Syed Hasan Adil, Mansoor Ebrahim, Kamran Raza, Syed Saad Azhar Ali, Manzoor Ahmed Hashmani
{"title":"Liver Patient Classification using Logistic Regression","authors":"Syed Hasan Adil, Mansoor Ebrahim, Kamran Raza, Syed Saad Azhar Ali, Manzoor Ahmed Hashmani","doi":"10.1109/ICCOINS.2018.8510581","DOIUrl":"https://doi.org/10.1109/ICCOINS.2018.8510581","url":null,"abstract":"In this research paper, we have applied machine learning approach to classify liver patient (i.e., Liver Patient or Not Liver Patient) using patient gender and laboratory medical test data. The labelled dataset was published on UCI machine learning repository as \"Indian Liver Patient Records\". The motivation behind this work is to apply simple and less computational classification technique like Logistic Regression and compare its results with earlier results obtained on the same dataset by other researchers. The classification results of Logistic regression have proved its significance on this dataset by achieving better classification accuracy than NBC (Naïve Bayes Classifier), C4.5 (Decision Tree), SVM (Support Vector Machine), ANN (Artificial Neural Network), and KNN (K Nearest Neighbors) as presented in Ramana et al., research paper.","PeriodicalId":168165,"journal":{"name":"2018 4th International Conference on Computer and Information Sciences (ICCOINS)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129138840","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":"Data Processing Method for an Interval-Type Fuzzy Regression Model","authors":"Y. Yabuuchi","doi":"10.1109/ICCOINS.2018.8510609","DOIUrl":"https://doi.org/10.1109/ICCOINS.2018.8510609","url":null,"abstract":"An interval model such as an interval-type fuzzy regression or an interval-type fuzzy time series illustrates the states of an analysis target as possibilities according to its interval outputs. As the possibilities of an analysis target are presented by the output of its model, irregularly distributed data distorts the shape of an interval model. In addition, the purpose of an interval model is not to make the center of distributed data and an interval model coincide, but to illustrate the possibility intervals. An interval model has these two problems, but has been improved thus far. To overcome these issues, a method that considers that a possibility grade that includes vagueness in an interval-type fuzzy regression has been proposed. This method processes samples by leveraging two different approaches. The first approach deals with vagueness in samples that improve an evaluation function, while the second approach processes other samples according to the possibility concept. Owing to the fact that the proposed method was more effective than expected, it has been verified and discussed in this paper.","PeriodicalId":168165,"journal":{"name":"2018 4th International Conference on Computer and Information Sciences (ICCOINS)","volume":"13 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134568684","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":"Model Implementation and Real-Data Validation of On-Shore OWC Wave Energy Plants","authors":"A. Garrido, I. Garrido, J. Lekube, M. de La Sen","doi":"10.1109/ICCOINS.2018.8510607","DOIUrl":"https://doi.org/10.1109/ICCOINS.2018.8510607","url":null,"abstract":"The European Energy Road Map 2050 and the Spanish Renewable Energies Plan for 2011-2020 are promoting the use of renewable energies as a necessary path to achieve the greenhouse gas reduction target necessary to avoid the rising global warming, and in particular, the use of Ocean Energy. Within the different types of on-shore wave-based energy devices, Oscillating Water Column (OWC) converters are one of the more widely used ones. An OWC plant is basically composed by a capture chamber coupled to a turbo-generator module. This paper deals with the model implementation of on-shore OWC wave energy power devices. The model is parameterised and validated for the particular case of Nereida MOWC wave power system using ad-hoc real data from Mutriku’s power plant.","PeriodicalId":168165,"journal":{"name":"2018 4th International Conference on Computer and Information Sciences (ICCOINS)","volume":"40 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129046100","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":"An Assessment of Game Elements in Language-Learning Platform Duolingo","authors":"Duy Huynh, Long Zuo, H. Iida","doi":"10.1109/ICCOINS.2018.8510568","DOIUrl":"https://doi.org/10.1109/ICCOINS.2018.8510568","url":null,"abstract":"This paper explores a way to assess the effects of game elements in the domain of education. Educational gamified language-learning platform ‘Duolingo’ is chosen as a testbed, whereas game refinement measure is employed as an assessment tool. Two game elements ‘Badge’ and ‘Winning Streak’ with respect to the course structure of three language courses in Duolingo are analyzed in this study. The results from the analysis with about 1000 users show that Winning Streak successfully helps users enhance their regular learning activity into serious gaming activity. Moreover, Winning Streak increases the motivation of advanced users when the attractiveness of Badge decreases. Thus this study confirmed the effectiveness of game refinement measure to identify the merit of the appropriate division of learning process to maintain the attractiveness of learning activity.","PeriodicalId":168165,"journal":{"name":"2018 4th International Conference on Computer and Information Sciences (ICCOINS)","volume":"56 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123920498","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":"Distributed Network Mobility Management Scheme for Network Mobility","authors":"L. T. Jung, Asif Ali Wagan","doi":"10.1109/ICCOINS.2018.8510603","DOIUrl":"https://doi.org/10.1109/ICCOINS.2018.8510603","url":null,"abstract":"The exponential growth in the mobile internet traffic is creating challenges for the present service providers to provide quality network mobility management to fulfil the user bandwidth demand. The network mobility management scheme is therefore responsible to provide seamless connection between heterogeneous and homogeneous domains for mobile networks and mobile nodes. Basically, the network mobility management technique uses the similar IP mobility procedure as in the MIPv6. However, these NEMO IP mobility solutions are lacking in good QoS especially in terms of packet delivery cost and end-to-end delay. Moreover, the traversal tunnel between the active nodes are creating additional tunnel cost. Meanwhile, the PMIPv6 scheme is suffering from the single node failure and the packets drop issues. The research community has introduced a new Distributed Mobility Management (DMM) scheme as a promising IP mobility solution to address mobility issues in the conventional IP mobility schemes. We are proposing a new DNMM scheme in this paper that aims to reduce the overall packet delivery cost with the aids of Distributed Local Fix Router (DLFRs) and Regional Access Router (RAR). Our results analysis is focusing on the Packet Delivery Cost (PDC) and Location Update Cost (LUC). The results obtained show that the proposed scheme is more promising than other known schemes.","PeriodicalId":168165,"journal":{"name":"2018 4th International Conference on Computer and Information Sciences (ICCOINS)","volume":"105 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124220951","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}
K. Savita, Luqmanulhakim, Manoranjitham Muniandy, K. Mathiyazhagan
{"title":"Smart Event Management Waste Bin","authors":"K. Savita, Luqmanulhakim, Manoranjitham Muniandy, K. Mathiyazhagan","doi":"10.1109/ICCOINS.2018.8510606","DOIUrl":"https://doi.org/10.1109/ICCOINS.2018.8510606","url":null,"abstract":"An overfilling of waste bins is a serious offence that it should not be taken lightly. Common cases of such issues can be found during events in any university and there is often no proper monitoring system to monitor such waste bins. Thus, the development of this ‘Smart Event Management Waste Bin’ will assist organizers of an event to clear out the waste bins before overfilling occurs. User acceptance study will also be carried out to investigate if users agree such smart bins can solve the issue of overfilling of waste bins. The ‘Smart Event Management Waste Bin’ will have an ultrasonic sensor attached to it along with an LED that will enable the user to know when the waste bin is full. The data will be viewable online where users will be able to access either through mobile or web application. Interviews, surveys and user testing were carried out throughout the development of the ‘Smart Event Management Waste Bin’ prototype. The results obtained from the surveys and user feedback proved that majority of the respondents as well as the users agree that the application of such smart waste bins can help to overcome the issue of overfilling of waste bins during an event.","PeriodicalId":168165,"journal":{"name":"2018 4th International Conference on Computer and Information Sciences (ICCOINS)","volume":"22 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127917068","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":"A Study of Prediction Models for Students Enrolled in Programming Subjects","authors":"Maryam Zaffar, M. Hashmani, K. Savita","doi":"10.1109/ICCOINS.2018.8510571","DOIUrl":"https://doi.org/10.1109/ICCOINS.2018.8510571","url":null,"abstract":"Educational Data Mining (EDM) is very appealing research area which can mine valuable information from educational databases. The mined information from educational data can be used to give assistance to educational decision makers to plan strategies according for different academic courses. The main objective of this paper is to provide an overview of existing models for predicting performance of students who are taking programming course. This paper also focuses on the important attributes of students taking programming courses used by some of the existing studies. Furthermore, the paper also highlights the different classification prediction algorithms to predict the performance of students taking programming courses. The study tries to provide some highlight for new researchers in building a prediction model for programming students. This paper is the step towards improving the quality of education and could bring assistance and impacts to all the educational stakeholders.","PeriodicalId":168165,"journal":{"name":"2018 4th International Conference on Computer and Information Sciences (ICCOINS)","volume":"56 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128486732","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":"Descriptive Logic for Software Engineering Ontology: Aspect Software Quality Control","authors":"Kamal Uddin Sarker, A. Deraman, R. Hasan","doi":"10.1109/ICCOINS.2018.8510585","DOIUrl":"https://doi.org/10.1109/ICCOINS.2018.8510585","url":null,"abstract":"Ontology in software engineering has been using for a long time in different ways, and it is an abstract level with domain oriented definition; also using individual tools for each domain or individual for each application. From the beginning of the software engineering, Software Quality Control (SQC) working to ensure the quality product within time and budget but the statistical report showing till now partial or total failure project existed. Facts are identified here by critical analysis of the public data set. Ontology is defined here based on software engineering after detail analysis of existing definition and application area. Most common and confusing term \"size of the project\" is elaborated based on the analysis of EBSPM-software depository data set. Finally, general hybrid ontology is developed by descriptive logic for the software management based on standardization factors to ensure quality.","PeriodicalId":168165,"journal":{"name":"2018 4th International Conference on Computer and Information Sciences (ICCOINS)","volume":"50 23","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"113942106","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}
R. Hasan, S. Palaniappan, Abdul Rafiez Abdul Raziff, Salman Mahmood, Kamal Uddin Sarker
{"title":"Student Academic Performance Prediction by using Decision Tree Algorithm","authors":"R. Hasan, S. Palaniappan, Abdul Rafiez Abdul Raziff, Salman Mahmood, Kamal Uddin Sarker","doi":"10.1109/ICCOINS.2018.8510600","DOIUrl":"https://doi.org/10.1109/ICCOINS.2018.8510600","url":null,"abstract":"This work explores student’s academic performance using decision tree algorithm having parameters like Student’s Academic Information and Students Activity. We collected records of 22 students from Spring 2017 semester, studying in undergraduate level from Oman’s private Higher Education Institution. Proposed work utilizes Electronic Commerce Technologies module since it is a core module offered in every computing specialization. Furthermore, WEKA data mining tool is used to evaluate the decision tree algorithm for discovery of student’s performance along with Moodle access time. Simulation results demonstrate that Random Forest Tree algorithm showed better accuracy than comparative decision tree algorithms. Hence, shows good agreement for the training set provided. Therefore, the proposed work aid in improving student’s grades in the module. Helping stakeholders to analyze and evaluate the module delivery and results. Early detection and solution can be made both at the institutional level and module level.","PeriodicalId":168165,"journal":{"name":"2018 4th International Conference on Computer and Information Sciences (ICCOINS)","volume":"4 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132694450","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}
E. A. P. Akhir, Ruzi Bachok, N. Arshad, Afiq Aiman Zamri
{"title":"Conceptual Framework for SIDS Alert System","authors":"E. A. P. Akhir, Ruzi Bachok, N. Arshad, Afiq Aiman Zamri","doi":"10.1109/ICCOINS.2018.8510596","DOIUrl":"https://doi.org/10.1109/ICCOINS.2018.8510596","url":null,"abstract":"Nowadays, Sudden Infant Death Syndrome (SIDS) is one of the causes of infant mortality that have been taken seriously. This is due to the baby is having difficulty in breathing while in prone position sleeping. Moreover, this mostly occurs during the unsupervised period especially at night when both parents are sleeping. Moreover, accidentally suffocation strangulation in bed (ASSB) is another cause that needs to look into seriously. Therefore, an effective sudden infant death syndrome baby alert system must be developed to curb and shorten respond time to save the baby from drowning. This paper proposes a conceptual framework with two (2) stages that consist of monitoring the body orientation of the baby as well as the heart rate of the baby, send the immediate alert to parents. By having an effective real-time SIDS baby alert system, fast response can be carried out in order to save the baby and raise awareness about the dangers of SIDS towards Malaysians’ parents.","PeriodicalId":168165,"journal":{"name":"2018 4th International Conference on Computer and Information Sciences (ICCOINS)","volume":"48 5 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133708707","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}