2021 International Conference on Information and Communication Technology for Sustainable Development (ICICT4SD)最新文献

Birth Mode Prediction Using Bagging Ensemble Classifier: A Case Study of Bangladesh 使用Bagging集成分类器预测出生模式:以孟加拉国为例

2021 International Conference on Information and Communication Technology for Sustainable Development (ICICT4SD) Pub Date : 2021-02-27 DOI: 10.1109/ICICT4SD50815.2021.9396909

Md. Sakib Bin Alam, M. Patwary, Maruf Hassan

{"title":"Birth Mode Prediction Using Bagging Ensemble Classifier: A Case Study of Bangladesh","authors":"Md. Sakib Bin Alam, M. Patwary, Maruf Hassan","doi":"10.1109/ICICT4SD50815.2021.9396909","DOIUrl":"https://doi.org/10.1109/ICICT4SD50815.2021.9396909","url":null,"abstract":"Maternal mortality and childbirth complications are major delivery issues in most developing countries, especially in rural areas. The proper identification of risks associated with the delivery of an expecting woman at an earlier stage can substantially reduce the mortality rate. A few studies have been conducted on using Machine Learning (ML) techniques for predicting birth mode i.e. caesarean section or normal delivery. The most commonly used methods are Decision Tree (DT), K-Nearest Neighbour (KNN), Naive Bayes (NB) and Support Vector Machine (SVM). In this study we have implemented Bagging Ensemble Classifiers based on these traditional machine learning algorithms, which is a novel approach in the area of birth mode prediction. This paper examines the performance of four ML algorithms, with bagging ensemble classifiers (DT-Bagging, KNN-Bagging, NB-Bagging, SVM-Bagging). The result shows that bagging ensemble models outperformed the traditional models in this domain. Besides, we have identified the association between important factors and caesarean section. This study may later be used to create a decision support system by extracting knowledge from the hidden patterns in data to reduce the rate of caesarean delivery in Bangladesh.","PeriodicalId":239251,"journal":{"name":"2021 International Conference on Information and Communication Technology for Sustainable Development (ICICT4SD)","volume":"35 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-02-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124979401","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: 15

Forecast the Rating of Online Products from Customer Text Review based on Machine Learning Algorithms 基于机器学习算法的客户文本评论预测在线产品评级

2021 International Conference on Information and Communication Technology for Sustainable Development (ICICT4SD) Pub Date : 2021-02-27 DOI: 10.1109/ICICT4SD50815.2021.9396822

Md. Iqbal Hossain, Maqsudur Rahman, T. Ahmed, A. Z. M. T. Islam

{"title":"Forecast the Rating of Online Products from Customer Text Review based on Machine Learning Algorithms","authors":"Md. Iqbal Hossain, Maqsudur Rahman, T. Ahmed, A. Z. M. T. Islam","doi":"10.1109/ICICT4SD50815.2021.9396822","DOIUrl":"https://doi.org/10.1109/ICICT4SD50815.2021.9396822","url":null,"abstract":"An online product's rating is an essential metric to understand the acceptability of that product to users. Shoppers use the rating to measure the quality and excellence of the online product. It helps an online shopper to decide to buy a product or not. It also helps the producer to further modification of that product during reproduction. Sometimes people buy a product online and give a text review of buying products but apathy towards giving a number rating, commonly a star rating. But producers need to know the rating of products for analysis of their business. Producers can use this rating for business analysis and can drive better revenue to their business. We have used some supervised machine learning approach to predict rating based on customer text review and compared the results between Random Forest Classifier, XGBoost and Logistic Regression algorithm with TF-IDF Vectorizer from extensive and series of experiments. We applied the algorithms mentioned above on the dataset named “GrammarandProductReviews” provided by Datafiniti. We analyzed the performance of each algorithm through the accuracy, precision, recall and f1-score. From the study, it is observed that Random Forest algorithm gained accuracy of 94% and precision, recall and f1-scores are 0.94, 0.94, and 0.94 respectively, which showed best compared to others.","PeriodicalId":239251,"journal":{"name":"2021 International Conference on Information and Communication Technology for Sustainable Development (ICICT4SD)","volume":"6 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-02-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122097467","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

Towards Social Group Optimization and Machine Learning Based Diabetes Prediction 基于社会群体优化和机器学习的糖尿病预测

2021 International Conference on Information and Communication Technology for Sustainable Development (ICICT4SD) Pub Date : 2021-02-27 DOI: 10.1109/ICICT4SD50815.2021.9396852

Zarin Subah Shamma, Tapotosh Ghosh, K. A. Taher, M.N. Uddin, M. S. Kaiser

引用次数: 2

Roles of Brand Image and Effectiveness on Smartphone usage over Digital Marketing 品牌形象和有效性在智能手机使用与数字营销中的作用

2021 International Conference on Information and Communication Technology for Sustainable Development (ICICT4SD) Pub Date : 2021-02-27 DOI: 10.1109/ICICT4SD50815.2021.9396897

Tabassum Tamanna

{"title":"Roles of Brand Image and Effectiveness on Smartphone usage over Digital Marketing","authors":"Tabassum Tamanna","doi":"10.1109/ICICT4SD50815.2021.9396897","DOIUrl":"https://doi.org/10.1109/ICICT4SD50815.2021.9396897","url":null,"abstract":"It is typically achieved by an inspiration of consumer to buy the product by simply informing about it through different means. Digital marketing is the component of marketing that utilizes internet and online based digital technologies such as desktop computers, mobile phones and other digital media and platforms to promote products and services. This study aims to understand the role of brand image on the smart mobile phone product in Bangladesh and to gain deeper understanding on the major role of digital marketing on customer's purchasing behavior towards the same branded item. Through cross sectional design primarily collected data from 424 sample as well as used secondary sources of information and analyzed mainly for descriptive statistics and then content analysis. Though all respondents selected for interview those who are currently using mobile phone, a highest majority of the responses were recoded that they are currently using a smart mobile phone compared to few who are still using non-smart mobile phone. About the brand preference, a large proportion of respondents said their preferred mobile phone was foreign brand and they importantly consider social media as a source of information for choosing their own mobile phone. Respondent's education was the significant factors where they perceived by self rather than other recommendation, in choosing a branded mobile phone. The study results confirming for the brands to reach the customers effectively in Bangladesh and digital marketing can play a vital role in this regard. The study concluded that better scope ahead for the mobile phone brands operating to invest more into digital marketing, which needs future research to acquire more in-depth information on the digital marketing relates to brand image of products in Bangladesh.","PeriodicalId":239251,"journal":{"name":"2021 International Conference on Information and Communication Technology for Sustainable Development (ICICT4SD)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-02-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128714978","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

An Approach to Improve the Accuracy of Detecting Spam in Online Reviews 一种提高在线评论中垃圾邮件检测准确率的方法

2021 International Conference on Information and Communication Technology for Sustainable Development (ICICT4SD) Pub Date : 2021-02-27 DOI: 10.1109/ICICT4SD50815.2021.9396881

Abida Khanam Suborna, S. Saha, Chironjit Roy, Shuvrodeb Sarkar, Md. Tojammal Haque Siddique

{"title":"An Approach to Improve the Accuracy of Detecting Spam in Online Reviews","authors":"Abida Khanam Suborna, S. Saha, Chironjit Roy, Shuvrodeb Sarkar, Md. Tojammal Haque Siddique","doi":"10.1109/ICICT4SD50815.2021.9396881","DOIUrl":"https://doi.org/10.1109/ICICT4SD50815.2021.9396881","url":null,"abstract":"Customers or user opinion is the most important and valuable information at online nowadays, especially in product reviews. Mostly customer used to make their decision for purchasing a particular product based on the other's customer reviews. Those reviews are increasing the rating of that e-commerce site. Normally, reviews are considered unbiased opinion of a person who has personal experience with a related specific product. The noticeable thing is that many reviewers reviews are not real or authentic. These kinds of feedback are usually called spam, and it is becoming a large problem in online and other electronic communication. As the value of online reviews is getting increased, the spammers are getting inspired to doing spam for them or promoting a specific e-commerce website. Also, they are demoting a specific site for payment. In this paper, we have discussed some traditional techniques for detecting spam in online public opinions. Next, we have used the stacking algorithm with some traditional classifiers for the detection of spam reviews. Finally, the performance of different classifiers has evaluated through a simulation experiment. From the experiments, we have seen that stacking classifier provides better accuracy than other traditional classifiers.","PeriodicalId":239251,"journal":{"name":"2021 International Conference on Information and Communication Technology for Sustainable Development (ICICT4SD)","volume":"60 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-02-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128994922","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

PID Controller Based Automatic Generation Control for Three Area Interconnected Power System 基于PID控制器的三区互联电力系统自动发电控制

2021 International Conference on Information and Communication Technology for Sustainable Development (ICICT4SD) Pub Date : 2021-02-27 DOI: 10.1109/ICICT4SD50815.2021.9396971

Muhammad Musleh Uddin, M. Saifullah, M. Kabir

引用次数: 0

Cyber Emergency Response Team for Bangladesh 孟加拉国网络应急反应小组

2021 International Conference on Information and Communication Technology for Sustainable Development (ICICT4SD) Pub Date : 2021-02-27 DOI: 10.1109/ICICT4SD50815.2021.9396922

Z. Hossain, Golam Kibria Zaman, K. A. Taher

{"title":"Cyber Emergency Response Team for Bangladesh","authors":"Z. Hossain, Golam Kibria Zaman, K. A. Taher","doi":"10.1109/ICICT4SD50815.2021.9396922","DOIUrl":"https://doi.org/10.1109/ICICT4SD50815.2021.9396922","url":null,"abstract":"Cyber Emergency Response Team (CERT) is one of the very important component at the national level for the protection and monitoring of cyber domain across the country. As the digital contents are increasing in Bangladesh so is its vulnerability. CERT has been included in the National Cyber Security Strategy and Digital Security Act 2018 but its existence is only at the rudimentary stage with the absence of its footprint at the operational level. This study presents a framework of CERT for Bangladesh considering its application at operational level. The factors considered in this model are status of readiness for CERT, the parties involved in the response mechanism and the procedures involved. The proposed model will present an effective CERT in the domain of digitization and information sharing and will guide to a comprehensive approach to address any cyber incident. This would not only help taking effective measures to mitigate the effect of any cyber-attack but also to increase the cyber readiness profile of the nation to detect, prevent or minimize the occurrence of cyber incidents.","PeriodicalId":239251,"journal":{"name":"2021 International Conference on Information and Communication Technology for Sustainable Development (ICICT4SD)","volume":"18 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-02-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132490431","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

A Blockchain-based Approach to Secure Cloud Connected IoT Devices 基于区块链的云连接物联网设备安全方法

2021 International Conference on Information and Communication Technology for Sustainable Development (ICICT4SD) Pub Date : 2021-02-27 DOI: 10.1109/ICICT4SD50815.2021.9397000

Raihan Kabir, A. Hasan, Md. Rajibul Islam, Y. Watanobe

{"title":"A Blockchain-based Approach to Secure Cloud Connected IoT Devices","authors":"Raihan Kabir, A. Hasan, Md. Rajibul Islam, Y. Watanobe","doi":"10.1109/ICICT4SD50815.2021.9397000","DOIUrl":"https://doi.org/10.1109/ICICT4SD50815.2021.9397000","url":null,"abstract":"With progress in science and technology and the rapid development of the Internet of Things (IoT) which are connected with the cloud-based network, need to communicate between themselves. In addition, a user needs several types of authentication process so that the user can interact with the devices. However, these devices can be under attack, such as a single-point-failure at any time, and some private data can be tampered and stolen by the attackers. In this paper, we propose a blockchain-based approach that assigns a unique device ID and using smart contracts to store the data transaction records in the blockchain for each IoT device as well as cloud and user access. Blockchain-based smart contracts provide distributed digital records that can endure data tampering and data snitching attacks. This method secures the user authenticity and maintains the privacy of IoT data on the cloud using Merkle Tree data structure and Practical Byzantine Fault Tolerance (pBFT). Finally, we implement an open-source blockchain platform that verifies the prototype of the proposed system.","PeriodicalId":239251,"journal":{"name":"2021 International Conference on Information and Communication Technology for Sustainable Development (ICICT4SD)","volume":"7 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-02-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130031475","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

WSN based Advanced Emergency Fire Alarm System Using MQTT Centric Star Topology 基于MQTT中心星型拓扑的WSN高级紧急火灾报警系统

2021 International Conference on Information and Communication Technology for Sustainable Development (ICICT4SD) Pub Date : 2021-02-27 DOI: 10.1109/ICICT4SD50815.2021.9396924

Debasish Bal, Md. Munirul Islam Tusher, Mizanur Rahman, Md. Salmanur Rahman Saymon

{"title":"WSN based Advanced Emergency Fire Alarm System Using MQTT Centric Star Topology","authors":"Debasish Bal, Md. Munirul Islam Tusher, Mizanur Rahman, Md. Salmanur Rahman Saymon","doi":"10.1109/ICICT4SD50815.2021.9396924","DOIUrl":"https://doi.org/10.1109/ICICT4SD50815.2021.9396924","url":null,"abstract":"This project proposes an ‘Advanced Fire alarm’ system based on ‘Wireless Sensor Network (WSN)’ in order to ensure safety and security, especially for industries which in turn save lives and property. In short, it works automatically based on the instantaneous atmospheric variation related to temperature and gas leakage, and confirms the danger yet to occur. WSN has been interfaced with the whole system. Traditional wiring systems excluded hereby introducing ‘Internet of Things (IoT)’. The system divided into two parts such as ‘Master Control Panel’ and ‘Child Sensor Nodes’, whereas a master can control the information provided by multiple peripheral devices and log it to the website. Each device consists of two sensors such as MQ-2 sensor, $100 KOmega$ NTC thermistor, and ESP8266 Wi-Fi module. The information of two different parameters associated with fire has been monitored through child devices. Master device collects all data and updates the server. As a result, user can monitor them through IoT panel. The web panel is equipped with ‘Message Queuing Telemetry Transport (MQTT)’ broker, gather information about gas leakage and temperatures in the environment. The time response of sensor nodes, amount of time dissipates to receive data in control panel, and manual control has been recorded. All the child devices can talk to the master control panel and exchange data between them as a form of Star Topology architecture. These factors will make the system much easier to operate and seed information from device to device.","PeriodicalId":239251,"journal":{"name":"2021 International Conference on Information and Communication Technology for Sustainable Development (ICICT4SD)","volume":"37 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-02-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132335799","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

Network Repair Crew Scheduling Using Benders Decomposition Method: A Case Study of Dhaka City 基于Benders分解法的网络维修班组调度——以达卡市为例

2021 International Conference on Information and Communication Technology for Sustainable Development (ICICT4SD) Pub Date : 2021-02-27 DOI: 10.1109/ICICT4SD50815.2021.9396831

Motasim Billah Mredul, Md. Ahsan Habib, M. Akhand, M. Kamal

{"title":"Network Repair Crew Scheduling Using Benders Decomposition Method: A Case Study of Dhaka City","authors":"Motasim Billah Mredul, Md. Ahsan Habib, M. Akhand, M. Kamal","doi":"10.1109/ICICT4SD50815.2021.9396831","DOIUrl":"https://doi.org/10.1109/ICICT4SD50815.2021.9396831","url":null,"abstract":"Natural disaster sometimes causes severe harm to regular human life. Roads may damage heavily or collapse fully in a severe earthquake or tsunami; so that supply or recuse to several affected areas is interrupted, and the consequence is the post-disaster loss in life and wealth. Therefore, road restoration becomes the first priority to reach the affected areas to minimize loss. To restore the network in a minimal time, scheduling to repair the damaged roads is a crucial task, and Network Repair Crew Scheduling (NRCS) has emerged as an optimization task in the computational intelligence domain. In this study, a Benders Decomposition (BD) based method is developed for NRCS. There are two major steps of the proposed BD-NRCS: identify the possible feasible solutions and then identify the optimal solution. Moreover, different optimization techniques are included in different steps to make the method efficient. The effectiveness of the proposed method is identified applying on a real-life road network scenario of Dhaka.","PeriodicalId":239251,"journal":{"name":"2021 International Conference on Information and Communication Technology for Sustainable Development (ICICT4SD)","volume":"39 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-02-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128815574","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