{"title":"Missing Values Imputation Framework for Mixed Datasets","authors":"Kritanat Chungnoy, Pokpong Songmuamg","doi":"10.1109/ICCI57424.2023.10111846","DOIUrl":"https://doi.org/10.1109/ICCI57424.2023.10111846","url":null,"abstract":"A missing value is a critical problem in data mining. The quality of the dataset is important in the mining process. This problem solves by the imputation method. In 2019 Chungnoy et al. proposed bees-based imputation using nearest neighbor for heuristic function [7]. This method shows outperform in imputation task compare to other methods. However, this method can't impute a numerical data type. There is room to be improving. In this work, we propose a hybrid bees-based imputation method for a mixed datatype. The method is applied to mean and estimation mode for numerical and categorical data. Form evaluation, the hybrid bee imputation successfully imputes missing values in mixed data types for all missing percentages. In comparison to other approaches, the average accuracy has improved by 8.57%, which is the biggest improvement in 15% missing percentage. The overall average accuracy of the predictive models from the proposed method is 81.10%","PeriodicalId":112409,"journal":{"name":"2023 IEEE International Conference on Cybernetics and Innovations (ICCI)","volume":"331 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127573406","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Kantapat Kwansomkid, M. Ketcham, Thittaporn Ganokratanaa, Patiyuth Pramkeaw, Narumol Chumuang
{"title":"Smart Alarm Clock for Effective Sleep Health","authors":"Kantapat Kwansomkid, M. Ketcham, Thittaporn Ganokratanaa, Patiyuth Pramkeaw, Narumol Chumuang","doi":"10.1109/ICCI57424.2023.10112383","DOIUrl":"https://doi.org/10.1109/ICCI57424.2023.10112383","url":null,"abstract":"The purpose of this research is to study and develop an alarm clock to help wake up at the set time. Without having to snooze the alarm and not be so sleepy that you have to go back to sleep again. to help reduce the risk of sleep-related disease By using various sensors, the Internet Of Thing (IoT) technology is used for health benefits. And from the evaluation of the accuracy of the system by experts. has a total value of 86%","PeriodicalId":112409,"journal":{"name":"2023 IEEE International Conference on Cybernetics and Innovations (ICCI)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130008727","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Vorapon Luantangsrisuk, Rattapoom Kedtiwerasak, Kanchana Saengthongpattana, T. Ruangrajitpakorn
{"title":"Matching Thai Profession Descriptions from Different Sources Using English as Interlingual Language","authors":"Vorapon Luantangsrisuk, Rattapoom Kedtiwerasak, Kanchana Saengthongpattana, T. Ruangrajitpakorn","doi":"10.1109/ICCI57424.2023.10112230","DOIUrl":"https://doi.org/10.1109/ICCI57424.2023.10112230","url":null,"abstract":"This paper proposes a method to improve text matching for occupation descriptions from different standards in Thailand. To solve ambiguity from technical compound words from standards, we apply machine translation, and similarity calculation for matching occupation and profession from sources that focused on different aspects. Thus, despite mentioning on same occupation, the descriptions from different standards share very little terms for matching the job across standards. By translating terms from Thai to English, we solve the issue of synonym technical terms varily used in different sources to improve similarity scores. Furthermore, tree structure of the standards is considered to assist on limiting search space. From experiments, the results of the baseline is very low, and the proposed method averagely exceed the result from the baseline for more than 6 percents for top-3 matching and 5 percents for top-5 matching in terms of accuracy. The use of both Thai and English translated job descriptions for matching using similar terms can noticeably increase a capability of matching jobs that cannot be found using only original Thai job description by adding more features of English-translated terms.","PeriodicalId":112409,"journal":{"name":"2023 IEEE International Conference on Cybernetics and Innovations (ICCI)","volume":"12366 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133833876","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Automatic Computer Shutdown with Image Processing via Webcam to Save Energy","authors":"Narumol Chumuang, M. Ketcham, Thittaporn Ganokratanaa, Patiyuth Pramkeaw, Worawut Yimyam, Chuamoo","doi":"10.1109/ICCI57424.2023.10112402","DOIUrl":"https://doi.org/10.1109/ICCI57424.2023.10112402","url":null,"abstract":"The purpose of this research is to help save electricity within organizations and workplaces that use computers. Due to the behavior of general users today, they do not give importance to saving electricity. The researcher has developed an automatic computer shutdown system. with image processing via a webcam By using image processing techniques (Image Processing) applied to a webcam. By using a webcam to capture the user on the computer screen. Then the images are analyzed and examined with the principles of image processing with the Face Detection technique using the algorithm of Haar-like Features to detect human faces and ROI. Define a specific area of interest The system will then check the amount of inactivity on the screen. or does not show the face image within 10 minutes, the system will automatically turn off the computer. with image processing This research can make it easier to turn off computers when not in use. and helps to save electricity for the organization or agencies as well.","PeriodicalId":112409,"journal":{"name":"2023 IEEE International Conference on Cybernetics and Innovations (ICCI)","volume":"18 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123719319","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Conference Schedule","authors":"","doi":"10.1109/icci57424.2023.10112543","DOIUrl":"https://doi.org/10.1109/icci57424.2023.10112543","url":null,"abstract":"","PeriodicalId":112409,"journal":{"name":"2023 IEEE International Conference on Cybernetics and Innovations (ICCI)","volume":"28 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125016589","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}