◽  
Tourist Destinations ◽  
Foreign Tourist ◽  
Generation Z ◽  
Travel Agencies ◽  
The Republic

Due to the process of globalization, travel has become much more affordable, so tourists have the opportunity to visit foreign and even some exotic destinations. Market research helps travel agencies in formulating a marketing strategy, which should attract tourists and ensure their satisfaction, which ultimately enables the service provider to make a profit. The purpose and goal of the research is to determine whether cultural intelligence as a push-factor implying the desire of tourists to learn a foreign language, and get to know other cultures and their value systems and cultural heritage as a pull-factor implying touring buildings, and cultural monuments of other countries, influence the choice of foreign tourist destinations. Furthermore, the research examines whether the influence of these variables from the aspect of a demographic characteristic of age is more pronounced in respondents belong to generation Z compared to the generation X respondents. The sample includes 208 respondents from the Republic of Serbia. After statistical processing of the data, the obtained results show that variables have a statistically significant positive impact on the choice of foreign tourist destinations, and that their impact is more pronounced in generation Z respondents compared to those of generation X, so the research provides useful information to marketers and travel agencies.

Process Optimization of Candy Production Based on Data Mining

2011 ◽  
Vol 282-283 ◽  
pp. 662-665 ◽  
Author(s):  
Jia Liang Zhang ◽  
Jian Guo Yang ◽  
Shou Guo Shen ◽  
Han Yan Chen
Keyword(s):  
Data Mining ◽  
Production Process ◽  
Process Parameters ◽  
Production Efficiency ◽  
Analysis Data ◽  
Mining Method ◽  
Process Data ◽  
Increase Production Efficiency ◽  
Display Module

There are complicated correlations between process parameters and quality indicators in candy manufacturing. The objective of this work is to develop an optimization system of candy production process to improve final candy quality and to increase production efficiency. The study is conducted by using an artificial neural network data mining method to obtain optimization knowledge of process parameters from large amount of saved process data. The software platform including data processing, statistic analysis, data mining and graphical display module was developed and the quality forecasting models for typical processing operations were discussed. Experiments indicated that the system can optimize and predict the quality of candy production process effectively.

scholarly journals Croatian Tourism Sector and Crisis Management

Tourism ◽  
2021 ◽  
Vol 69 (4) ◽  
pp. 611-629
Author(s):  
Robert Mikac ◽  
Karla Kravarščan
Keyword(s):  
Crisis Management ◽  
Economic Sector ◽  
Social Activities ◽  
State Budget ◽  
Tourist Destinations ◽  
Tourism Sector ◽  
Travel Agencies ◽  
The Republic ◽  
Business Entities ◽  
Budget Revenue

Tourism is an extremely important economic sector for the Republic of Croatia and an important component of certain economic and social activities, such as transport and business of travel agencies, trade, catering, agriculture, and numerous service activities. Many Croatian citizens are directly, indirectly, or partially employed in the said sectors. Many depend on it – from individuals, through various business entities and tourist destinations, to the state itself which generates almost 20 percent of the annual state budget revenue from tourism. Given the multilevel and multifunctional importance of tourism, it is important to research how it is organized for emergencies that can cause significant disruptions in the operation and revenue generation. The goal of this paper is to analyze how and how successfully the tourism sector coped with the COVID-19 pandemic and the resulting crisis, what crisis management mechanisms were developed and how they were used during 2020.

Pengembangan Ekowisata Berbasis Industri Kreatif Berwawasan Kearifan Lokal di Palangkaraya

2018 ◽  
Vol 1 ◽  
pp. 269
Author(s):  
Evi Fitriana ◽  
M. Khoiri Ridlwan
Keyword(s):  
Descriptive Analysis ◽  
Government Support ◽  
Creative Economy ◽  
Tourist Destinations ◽  
Tourism Sector ◽  
Analysis Technique ◽  
Counter Culture ◽  
Innovative Products ◽  
Qualitative Descriptive ◽  
Observation Method

Cultural and local wisdom become one of strategy as counter culture. Value in local wisdom are developed, traced and analyzed in various aspects to be able to establish nation’s identity. This research is a development research with qualitative descriptive approach. Data collection was done by observation method, questionnaire and interview. Data analysis using descriptive analysis technique to describe the idea of ecotourism development based on creative industry with local wisdom in Palangkaraya. The creative economy in the tourism sector not only goes through something to buy but also begins to explore something to do and something to see through tour packages that offer hands-on experience and interaction with local culture. The development of creative economy through tourism packages will stimulate tourist destinations to create innovative products that will add value and competitiveness. The success of ecotourism development is inseparable from the role of local communities themselves, business managers, and local government support.

Geo-portal for tourism as a tool of research results visualization and promotion of destination

2016 ◽  
Vol 10 (4) ◽  
pp. 56-70 ◽  
Author(s):  
Азат Сафарян ◽  
Azat Safaryan
Keyword(s):  
Information Support ◽  
Historical Period ◽  
Research Results ◽  
Tourist Destinations ◽  
The People ◽  
Tourism Sector ◽  
Comprehensive Information ◽  
The Republic ◽  
Tourism Potential ◽  
The One

It has long been observed that tourism is a rapidly changing area of the economy. This applies to both types of tourism, and to tourist destinations. In this context, there is objective problem of reliable and comprehensive information support of tourists and travelers in relation to both the traditional tourism countries and new places. Based on the experience of majority of tourism advanced economies, we believe that geo-portal dedicated to the tourism can serve as such resource. It will have multifaceted importance. On the one hand, the geo-portal can visualize the research results of the territory´s tourism potential and to provide a basis for further scientific and educational works. On the other hand it gives the opportunity for tourists to understand the differences and peculiarities of destination, and for investors - to select promising areas for development. The author gives the example of the geo-portal for tourism created by him with the help of geographic information systems. One of the main distinguishing features of geo-portal is considerations of local differences, because every place has its own uniqueness. For the Republic of Armenia, country with a developing tourism sector, this resource will be useful and necessary. The mountainous terrain and the people living in this area for a long historical period are the main features of the tourism potential of the Republic of Armenia. Geo-portal will provide an opportunity to demonstrate not only a popular attractive tourist sites, but also other objects that may be of tourist interest. This will reduce the pressure on the several popular tourist destinations, as well as to develop tourism in the new parts of the country.

scholarly journals Penerapan Metode Principle Component Analysis (PCA) untuk Clustering Data Kunjungan Wisatawan Mancanegara ke Indonesia

2020 ◽  
Vol 8 (1) ◽  
pp. 58-62
Author(s):  
Elly Muningsih ◽  
Noor Hasan ◽  
Gunawan Budi Sulistyo
Keyword(s):  
Data Processing ◽  
Principle Component Analysis ◽  
Reduction Method ◽  
Component Analysis ◽  
Principle Component ◽  
Foreign Tourist ◽  
Tourism Sector ◽  
Pca Method ◽  
Clustering Data ◽  
Very High

The tourism sector is one of the country's biggest foreign exchange earners. Foreign tourist visits to Indonesia reached 16.1 million during 2019. Therefore foreign tourist visits become a very important thing. In this study clustering will be carried out or grouping data on foreign tourist visits into 5 groups for the category of countries with very high, high, high enough, low and very low visits. Data processing was performed using the K-Means clustering method and the Principle Component Analysis (PCA) dimension reduction method. From the data processing, K-Means modeling results combined with the PCA method resulted in a smaller or better Davies Bouldin Index (DBI) evaluation value of 0.310 compared to K-Means modeling alone which obtained a DBI value of 0.382. The tools used in data processing are RapidMiner. The results of clustering are expected to be a reference for related parties to maximize the promotion of overseas tourism.

scholarly journals Penerapan Clustering dalam Mengelompokkan Jumlah Kunjungan Wisatawan Mancanegara Dengan Metode K-Means

2019 ◽  
Vol 1 ◽  
pp. 462
Author(s):  
Edy Satria ◽  
Heru Satria Tambunan ◽  
Ilham Syahputra Saragih ◽  
Irfan Sudahri Damanik ◽  
Fany Than Ervina Sitanggang
Keyword(s):  
Data Mining ◽  
Research Data ◽  
Tourist Attractions ◽  
Data Mining Techniques ◽  
Indonesian Government ◽  
National Statistics ◽  
Foreign Tourist ◽  
Tourism Sector ◽  
The Future ◽  
The Government

The Indonesian tourism sector currently contributes approximately 4% of the total economy. In 2019, the Indonesian Government wants to increase this figure to double to 8% of PDB (Produk Domestik Bruto), a target that implies that within the next 4 years, the number of visitors needs to be doubled to approximately 20 million tourists. This study discusses the Application of Clustering in Grouping the Number of Foreign Tourist Visits by Nationality and Month of Arrival by the K-Means Method. The source of this research data was collected based on data on the number of foreign tourist visits produced by the National Statistics Agency. K-Means clustering is one of the data mining techniques that gives a description of an item's cluster. The purpose of this study is to classify the number of foreign tourists in Indonesia. The results of this study are grouping the number of foreign tourist visits grouped by two clusters (high and low), high clusters of 4 countries and low clusters of 87 countries. Countries that are included in the lower clusters can be used for the Government of Indonesia in terms of improving existing facilities in tourist attractions so that visiting tourists will increase in the future.

scholarly journals Potensi Pariwisata Garut Dalam Mewujudkan Ekonomi Kreatif

2021 ◽  
Vol 3 (02) ◽  
pp. 141-146
Author(s):  
Tetep Tetep ◽  
Ade Suherman ◽  
Eldi Mulyana ◽  
Triani Widyanti ◽  
Wanti Pebriani ◽  
...  
Keyword(s):  
Creative Economy ◽  
West Java ◽  
Cultural Elements ◽  
Tourist Attractions ◽  
Tourist Destinations ◽  
Local Revenue ◽  
Foreign Tourist ◽  
Adventure Tourism ◽  
To Come ◽  
Tourism Potential

Abstract–  This study aims to determine the potential of arrowroot tourism in realizing the creative economy. The method used in this research is qualitative descriptive, the process and meaning are highlighted in qualitative research. The theoretical basis is used as a guide so that the focus of the researcher is in accordance with the facts in the field to seriously study the theories and concepts related to the topic to be studied. The object under study is one of the tourist destinations in Garut Cipanas, Situ Bagendit, Cangkuang Temple, Santolo Beach, which are frequently visited by tourists. The results showed that one way to increase the level of foreign tourist visits is to build and improve existing tourism infrastructure through innovation by combining cultural elements with existing or unbuilt tourism infrastructure. With the combination of infrastructure and local cultural elements, it will create a unique uniqueness of tourism infrastructure in West Java, thus the level of foreign tourist visits will increase and cultural elements will not be lost or eroded by foreign culture brought by foreign tourists who come to West Java and in the end, it will increase the level of tourist visits in Indonesia in general. Garut is one of the most complete areas, starting from coastal tourism, adventure tourism, mountain tourism, and artificial tourism which can be used as a source of local revenue (PAD) from the very promising tourism sector. Garut Regency is one of the tourist destinations in West Java because it has a lot of tourism potential that can attract tourists to come to visit. The number of tourist attractions in Garut such as Cipanas, Situ Bagendit, Cangkuang Temple, Santolo Beach is a tourist destination that is often visited by tourists. So it is necessary to study the potential of tourism in Garut Regency to realize the creative economy. Abstrak– Penelitian ini bertujuan untuk mengetahui potensi pariwisata garut dalam mewujudkan ekonomi kreatif. Metode yang digunakan dalam penelitian ini kualitatif yang bersifat deskriptif, proses dan makna lebih di tonjolkan dalam penelitian kualitatif. Landasan teori dimanfaatkan sebagai pemandu agar fokus peneliti sesuai dengan fakta di lapangan untuk mengkaji secara sungguh-sungguh tentang teori-teori dan konsep-konsep yang berkaitan dengan topik yang akan diteliti. Objek yang diteliti yaitu salah satu daerah tujuan wisata di Kabupaten Garut Cipanas, Situ Bagendit, Candi Cangkuang, Pantai Santolo merupakan tujuan wisata yang sering kali dikunjungi oleh wisatawan. Hasil penelitian ditemukan bahwa salah satu cara untuk meningkatkan tingkat kunjungan wisatawan mancanegara adalah dengan membangun dan memperbaiki sarana prasarana pariwisata yang sudah ada melalui inovasi dengan mengkombinasi unsur budaya dengan sarana prasarana pariwisata yang sudah ada atau belum terbangun. Dengan kombinasi sarana prasarana dengan unsur budaya lokal akan tercipta keunikan yang khas pada sarana prasarana pariwisata di Jawa Barat dengan demikian tingkat kunjungan wisatawan mancanegara akan meningkat serta unsur budaya tidak akan hilang atau tergerus oleh budaya asing yang dibawa oleh wisatawan asing yang datang di Jawa Barat dan pada akhirnya akan meningkatkan tingkat kunjungan wisata di Indonesia pada umumnya. Garut merupakan salah satu wilayah yang sangat lengkap, mulai dari pariwisata pantai, pariwisata petualangan, pariwisata pegunungan, dan pariwisata artificial dapat di jadikan sebagai sumber pendapatan asli daerah (PAD) dari sektor pariwisata yang sangat menjanjikan. Kabupaten Garut merupakan salah satu daerah tujuan wisata di Jawa Barat karena banyak memiliki potensi wisata yang dapat menarik wisatawan untuk datang berkunjung. Banyaknya tempat objek wisata Garut seperti Cipanas, Situ Bagendit, Candi Cangkuang, Pantai Santolo merupakan tujuan wisata yang sering kali dikunjungi oleh wisatawan. Maka diperlukannya mengkaji potensi pariwisata di Kabupaten Garut untuk mewujudkan ekonomi kreatif.  

scholarly journals PEMBANGUNAN TERINTEGRASI DALAM MEWUJUDKAN KOTA PARIWISATA BERTARAF INTERNASIONAL: STUDI KASUS DI KABUPATEN BANYUWANGI JAWA TIMUR

2014 ◽  
Vol 2 (2) ◽  
pp. 117
Author(s):  
Bayu Mitra Adhyatma Kusuma
Keyword(s):  
International Tourism ◽  
Integrated Development ◽  
Cultural Wealth ◽  
Tourist Destinations ◽  
Foreign Tourist ◽  
Tourism Sector ◽  
Descriptive Approach ◽  
Tourism Community

This study aims to analyze and describe how the integrated development in realizing Banyuwangi as an international tourism city is. The type of research used in this study is a qualitative with analysis descriptive approach. The results of study show that in realizing Banyuwangi as an international tourism city through integrated development, the lokal government of Banyuwangi Regency performs three steps of consolidation, namely improvement of infrastructure for access to the leading tourist destinations, consolidation of lokal cultural wealth, and consolidation of the tourism community. Through such measures, the number of foreign tourist arrivals has increased very significantly from year to year and Banyuwangi received several awards for the accomplishments and contributions in the tourism sector.

scholarly journals Branding as an effective tool for the development of tourist territories of the Republic of Belarus

2021 ◽  
Vol 66 (2) ◽  
pp. 235-246
Author(s):  
E. M. Yelovaya
Keyword(s):  
Geographical Proximity ◽  
Tourist Destination ◽  
Mass Market ◽  
Tourist Destinations ◽  
Tourism Sector ◽  
The World ◽  
The Republic

Branding of territories is growing rapidly as an approach used in the tourism sector to promote a tourist destination. The concept of branding was borrowed from the world of the mass market and is actively used in a number of national tourist destinations, however, at this stage of its development, an academic analysis of the value and effectiveness of the use of branding of territories is still not fully carried out. First of all, the role of branding in regional tourist territories is not investigated, where brand personalization is extremely important given the geographical proximity of their location.

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