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Wahyu Wijaya Widiyanto
Polytechnic Indonusa Surakarta
Computer Science & IT Electrical & Electronics Engineering Engineering Industrial & Manufacturing Engineering Materials Science & Nanotechnology Mechanical Engineering

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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%
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
Co-Authors Edy Susanto Edy Susena