P. Nerurkar, Yann Busnel, R. Ludinard, K. Shah, S. Bhirud, Dhiren R. Patel
{"title":"Detecting Illicit Entities in Bitcoin using Supervised Learning of Ensemble Decision Trees","authors":"P. Nerurkar, Yann Busnel, R. Ludinard, K. Shah, S. Bhirud, Dhiren R. Patel","doi":"10.1145/3418981.3418984","DOIUrl":"https://doi.org/10.1145/3418981.3418984","url":null,"abstract":"Since its inception in 2009, Bitcoin has been mired in controversies for providing a haven for illegal activities. Several types of illicit users hide behind the blanket of anonymity. Uncovering these entities is key for forensic investigations. Current methods utilize machine learning for identifying these illicit entities. However, the existing approaches only focus on a limited category of illicit users. The current paper proposes to address the issue by implementing an ensemble of decision trees for supervised learning. More parameters allow the ensemble model to learn discriminating features that can categorize multiple groups of illicit users from licit users. To evaluate the model, a dataset of 2059 real-life entities on Bitcoin was extracted from the Blockchain. Nine features were engineered to train the model for segregating 28 different licit-illicit categories of users. The proposed model provided a reliable tool for forensic study. Empirical evaluation of the proposed model vis-a-vis three existing benchmark models was performed to highlight its efficacy. Experiments showed that the specificity and sensitivity of the proposed model were comparable to other models.","PeriodicalId":261588,"journal":{"name":"Proceedings of the 10th International Conference on Information Communication and Management","volume":"23 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-08-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124094153","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":"Constructing A Learning Style Model in an Adaptive Learning System","authors":"Gao Huzi, Yin Guocai","doi":"10.1145/3418981.3418988","DOIUrl":"https://doi.org/10.1145/3418981.3418988","url":null,"abstract":"Most of the adaptive learning systems adopt the classical learning style theory, without considering the characteristics of online learning. Based on learning theories, the study analyses psychological activities in e-learning and the requirements of knowledge characteristics for students' learning activities, systematically determine learning style's elements of e-learning and design a new learning style model in an adaptive learning system. Furthermore, we design a scale which reliability and validity are measured by a reasonable experiment.","PeriodicalId":261588,"journal":{"name":"Proceedings of the 10th International Conference on Information Communication and Management","volume":"33 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-08-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121610598","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 Method of Real-time Service Quality Evaluation Based on Customer Behavior","authors":"Yinchao Cheng, Qifang Xie, Zichun Zhang","doi":"10.1145/3418981.3418982","DOIUrl":"https://doi.org/10.1145/3418981.3418982","url":null,"abstract":"With the advent of 5G and the upgrade of user consumption, users have more and more requirements on the network and services provided by communication operators. It is becoming increasingly difficult to ignore the importance of services quality to the company operates. Only by providing better services can enterprise win trust and loyalty of users. In order to keep abreast of the company's current service status and user demand trends, companies usually use the method of Internet evaluation to collect user feedback. However, Internet measurement methods have problems of low efficiency, high rejection rate, and biased conclusions. In order to solve above problems, this article proposes a real-time evaluation of service quality based on customer behavior. This program is closely integrated with the enterprise's production, operation and service links. The solution is closely integrated with the production operation and service links of the enterprise. According to the typical behavior of the interface between the customer and the enterprise, the user is accurately identified and targeted for intelligent invitation and evaluation to achieve service quality monitoring and information collection under real scenes and real environments. The research results show that the real-time evaluation of service quality based on customer behavior has significantly improved user participation, sample recovery trends, sampling rule rationality, evaluation recovery rate, rejection rate, survey accuracy, and promotion of production efficiency.","PeriodicalId":261588,"journal":{"name":"Proceedings of the 10th International Conference on Information Communication and Management","volume":"53 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-08-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126197320","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":"Compressed Sensing of Sky Wave Channel for High-Frequency OFDM System Over High-mobility Environment","authors":"Kai Wang, W. Zhai, Bo Zhang","doi":"10.1145/3418981.3418992","DOIUrl":"https://doi.org/10.1145/3418981.3418992","url":null,"abstract":"For realizing the real-time acquisition of the state information of the double selective sky wave channel with low pilot cost, a sky wave channel estimation scheme based on compressed sensing (CS) theory is proposed in this paper. Combining with the transmission model and sky wave channel model of High-frequency orthogonal frequency division multiplexing (HF OFDM) system, the channel estimation problem is formulated under the framework of compressed sensing. The sparse structure of channel coefficients in transformed domain of double selective sky wave channel is proved. On this basis, the channel coefficients are reconstructed by compressed sensing. Simulation results show that the proposed channel compression sensing method can significantly reduce the pilot overhead and ensure the accuracy of channel reconstruction.","PeriodicalId":261588,"journal":{"name":"Proceedings of the 10th International Conference on Information Communication and Management","volume":"61 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-08-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114191153","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":"Incorporating Bilingual and Research Methods into Undergraduate Education: Using Urban Geography Teaching as a Case Study","authors":"Qiaozhi Wang, Jinwen Song, Yong Chen","doi":"10.1145/3418981.3418990","DOIUrl":"https://doi.org/10.1145/3418981.3418990","url":null,"abstract":"Currently, there is a trend that in traditional social scientific courses attaching an importance to introducing academic theories but neglecting to elaborate research methodologies. Combing the authors' teaching experiences and drawing upon experiences of the UK universities, this study takes urban geography teaching as an example, analyzes the teaching contents and relevant methodological structure in the urban geography course and puts forward approaches to incorporating bilingual and research methods into Urban Geography teaching process. Also, advices on optimize the course assessment are proposed. This research potentially contributes to help undergraduate students to improve their English reading and understanding abilities, and help them to master research methodologies in urban geography and other social sciences studies.","PeriodicalId":261588,"journal":{"name":"Proceedings of the 10th International Conference on Information Communication and Management","volume":"43 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-08-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128728547","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}
Ikram Asghar, J. Cosgrove, William Warren, O. A. Egaji, Mark Griffiths, Shelly Barratt
{"title":"A Smart Transportation Management System for Managing Travel Events","authors":"Ikram Asghar, J. Cosgrove, William Warren, O. A. Egaji, Mark Griffiths, Shelly Barratt","doi":"10.1145/3418981.3418985","DOIUrl":"https://doi.org/10.1145/3418981.3418985","url":null,"abstract":"Culinary tourism is on the rise as a growing number of people want to join trips full of people, food and drinks. This paper presents the main idea of an intelligent transport system developed for ale trail lovers who wish to join culinary tours. The system is based on a web application that handles organising, scheduling and viewing a currently live trail and a consumer-side cross-platform mobile application that provides updates on bus schedules, bus location and nearest bus stops etc. The system is used to automate the process of organising culinary ale trails. By using this system, massive culinary ale trail events can be arranged quickly and efficiently.","PeriodicalId":261588,"journal":{"name":"Proceedings of the 10th International Conference on Information Communication and Management","volume":"43 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-08-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126002354","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":"Proceedings of the 10th International Conference on Information Communication and Management","authors":"","doi":"10.1145/3418981","DOIUrl":"https://doi.org/10.1145/3418981","url":null,"abstract":"","PeriodicalId":261588,"journal":{"name":"Proceedings of the 10th International Conference on Information Communication and Management","volume":"9 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-08-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132290038","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":"Traffic Modelling for IoT Networks: A Survey","authors":"Yufei Li, Wanqing Tu","doi":"10.1145/3418981.3418986","DOIUrl":"https://doi.org/10.1145/3418981.3418986","url":null,"abstract":"A network traffic model obtains the rules and characteristics of computer networks to support the monitoring, predicting, managing, and securing of network services. With the fast development of various Internet-of-Things (IoT) applications, the end users/devices attached to and the application data transferred through modern computer networks are quite different from those in traditional computer networks. This paper first reviews existing network traffic models developed for traditional computer networks, by mainly studying short-range dependence models and long-range dependence models. We then look into major IoT applications proposed for smart cities. We compare and summarise the characteristics of networks, data traffic, energy requirements, etc. for these different IoT applications, and hence the challenges when modelling and representing data traffic future computer networks. According to the challenges presented, existing solutions and future potential directions are discussed. We hope that our study may provide references and research insights to support the emerging needs of traffic modelling in IoT networks.","PeriodicalId":261588,"journal":{"name":"Proceedings of the 10th International Conference on Information Communication and Management","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-08-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128814960","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":"Smartphone-Controlled Multi-Channel Surround Sound System","authors":"S. Yao, Jier Chen, Chun-Ting Ke, Yu-Hsin Chang","doi":"10.1145/3418981.3418991","DOIUrl":"https://doi.org/10.1145/3418981.3418991","url":null,"abstract":"Multi-channel audio systems are widely used in modern sound devices for movie theaters and home theaters. However, most audio files are encoded into stereo tracks. When using a multichannel system to play a stereophonic audio, the system may not produce the best possible listening perception. This study aims to upmix the stereophonic sound to 5.1-channel sound, thereby enhancing surround sound experience. The proposed system extracts the primary sound for the center audio channel and the ambient sound for the side audio channels. The frontal audio channels are reinforced by a special equalization technique. Users can use a smartphone to remotely control the proposed playback. The subjective listening results show that the spatial audio quality outperforms the commercial built-in upmixing especially in spatial hearing. We also hypothesize that there is a trade-off between directional enhancement and spectral balance in the pilot experiment.","PeriodicalId":261588,"journal":{"name":"Proceedings of the 10th International Conference on Information Communication and Management","volume":"35 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-08-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132612247","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}
Evelyn Sevina Hermita, Y. G. Sucahyo, Arfive Gandhi
{"title":"Designing IT Service Management at Indonesia Internet Domain Names Registry Association's Helpdesk Function","authors":"Evelyn Sevina Hermita, Y. G. Sucahyo, Arfive Gandhi","doi":"10.1145/3418981.3418987","DOIUrl":"https://doi.org/10.1145/3418981.3418987","url":null,"abstract":"Indonesia Internet Domain Names Registry Association (PANDI) hosts helpdesk function as a part of .id domain management. It is a one-stop facility for all registrants and the public to submit questions and complaints regarding .id domain names. Previously, helpdesk function had poor performance since its business processes were manual and slow. This research aimed to design Information Technology Service Management (ITSM) implementation as guidelines for PANDI helpdesk. It demonstrated case study research using qualitative approach by involving helpdesk officers, and c-level in depth interview. This research relied on ITIL V3 2011 framework to generate ITSM design: service catalog, Service Level Agreement, and Standard Operating Procedures. It resulted in tracking status, priority label, reporting feature, and service categories can be added on the application side. Those artifacts guided helpdesk to improve the quality of services provided by PANDI. They consisted of a service catalog that includes 11 Customer Facing Service (CFS) and Resource Facing Service (RFS), five SLAs for helpdesk business process services, and three SOPs for account changes request service.","PeriodicalId":261588,"journal":{"name":"Proceedings of the 10th International Conference on Information Communication and Management","volume":"22 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-08-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133143980","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}