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Increased Accuracy Of Sequence To Sequence Models With The CNN Algorithm For Multi Response Ranking On Travel Service Conversations Based On Chat History Wahyu Wijaya Widiyanto; Uli Rizki; Edy Susena
JURNAL INFOTEL Vol 12 No 2 (2020): May 2020
Publisher : LPPM INSTITUT TEKNOLOGI TELKOM PURWOKERTO

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.20895/infotel.v12i2.470

Abstract

Building a chatbot cannot be separated from the knowledge base. The knowledge base can be obtained from data that has been labeled by the developer, documents that have been converted into pre-processing data, or information taken from social media. In this case, the data used as knowledge is chat history. In the chat history there are certainly many variations of answers and allowing a question to give rise to many answers. To overcome these multi responses, response was made. The existence of ranking, of course the response desired by the user will be more appropriate. Challenge in ranking is how to get the essence a question and find pairs questions and answers from the data. This can be solved by a sequence to sequence model. However, the problem that will arise is the consistency of the answers. The existence of a lot of chat history certainly raises many explanations, even though the question's essence is the same. For this reason the CNN algorithm as a solution to the problem. This research uses convolutional sequence to sequence which will be applied for ranking responses. We compare the efficiency of this model. By making comparisons, this model shows an accuracy of 86.7%
Analysis Of Registration Workforce Needs Based On The Wisn Method At Assalam Gemolong General Hospital Sinta Novratilova; Nur Adi Satriyo Pradista; Wahyu Wijaya Widiyanto
Medicor : Journal of Health Informatics and Health Policy Vol. 2 No. 1 (2024): January
Publisher : Indonesian Scientific Publication

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.61978/medicor.v2i1.89

Abstract

There are 8 officers at the registration section of the Assalam Gemolong General Hospital. Activities in one shift not only serve the registration of RJ, RI and IGD patients but also find and retrieve medical record documents to the filing rack, after that officers still submit medical record documents to the polyclinic and ER. On Mondays, Tuesdays, Thursdays and Saturdays many patients go to Assalam Gemolong General Hospital for treatment, so that the registration officer has difficulty in patient registration services. As a result, patient queues will pile up because there are only 3 registration counters. The method used is the WISN method with available working time stages, workload standards, allowance standards and labor requirements. The research sample was 8 registration officers. Research instruments in the form of observation guidelines, interview guidelines, stopwatches, calculators, stationery. The results showed that the available working time was the morning shift for registration of RJ, RI and IGD 117,600 minutes, the afternoon shift for registration of RJ, RI and IGD 100,800 minutes and the night shift for registration of the IGD and RI 194,700 minutes for hospitalization. The registration officer's work unit consists of 3 high school graduates and 5 medical record graduates. The standard workload of registration for morning shifts is RJ and IGD 10,556.55 minutes/year and registration for RI 7,829.56 minutes/year, registration for evening shifts for RJ and IGD is 9,048.47 minutes/year and registration for RI 6,711.05 minutes/year and registration for night IGD shifts 17,447.55 minutes/year and RI Registration 12,962.71 minutes/year. The standard allowance for the morning shift is 1.146, the day shift is 1.4 and the night shift is 0.23. The need for labor requires additional registration personnel on the afternoon shift as many as 1 officer from 3 existing officers.
Health Services Place Construction Design Based on Android and ISO/TEC 25010 Edy Susanto; Wahyu Wijaya Widiyanto
Jurnal Inotera Vol. 8 No. 2 (2023): July - December 2023
Publisher : LPPM Politeknik Aceh Selatan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31572/inotera.Vol8.Iss2.2023.ID288

Abstract

Health services are places where health efforts are carried out. The study found several problems with health care information, such as the County's official website providing information on only a few major hospitals, not all locations, and if using the Google Maps application, there are still medical service locations that are not registered, so this application can add data that is not registered in the Google Maps application so that people can know more and find medical places easily. The design method used is a prototype and the testing technique used is ISO/TEC 25010. The results of this research are that the Android-based health service location mapping application in the district can display a list of information on hospitals, health centers, main clinics and google maps. Apart from that, the system testing carried out is the conformity aspect in terms of functionality and usability. Based on the functional suitability test, usability results were obtained with results of 81.6%. The conclusion from the test results using ISO/TEC 25010 testing shows that this application can help the community and can be said to be successful