2018 6th International Conference on Information and Communication Technology (ICoICT)最新文献_第4页

News Topic Classification Using Mutual Information and Bayesian Network 基于互信息和贝叶斯网络的新闻主题分类

2018 6th International Conference on Information and Communication Technology (ICoICT) Pub Date : 2018-05-03 DOI: 10.1109/ICOICT.2018.8528806

Fahmi Salman Nurfikri, M. S. Mubarok, Adiwijaya

{"title":"News Topic Classification Using Mutual Information and Bayesian Network","authors":"Fahmi Salman Nurfikri, M. S. Mubarok, Adiwijaya","doi":"10.1109/ICOICT.2018.8528806","DOIUrl":"https://doi.org/10.1109/ICOICT.2018.8528806","url":null,"abstract":"News topic classification in this research is categorizing or distinguishing news, in textual data format, into a particular category based on information contained in the news. One of methods that can be used for this task is Bayesian Network that is one of uncertainty reasoning methods that uses probabilistic and directed acyclic graph to model conditional dependencies among variables. However, a textual data normally contains a considerable amount of variables and it could be problem for Bayesian Network since a large number of variables results high complexity, especially time complexity, in learning of Bayesian Network both structure and parameters. In addition, a considerable amount of variables could degrade accuracy since some variables might be irrelevant. In this research, we used Mutual Information as text feature selection method to provide relevant features for Bayesian Network classifier. Based on the conducted research, Mutual information as feature selector is able to improve classification performance of Bayesian Network. The highest classification rate obtained by employing Mutual Information is 75.34%, meanwhile the classification rate without Mutual Information is 45.95%, both in micro-average F1-score.","PeriodicalId":266335,"journal":{"name":"2018 6th International Conference on Information and Communication Technology (ICoICT)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2018-05-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114581895","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}

引用次数: 19

Route Recommendation Using Community Detection Algorithm (Case: Kota Bandung) 基于社区检测算法的路由推荐(案例:哥打万隆)

2018 6th International Conference on Information and Communication Technology (ICoICT) Pub Date : 2018-05-03 DOI: 10.1109/ICOICT.2018.8528740

Yahya Peranginangin, Andrias Andi, Kristina Sisilia

{"title":"Route Recommendation Using Community Detection Algorithm (Case: Kota Bandung)","authors":"Yahya Peranginangin, Andrias Andi, Kristina Sisilia","doi":"10.1109/ICOICT.2018.8528740","DOIUrl":"https://doi.org/10.1109/ICOICT.2018.8528740","url":null,"abstract":"Bandung public transport route, known as Angkutan Kota (Angkot), has 39 routes to serve intra city transportation. These routes connect more than 40 bus stations in star topology. The centrality analysis of this routes shows that many of them are overlapped into each other in certain location, thus may potentially cause congestion and increased competition for passengers among routes. To achieve operational break event, most fleet tend to conduct activities that reduce its service quality and disturb traffic flow. Having public transport with inconsistent level of service leave passengers with no choice but to find another mode of transportation, including owning private vehicle, which lead public transportation into deeper vicious circle. Some effort to break this circle is to subsidised public transport fare, car restraint (such as 3 in 1 policy), and priority lane for public transport (such as bus way). This paper suggests another way to increase usability of public transport by implementing graph theory to generate new routing strategy. Instead of having path formed from node sequence, we propose nodes that grouped geographically, creating modular routes that cover certain area and can be managed independently. The graph or network is formed by using bus stops/stations as nodes and routes to connect the nodes. We apply Louvain's community detection algorithm to groups bus stops and stations into communities. By assuming that each community is a route coverage, we can define 14 Angkot routes. The proposed routes feature fewer routes and can significantly reduce overlapping between routes while still having similar performance with conventional route.","PeriodicalId":266335,"journal":{"name":"2018 6th International Conference on Information and Communication Technology (ICoICT)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2018-05-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116852479","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}

引用次数: 2

Indonesian License Plate Recognition Using Convolutional Neural Network 基于卷积神经网络的印尼车牌识别

2018 6th International Conference on Information and Communication Technology (ICoICT) Pub Date : 2018-05-03 DOI: 10.1109/ICOICT.2018.8528761

Ignatius Wendianto Notonogoro, Jondri, A. Arifianto

引用次数: 2

Increasing Students Interaction in Distance Education Using Gamification 利用游戏化提高远程教育中学生的互动性

2018 6th International Conference on Information and Communication Technology (ICoICT) Pub Date : 2018-05-03 DOI: 10.1109/ICOICT.2018.8528765

Mhd. Rizky Ferianda, A. Herdiani, Indra Lukmana Sardi

引用次数: 7

An Architecture for M2M Communications Over Cellular Networks Using Clustering and Hybrid TDMA-NOMA 基于集群和混合TDMA-NOMA的蜂窝网络M2M通信体系结构

2018 6th International Conference on Information and Communication Technology (ICoICT) Pub Date : 2018-05-03 DOI: 10.1109/ICOICT.2018.8528767

Anthonya Barsha Rozario, Md. Farhad Hossain

引用次数: 5

Collision-Aware Rate Adaptation Algorithm for High-Throughput IEEE 802.11n WLANs 高吞吐量IEEE 802.11n无线局域网的碰撞感知速率自适应算法

2018 6th International Conference on Information and Communication Technology (ICoICT) Pub Date : 2018-05-03 DOI: 10.1109/ICOICT.2018.8528814

Fajari Arief Setia, Teuku Yuliar Arif, R. Munadi

{"title":"Collision-Aware Rate Adaptation Algorithm for High-Throughput IEEE 802.11n WLANs","authors":"Fajari Arief Setia, Teuku Yuliar Arif, R. Munadi","doi":"10.1109/ICOICT.2018.8528814","DOIUrl":"https://doi.org/10.1109/ICOICT.2018.8528814","url":null,"abstract":"IEEE 802.11n Wireless Local Area Network (WLAN) is the default standard that is used on modern smartphones and modern PCs/laptops. Medium Access Control (MAC) 802.11n has the capability of transmitting multiple MAC Protocol Data Units (MPDUs) into an Aggregate-MPDU (A-MPDU). Physical (PHY) 802.11n transmits MPDU or A-MPDU using a PHY rate of 6.5 to 600 Mbps determined by the rate adaptation algorithm. The selected PHY rate is expected according to the channel conditions for MPDU to be received without error. Based on the literature study, Minstrel-HT is one of the rate adaptation algorithms based on proposed channel conditions, especially for IEEE 802.11n high-throughput WLAN. However Minstrel-HT does not have a mechanism to activate RTS/CTS mode dynamically in the event of a collision error. Collision-aware rate adaptation (CARA) has been proposed, however the design has been made not for WLAN high throughput. In this paper we improve CARA to take advantage of MAC and PHY 802.11n capabilities and call it CARA for High Throughput (CARA-HT). We developed the CARA-HT algorithm in NS-3.26 simulator. The simulation results show the throughput produced by CARA-HT is better than Minstrel-HT.","PeriodicalId":266335,"journal":{"name":"2018 6th International Conference on Information and Communication Technology (ICoICT)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2018-05-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126721101","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}

引用次数: 3

Detection of Atrial Fibrillation Disease Based on Electrocardiogram Signal Classification Using RR Interval and K-Nearest Neighbor 基于RR区间和k近邻的心电图信号分类检测心房颤动疾病

2018 6th International Conference on Information and Communication Technology (ICoICT) Pub Date : 2018-05-01 DOI: 10.1109/ICOICT.2018.8528737

Kartika Resiandi, Adiwijaya, D. Q. Utama

{"title":"Detection of Atrial Fibrillation Disease Based on Electrocardiogram Signal Classification Using RR Interval and K-Nearest Neighbor","authors":"Kartika Resiandi, Adiwijaya, D. Q. Utama","doi":"10.1109/ICOICT.2018.8528737","DOIUrl":"https://doi.org/10.1109/ICOICT.2018.8528737","url":null,"abstract":"Atrial Fibrillation (AF) categorized as one kind of arrhythmia that mostly found on a daily basis. It is indicated by irregular heartbeat in the heart's electrical system from the atrium into the ventricle. A person who has never had a history of heart disease even gets possibility suffering from AF. Risks caused by AF, namely the possibility of stroke, heart failure, and death. For someone who already has symptoms of AF should immediately examine one of them by using an electrocardiogram (EKG). Due to the presence of early detection can reduce the number of percentage of AF population, and the prognosis of AF disease is also preferable. There are three stages in this research; they are pre-processing as a process of uniforming data dimension, feature extraction, and K-NN classification. Feature extraction applied by comparing the RR interval of AF's signal and the normal one. The best performance result of AF detection based on the accuracy of the overall scheme is $mathbf{k}=1$ with an average accuracy at 91.75% and the highest accuracy, sensitifity, and specificity level at 95.45%, 91.67%, and 100% with proportion data at 60:40 percent.","PeriodicalId":266335,"journal":{"name":"2018 6th International Conference on Information and Communication Technology (ICoICT)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2018-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115149042","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}

引用次数: 8

The Effectiveness of Low-Level Structure-Based Approach Toward Source Code Plagiarism Level Taxonomy 基于底层结构的源代码抄袭等级分类方法的有效性

2018 6th International Conference on Information and Communication Technology (ICoICT) Pub Date : 2018-05-01 DOI: 10.1109/ICOICT.2018.8528768

Oscar Karnalim, Setia Budi

引用次数: 10

Ontology Modelling Approach for Personality Measurement Based on Social Media Activity 基于社交媒体活动的人格测量本体建模方法

2018 6th International Conference on Information and Communication Technology (ICoICT) Pub Date : 2018-05-01 DOI: 10.1109/ICOICT.2018.8528800

A. Alamsyah, M. R. Dwi Putra, D. Fadhilah, F. Nurwianti, Ening Ningsih

引用次数: 9

Travel Route Optimization Using Dynamic Programming 基于动态规划的出行路线优化

2018 6th International Conference on Information and Communication Technology (ICoICT) Pub Date : 2018-05-01 DOI: 10.1109/ICOICT.2018.8528760

Yoe One Ariestya Niovitta, R. Sarno

{"title":"Travel Route Optimization Using Dynamic Programming","authors":"Yoe One Ariestya Niovitta, R. Sarno","doi":"10.1109/ICOICT.2018.8528760","DOIUrl":"https://doi.org/10.1109/ICOICT.2018.8528760","url":null,"abstract":"This paper provides research result in determining the optimal route sequence of destination and travel time on tourism buses with the same start-end point to improve tourism services and operational cost savings. The tourism bus service that will be discussed in this research is the tourism bus belonging to the Department of Culture and Tourism (Disbudpar) Surabaya, namely Surabaya Shopping and Culinary Track (SSCT) bus. SSCT bus currently has only two regular routes, namely Museum Track and Maritime Track, and will increase to several other routes type depends on annual tourism events in Surabaya. Unfortunately, in the calculation of this location is still manual so it allows some disadvantages, and if additional route type also still done manually, this mistake will happen repeatedly. Therefore, in this study the calculation of the optimal distance and travel time of SSCT bus will do in the basic formula of the Dynamic Programming method. The used main parameters are distance and time on road between tourist destinations, while traffic congestion as a limitations of the problem in this study. The final results of this study shows that time on road on the Museum Track and the Maritime Track can be saved up to 58% and 25% compared to the current manual time on road calculations. It certainly will help Disbudpar Surabaya in making the best decision in improving SSCT bus service.","PeriodicalId":266335,"journal":{"name":"2018 6th International Conference on Information and Communication Technology (ICoICT)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2018-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116755813","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}

引用次数: 0