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Creating a Business Value while Transforming Data Assets using Machine Learning 在使用机器学习转换数据资产的同时创造商业价值
Computer Engineering and Applications Pub Date : 2017-07-15 DOI: 10.18495/COMENGAPP.V6I2.205
Ivana Dimitrovska, Toni Malinovski
{"title":"Creating a Business Value while Transforming Data Assets using Machine Learning","authors":"Ivana Dimitrovska, Toni Malinovski","doi":"10.18495/COMENGAPP.V6I2.205","DOIUrl":"https://doi.org/10.18495/COMENGAPP.V6I2.205","url":null,"abstract":"Machine learning enables computers to learn from large amounts of data without specific programming. Besides its commercial application, companies are starting to recognize machine learning importance and possibilities in order to transform their data assets into business value. This study explores integration of machine learning into business core processes, while enabling predictive analytics that can increase business values and provide competitive advantage. It proposes machine learning algorithm based on regression analysis for a business solution in large enterprise company in Macedonia, while predicting real-value outcome from a given array of business inputs. The results show that most of the machine learning predictive values for the desired process output deviated from 0 to 15% of actual employees' decision. Hence, it verifies the appropriateness of the chosen approach, with predictive accuracy that can be meaningful in practice. As a machine learning case study in business context, it contains valuable information that can help companies understand the significance of machine learning for enterprise computing. It also points out some potential pitfalls of machine learning misuse.","PeriodicalId":120500,"journal":{"name":"Computer Engineering and Applications","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-07-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128657314","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
TOU-AR:Touchable Interface for Interactive Interaction in Augmented Reality Environment touar:增强现实环境下的可触控交互界面
Computer Engineering and Applications Pub Date : 2017-06-12 DOI: 10.18495/COMENGAPP.V6I1.194
A. Basori, H. Aljahdali
{"title":"TOU-AR:Touchable Interface for Interactive Interaction in Augmented Reality Environment","authors":"A. Basori, H. Aljahdali","doi":"10.18495/COMENGAPP.V6I1.194","DOIUrl":"https://doi.org/10.18495/COMENGAPP.V6I1.194","url":null,"abstract":"Touchable interface is one of the future interfaces that can be implemented at any medium such as water, table or even sand. The word multi touch refers to the ability to distinguish between two or more fingers touching a touch-sensing surface, such as a touch screen or a touch pad. This interface is provided tracking the area by using depth camera and projected the interface into the medium. This interface is widely used in augmented reality environment. User will project the particular interface into real world medium and user hand will be tracked simultaneously when touching the area. User can interact in more freely ways and as natural as human did in their daily life","PeriodicalId":120500,"journal":{"name":"Computer Engineering and Applications","volume":"84 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-06-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124742876","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: 1
Assistive Robotic Technology: A Review 辅助机器人技术:综述
Computer Engineering and Applications Pub Date : 2017-06-12 DOI: 10.18495/COMENGAPP.V6I2.203
A. S. Prabuwono, K. Allehaibi, Kurnianingsih Kurnianingsih
{"title":"Assistive Robotic Technology: A Review","authors":"A. S. Prabuwono, K. Allehaibi, Kurnianingsih Kurnianingsih","doi":"10.18495/COMENGAPP.V6I2.203","DOIUrl":"https://doi.org/10.18495/COMENGAPP.V6I2.203","url":null,"abstract":"Older people with chronic conditions even lead to some disabilities face many challenges in performing daily life. Assistive robot is considered as a tool to provide companionship and assist daily life of older people and disabled people. This paper presents a review of assistive robotic technology, particularly for older people and disabled people. The result of this review constitutes a step towards the development of assistive robots capable of helping some problems of older people and disabled people. Hence, they may remain in at home and live independently.","PeriodicalId":120500,"journal":{"name":"Computer Engineering and Applications","volume":"173 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-06-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132178552","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: 4
Comparative classification of student's academic failure through Social Network Mining and Hierarchical Clustering 基于社会网络挖掘和层次聚类的学生学业失败比较分类
Computer Engineering and Applications Pub Date : 2017-06-12 DOI: 10.18495/COMENGAPP.V6I2.204
A. B. F. Mansur, N. Yusof
{"title":"Comparative classification of student's academic failure through Social Network Mining and Hierarchical Clustering","authors":"A. B. F. Mansur, N. Yusof","doi":"10.18495/COMENGAPP.V6I2.204","DOIUrl":"https://doi.org/10.18495/COMENGAPP.V6I2.204","url":null,"abstract":"Student academic failure are caused by several factors such as: family relationship, study time, absence, parent education, travel time and etc. This study observe several factors which are related to student academic failure by calculating the centrality degree between students to find the correlation between failure factors for each students. Furthermore, each student will be measured by measuring the geodesic distance for each factors for hierarchical clustering. The flow betwenness measure and hierarchical clustering show the promising result, where students who has similar factors value are tends to be grouped together in the same cluster. The student with high value of flow betwenness is considered as broker of network and play vital character inside network. The result of study is believed can bring important and useful information toward the student performance analysis for future better education.","PeriodicalId":120500,"journal":{"name":"Computer Engineering and Applications","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-06-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130579798","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
Always Best Connected Mobile Sensor Network to Support High Accuracy Internet of Farming 始终最佳连接的移动传感器网络，以支持高精度的农业互联网
Computer Engineering and Applications Pub Date : 2017-06-12 DOI: 10.18495/COMENGAPP.V6I2.202
A. Alahmadi
{"title":"Always Best Connected Mobile Sensor Network to Support High Accuracy Internet of Farming","authors":"A. Alahmadi","doi":"10.18495/COMENGAPP.V6I2.202","DOIUrl":"https://doi.org/10.18495/COMENGAPP.V6I2.202","url":null,"abstract":"The Internet of Farming be dependent on data gathered from sensor of Wireless Sensor Network (WSN). The WSN requires a reliable connectivity to provide accurate prediction data of the farming system. This paper introduces a mechanism that gives always best connectivity (ABC). The mechanism considers all stakeholders (mobile node, corresponding node and users) attributes. An empirical simulation shows that the proposed mechanism provides an acceptable ABC to the mobile sensors in the WSN.","PeriodicalId":120500,"journal":{"name":"Computer Engineering and Applications","volume":"55 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-06-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133659446","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
A Replication Dilemma Game for Cooperative Data Replication in Ad Hoc Networks: A Game Theoretical Approach Ad Hoc网络中协同数据复制的复制困境博弈:一种博弈论方法
Computer Engineering and Applications Pub Date : 2017-05-02 DOI: 10.18495/COMENGAPP.V6I2.201
A. Tajalli, S. Hosseini-Seno, M. K. Omer, B. Kerim, R. Budiarto
{"title":"A Replication Dilemma Game for Cooperative Data Replication in Ad Hoc Networks: A Game Theoretical Approach","authors":"A. Tajalli, S. Hosseini-Seno, M. K. Omer, B. Kerim, R. Budiarto","doi":"10.18495/COMENGAPP.V6I2.201","DOIUrl":"https://doi.org/10.18495/COMENGAPP.V6I2.201","url":null,"abstract":"In recent years wireless ad hoc networks have seen a great deal of attention, especially in cases where no infrastructure is available. These networks aim to provide good data accessibility for participants. Due to the wireless nodes’ continuous movement, network partitioning occurs very often. In order to subside the negative effects of this partitioning and improve data accessibility and reliability, data is replicated in nodes other than the original owner of data. This duplication is costly in terms of nodes’ storage space and energy. Hence, selfish nodes in an autonomous environment may act uncooperatively and do not replicate data. In game theory literature this situation is referred to as a strategic situation. In order to address this problem we propose a game theory data replication scheme by using the repeated game concept and prove that it is in the nodes’ best interest to cooperate fully in the replication process if our mechanism is used. Our analysis shows that our scheme outperforms two existing methods in terms of data accessibility, communication cost and query delay.","PeriodicalId":120500,"journal":{"name":"Computer Engineering and Applications","volume":"10 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-05-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115958494","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
Least Significant Braille Method in Steganography Using Digital Image Media For Security Message 基于数字图像媒体的安全信息隐写中的最小有效盲文方法
Computer Engineering and Applications Pub Date : 2017-04-07 DOI: 10.18495/COMENGAPP.V6I1.193
Megah Mulya, Zikry Sugiwa
{"title":"Least Significant Braille Method in Steganography Using Digital Image Media For Security Message","authors":"Megah Mulya, Zikry Sugiwa","doi":"10.18495/COMENGAPP.V6I1.193","DOIUrl":"https://doi.org/10.18495/COMENGAPP.V6I1.193","url":null,"abstract":"Confidentiality of the message or the information is the most important and essential.  It is very influential on the party who has the valuable message when they want to exchange messages on others.  To keep the message is not known to others, the necessary security on the message.  Steganography is one technique for providing security to the message.  Steganography is a technique to hide messages in a medium, such as pictures, sounds and video.  Steganographic technique used in this study is the Least Significant Braille (LSBraille).  This technique makes use of human vision in the message on the bit value was not significant.  This study focuses on how much resistance level stego image to various image processes and measure results accuracy Peak Signal to Noise Ratio (PSNR).  From the result of the insertion of a secret message, that the level of resistance stego image is not resistant to digital image processing.  The result of the calculation of PSNR value obtained from experiments on all data samples between 51-73 db.","PeriodicalId":120500,"journal":{"name":"Computer Engineering and Applications","volume":"70 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-04-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131777447","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
Towards Racing Gamification with Natural Interface for post stroke Rehabilitation 面向脑卒中后康复的自然界面赛车游戏化
Computer Engineering and Applications Pub Date : 2017-04-07 DOI: 10.18495/COMENGAPP.V6I1.196
A. Basori, A. Almagrabi
{"title":"Towards Racing Gamification with Natural Interface for post stroke Rehabilitation","authors":"A. Basori, A. Almagrabi","doi":"10.18495/COMENGAPP.V6I1.196","DOIUrl":"https://doi.org/10.18495/COMENGAPP.V6I1.196","url":null,"abstract":"Stroke patient basically suffer from limited movement, they cannot control their balance very well, therefore the therapy that involve repetitive motion, harmonization and stability workout should be applied to them. The invention of Kinect has lead people to applied this device as a tool for recovering patient from stroke because its capability on tracking the skeletal of human body. Racing Game is very popular among the adults, elderly and even kids, the rule it’s quite simple and understandable. The combination between the racing game and natural interface will lead to innovative application which is potential to be used as home therapy for post stroke patient. User will be required to move some parts of their body such as both hand, arm, head and even shoulder. The body tracking is provided by depth camera that can capture and interpret human body gesture recognition to be used as interaction command. The human skeleton will be displayed onto screen to control the car in the game and the result of racing will be synchronized with user excitement which is recorded through Kinect video.","PeriodicalId":120500,"journal":{"name":"Computer Engineering and Applications","volume":"50 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-04-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132162647","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
Network-on-Chip Paradigm for System-on-Chip Communication 片上系统通信的片上网络范式
Computer Engineering and Applications Pub Date : 2017-03-01 DOI: 10.18495/COMENGAPP.V6I1.186
R. Budiarto, L. Siregar, D. Stiawan
{"title":"Network-on-Chip Paradigm for System-on-Chip Communication","authors":"R. Budiarto, L. Siregar, D. Stiawan","doi":"10.18495/COMENGAPP.V6I1.186","DOIUrl":"https://doi.org/10.18495/COMENGAPP.V6I1.186","url":null,"abstract":"Developments of modern technologies in electronics, such as communication, Internet, pervasive and ubiquitous computing and ambient intelligence have figured largely our life. In our day micro-electronic products inspire the ways of learning, communication and entertainment. These products such as laptop computer, mobile phones, and personal handheld sets are becoming faster, lighter in weight, smaller in size, larger in capacity, lower in power consumptions, cheaper and functionally enhanced. This trend will persistently continue. Following this trend, we could integrate more and more complex applications and even systems onto a single chip. The System-on-Chip (SoC) technologies, where complex applications are integrated onto single ULSI chips became key driving force for the developments.","PeriodicalId":120500,"journal":{"name":"Computer Engineering and Applications","volume":"73 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121712209","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: 1
Mining Details from Single Opinion 从单一意见中挖掘细节
Computer Engineering and Applications Pub Date : 2017-03-01 DOI: 10.18495/COMENGAPP.V6I1.197
A. Almagrabi
{"title":"Mining Details from Single Opinion","authors":"A. Almagrabi","doi":"10.18495/COMENGAPP.V6I1.197","DOIUrl":"https://doi.org/10.18495/COMENGAPP.V6I1.197","url":null,"abstract":"In the contemporary times, different companies summarize product reviews to improve the quality of their products. Not only the companies benefit from these reviews, but these reviews also influence to a great extent the decision of the buyer. Currently a lot of research is being conducted on the opinion summaries the companies use, while the end user/buyer still has to go through whole of the opinions/reviews in order to make their decision, whether to buy a product or not. A single sentence cannot cover all the possible feature/qualities of a product. And, sometimes a single opinion may not be self-explanatory. In the proposed work, the authors have given a model that can generate different ‘signifieds’ for a single opinion. Using the definitions and examples of WordNet Dictionary, the signifieds of 80% of the opinions have been generated. The generated signifieds are not only useful for the buyer, but the person writing their opinion can also select any of these signifieds to make their point as accurately and clearly as possible.","PeriodicalId":120500,"journal":{"name":"Computer Engineering and Applications","volume":"27 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125648164","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
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