Tourism has developed very rapidly. The tourism that is now very popular with the world community is halal tourism. Likewise, what happened with the development of tourism in Indonesia, which began to be in great demand for halal tourism by tourists from the Muslim world. This research is to see how the development of Indonesian halal tourism abroad. Then it will be seen to what extent the regulations for halal tourism in Indonesia are very important because of the rapid growth of halal tourism in Indonesia and of course it must be supported by special regulations that guide halal tourism. This study uses exploratory research with literature study techniques. Based on the research results, it is known that Indonesia is one of the leading countries in terms of halal tourism when compared to other Muslim countries. This is evidenced by the award that Indonesia received from the Global Muslim Travel Index (GMTI) in 2019. Regulations related to halal tourism in Indonesia are not yet clear and still weak, this is a dilemma because Indonesia does not have new facilities specifically for halal tourism and is still regulated in a manner. general in Law Number 10 of 2009 concerning Tourism. What he has paid attention to and carried out by the Indonesian government, especially the Ministry of Tourism is related to the existence of tourism in Indonesia which is summarized in several main points: (1) Acceleration of special regulations on tourism. (2) There is regular coordination in the renewal of tourism regulations in Indonesia between the Indonesian Ulema Council (MUI) and the Ministry of Tourism, and (3) The preparation of other matters that regulate the regulation of halal tourism regulations. Keywords: Halal Tourism; Halal Tourism in Indonesia; Regulation of Halal Tourism in Indonesia.

The purpose of this study is to compare multinomial logistic regression analysis and discriminant analysis to classify decisions on halal tourism visits in Central Java based on grouping accuracy. Statistical analysis used is multinomial logistic regression and discriminant analysis. The two analyzes can be used as a method of grouping objects, so that they can be compared based on the accuracy of the grouping. This study compares multinomial logistic regression analysis and discriminant analysis in grouping decisions for halal tourism visits. The data used are worship facilities, halalness, general Islamic mortality, and tourism destination image. The results of the analysis using the multinomial logistic regression method show that the factors that significantly influence the grouping of decisions for halal tourism visits are the tourism destination image variable, the halalness variable, and the general Islamic morality variable. Meanwhile, discriminant analysis shows that all predictor variables namely worship facilities, halalness, general Islamic mortality, and tourism destination image have a significant influence on the classification of decisions to visit halal tourist destinations. This study shows that the multinomial logistic regression method is better for grouping decisions on halal tourist visits than the discriminant analysis method, with a preset percentage of grouping accuracy in the multinomial logit regression method of 59.5% and discriminant analysis of 53.5%. Multinominal logistic regression analysis is easier to use in the process of grouping halal tourism travel decisions because it does not consider the assumptions that must be met. Keywords: Discriminant Analysis; Multinomial Logistic Regression; Visiting decision.