Pub Date : 2020-02-01DOI: 10.1109/ICoSTA48221.2020.1570613984
Wella Edli Shabrina, Dodi Wisaksono Sudiharto, Endro Ariyanto, Muhammad Al Makky
Nowadays, people commonly use streaming technology to enjoy audio or video broadcasted from the server. With this technology, they do not need to download the content first. But, they can directly enjoy the content through the streaming mechanism. Generally, this technology requires high bandwidth to maintain its Quality of Service (QoS) to stay at a good level. The problem can occur, such as packet loss because of limited bandwidth supported by the network provider. This condition can reduce the quality of the content delivered. One technology that can be used to improve the quality of content delivered by streaming service is CDN (Content Delivery Network). This study is going to improve the quality of live video streaming by using CDN. The global CDN infrastructure used is Cloudfront, supported by AWS (Amazon Web Services). The broadcaster is located in Bandung, Indonesia, and the client is placed in Tokyo, Japan. HTTP Live Streaming (HLS) format is performed for content streaming. It is proved CDN can increase the QoS of content delivered. The result presents live video streaming with CDN has better achievement than the other one without CDN. The broadcasting of live video streaming gives a throughput average of 4452.6 kbps and a packet loss ratio average of 0.08% by using CDN. Without using CDN, it presents the throughput average of 3990.4 kbps and the packet loss ratio average of 0.33%.
现在，人们通常使用流媒体技术来享受从服务器播放的音频或视频。有了这项技术，他们不需要先下载内容。但是，他们可以通过流媒体机制直接享受内容。一般情况下，该技术需要高带宽才能保持良好的服务质量(QoS)。由于网络提供商支持的带宽有限，可能会出现诸如丢包之类的问题。这种情况会降低所传递内容的质量。一种可以用来提高流媒体服务内容质量的技术是CDN(内容分发网络)。本研究旨在通过使用CDN来提高视频直播的质量。使用的全球CDN基础设施是Cloudfront，由AWS(亚马逊网络服务)支持。广播台位于印度尼西亚万隆，客户端位于日本东京。内容流采用HLS (HTTP Live Streaming)格式。实践证明，CDN可以提高内容交付的QoS。结果表明，使用CDN的视频直播比不使用CDN的视频直播效果更好。采用CDN进行视频直播的平均吞吐量为4452.6 kbps，平均丢包率为0.08%。在不使用CDN的情况下，其吞吐量平均值为3990.4 kbps，丢包率平均值为0.33%。
{"title":"The QoS Improvement Using CDN for Live Video Streaming with HLS","authors":"Wella Edli Shabrina, Dodi Wisaksono Sudiharto, Endro Ariyanto, Muhammad Al Makky","doi":"10.1109/ICoSTA48221.2020.1570613984","DOIUrl":"https://doi.org/10.1109/ICoSTA48221.2020.1570613984","url":null,"abstract":"Nowadays, people commonly use streaming technology to enjoy audio or video broadcasted from the server. With this technology, they do not need to download the content first. But, they can directly enjoy the content through the streaming mechanism. Generally, this technology requires high bandwidth to maintain its Quality of Service (QoS) to stay at a good level. The problem can occur, such as packet loss because of limited bandwidth supported by the network provider. This condition can reduce the quality of the content delivered. One technology that can be used to improve the quality of content delivered by streaming service is CDN (Content Delivery Network). This study is going to improve the quality of live video streaming by using CDN. The global CDN infrastructure used is Cloudfront, supported by AWS (Amazon Web Services). The broadcaster is located in Bandung, Indonesia, and the client is placed in Tokyo, Japan. HTTP Live Streaming (HLS) format is performed for content streaming. It is proved CDN can increase the QoS of content delivered. The result presents live video streaming with CDN has better achievement than the other one without CDN. The broadcasting of live video streaming gives a throughput average of 4452.6 kbps and a packet loss ratio average of 0.08% by using CDN. Without using CDN, it presents the throughput average of 3990.4 kbps and the packet loss ratio average of 0.33%.","PeriodicalId":375166,"journal":{"name":"2020 International Conference on Smart Technology and Applications (ICoSTA)","volume":"84 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121242689","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}
Pub Date : 2020-02-01DOI: 10.1109/ICoSTA48221.2020.1570613749
Dandy Pramana Hostiadi, Roy Rudolf Huizen, Lilis Yuningsih, Ni Luh Putri Srinadi, I. Made Darma Susila
Supervision of anomaly activities is very important to do in the network because it could be indicated as malicious activities. Network communication sessions are described in the form of port addressing communication or referred to as port address. In some digital crime events, they are using the port address to do dangerous actions on the network such as DDoS, Probing, R2L, and U2L activities. The grouping model of host activities on the network can utilize clustering theory, namely the neighborhood approach, or refer to as density based. By measuring the proximity of the two activities will be able to group the communication session data distribution from the host and map communication activities based on port access into normal or abnormal activities state. In this research, a new model to analyze port session communication using a density measurement approach to detect anomalous activities was proposed. The result shown that the proposed model can detect a cluster of the status an anomaly, which has more than eighty percent indicates high-risk activity. The proposed model is expected to be able to help network administrators to make decisions or actions from activities that are anomaly and dangerous.
{"title":"Port Session Communication Analysis Using Density-Based Clustering For Host Anomaly and Risk Activity Analysis","authors":"Dandy Pramana Hostiadi, Roy Rudolf Huizen, Lilis Yuningsih, Ni Luh Putri Srinadi, I. Made Darma Susila","doi":"10.1109/ICoSTA48221.2020.1570613749","DOIUrl":"https://doi.org/10.1109/ICoSTA48221.2020.1570613749","url":null,"abstract":"Supervision of anomaly activities is very important to do in the network because it could be indicated as malicious activities. Network communication sessions are described in the form of port addressing communication or referred to as port address. In some digital crime events, they are using the port address to do dangerous actions on the network such as DDoS, Probing, R2L, and U2L activities. The grouping model of host activities on the network can utilize clustering theory, namely the neighborhood approach, or refer to as density based. By measuring the proximity of the two activities will be able to group the communication session data distribution from the host and map communication activities based on port access into normal or abnormal activities state. In this research, a new model to analyze port session communication using a density measurement approach to detect anomalous activities was proposed. The result shown that the proposed model can detect a cluster of the status an anomaly, which has more than eighty percent indicates high-risk activity. The proposed model is expected to be able to help network administrators to make decisions or actions from activities that are anomaly and dangerous.","PeriodicalId":375166,"journal":{"name":"2020 International Conference on Smart Technology and Applications (ICoSTA)","volume":"9 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128446111","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}
Pub Date : 2020-02-01DOI: 10.1109/ICoSTA48221.2020.1570615896
K. Priandana, R. Wahyu
In agriculture, water management is crucial to reduce the amount of water used for irrigation. This study aims to develop an automatic plant irrigation system to be implemented in the Greenhouse of the Department of Computer Science, IPB University. The system is made of solenoid valves and soil moisture sensors whose amount is adjusted to the number of plants. This automatic plant irrigation system was created to support the development of smart and precision farming in Indonesia. Irrigation is done automatically and precisely for each plant by using a solenoid valve and a relay. The system prototype has been tested with different soil moisture values. Experiment results show that the prototype has successfully read the soil moisture value and can do the irrigation properly according to the specified functional requirements.
{"title":"Development of Automatic Plant Irrigation System using Soil Moisture Sensors for Precision Agriculture of Chili","authors":"K. Priandana, R. Wahyu","doi":"10.1109/ICoSTA48221.2020.1570615896","DOIUrl":"https://doi.org/10.1109/ICoSTA48221.2020.1570615896","url":null,"abstract":"In agriculture, water management is crucial to reduce the amount of water used for irrigation. This study aims to develop an automatic plant irrigation system to be implemented in the Greenhouse of the Department of Computer Science, IPB University. The system is made of solenoid valves and soil moisture sensors whose amount is adjusted to the number of plants. This automatic plant irrigation system was created to support the development of smart and precision farming in Indonesia. Irrigation is done automatically and precisely for each plant by using a solenoid valve and a relay. The system prototype has been tested with different soil moisture values. Experiment results show that the prototype has successfully read the soil moisture value and can do the irrigation properly according to the specified functional requirements.","PeriodicalId":375166,"journal":{"name":"2020 International Conference on Smart Technology and Applications (ICoSTA)","volume":"6 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115411832","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}
Pub Date : 2020-02-01DOI: 10.1109/ICoSTA48221.2020.1570614964
Ma’lufatul Maisuroh, Y. Suprapto, A. Affandi
As a country with the largest Muslim population in the world, Umrah has become one of the forms of worship desired by most Muslims in Indonesia. In Indonesia, the umrah pilgrimage is commonly organized by a travel organization certified with excellent services as mandated in the regulations of the minister of religion. Service quality is a determining factor in customer satisfaction. Hence, this study was conducted to conclude whether a service was able to fulfill the needs, desires, and expectations of a pilgrimage trip. The main purpose of this study was to determine the quality of the umrah service. The approach of service quality used as a reference in this study is the Service Quality (Servqual) method. The Servqual method is a questionnaire used to determine service quality by measuring the gap level (G) between perceived services (P) and expected services (E), G=P-E. There are five dimensions of service quality that are used: reliability, responsiveness, assurance, empathy, tangible. In this study, we use the fuzzy Servqual method, which is a combination of Servqual and fuzzy theory, to produce more accurate values. There are 27 questions in the survey. The questions are consisting of five Servqual dimensions assessed by 151 respondents. The results of this study indicate that all dimensions of umrah services have a negative gap, the most significant gap is the assurance dimension, with the value of - 0.29.
{"title":"A Fuzzy Servqual Method for Evaluated Umrah Service Quality","authors":"Ma’lufatul Maisuroh, Y. Suprapto, A. Affandi","doi":"10.1109/ICoSTA48221.2020.1570614964","DOIUrl":"https://doi.org/10.1109/ICoSTA48221.2020.1570614964","url":null,"abstract":"As a country with the largest Muslim population in the world, Umrah has become one of the forms of worship desired by most Muslims in Indonesia. In Indonesia, the umrah pilgrimage is commonly organized by a travel organization certified with excellent services as mandated in the regulations of the minister of religion. Service quality is a determining factor in customer satisfaction. Hence, this study was conducted to conclude whether a service was able to fulfill the needs, desires, and expectations of a pilgrimage trip. The main purpose of this study was to determine the quality of the umrah service. The approach of service quality used as a reference in this study is the Service Quality (Servqual) method. The Servqual method is a questionnaire used to determine service quality by measuring the gap level (G) between perceived services (P) and expected services (E), G=P-E. There are five dimensions of service quality that are used: reliability, responsiveness, assurance, empathy, tangible. In this study, we use the fuzzy Servqual method, which is a combination of Servqual and fuzzy theory, to produce more accurate values. There are 27 questions in the survey. The questions are consisting of five Servqual dimensions assessed by 151 respondents. The results of this study indicate that all dimensions of umrah services have a negative gap, the most significant gap is the assurance dimension, with the value of - 0.29.","PeriodicalId":375166,"journal":{"name":"2020 International Conference on Smart Technology and Applications (ICoSTA)","volume":"91 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115056510","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}
Pub Date : 2020-02-01DOI: 10.1109/ICoSTA48221.2020.1570614180
Putri Ulinnuha Mukti, A. Afandi, I. Fadlika
Recently, renewable energy has become a popular natural resource to replace the fossil energy. So that its presence is increasingly being explored for use as a power plant. Solar energy is the most desirable and many methods are developed to capture the energy coming from the sun and convert it. The conversion process that is often encountered is by using solar cells. With the development of solar cell technology, more and more solar home systems (SHS) are being used based on the utilization of solar energy in load centers. SHS integrated into the electricity network is also increasingly connected to the system, so that it will have an impact on the performance of all three power transactions in progress. Therefore, in this study, the integration is evaluated using the financial value for each transaction based on energy exports and imports between customers and providers. The results show this has been done on the export-import of electricity during the customer's electricity consumption process, and the integration of SHS also contributes to the balance of the existing power stock. In addition, taking into account customer profiles, it can be seen that consumers have a profit of 14% customers 1, 15% customers 2, and 24% customers 3.
{"title":"Analysis of Power Transactions on the Integrated Solar Home System","authors":"Putri Ulinnuha Mukti, A. Afandi, I. Fadlika","doi":"10.1109/ICoSTA48221.2020.1570614180","DOIUrl":"https://doi.org/10.1109/ICoSTA48221.2020.1570614180","url":null,"abstract":"Recently, renewable energy has become a popular natural resource to replace the fossil energy. So that its presence is increasingly being explored for use as a power plant. Solar energy is the most desirable and many methods are developed to capture the energy coming from the sun and convert it. The conversion process that is often encountered is by using solar cells. With the development of solar cell technology, more and more solar home systems (SHS) are being used based on the utilization of solar energy in load centers. SHS integrated into the electricity network is also increasingly connected to the system, so that it will have an impact on the performance of all three power transactions in progress. Therefore, in this study, the integration is evaluated using the financial value for each transaction based on energy exports and imports between customers and providers. The results show this has been done on the export-import of electricity during the customer's electricity consumption process, and the integration of SHS also contributes to the balance of the existing power stock. In addition, taking into account customer profiles, it can be seen that consumers have a profit of 14% customers 1, 15% customers 2, and 24% customers 3.","PeriodicalId":375166,"journal":{"name":"2020 International Conference on Smart Technology and Applications (ICoSTA)","volume":"58 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114990346","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}
Pub Date : 2020-02-01DOI: 10.1109/icosta48221.2020.9079322
{"title":"ICoSTA 2020 Parallel Class Schedule","authors":"","doi":"10.1109/icosta48221.2020.9079322","DOIUrl":"https://doi.org/10.1109/icosta48221.2020.9079322","url":null,"abstract":"","PeriodicalId":375166,"journal":{"name":"2020 International Conference on Smart Technology and Applications (ICoSTA)","volume":"60 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129689654","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}
Pub Date : 2020-02-01DOI: 10.1109/ICoSTA48221.2020.1570614094
Gita Rindang Lestari, T. Abuzairi
This paper describes the design of a portable galvanic skin response (GSR) sensor for pain sensors. GSR sensors can measure electricity change in the skin. The signal results obtained are used to collect autonomic nerve responses as a function parameter of sweat ties. This response can increase the electrical conductance or increase the resistance in the palm. GSR is a psychological change in the skin resulting from the changes in sweat gland activity; at the time, the sweat glands will be active when the body is in a state of pain. This prototype was made to measure the conductivity of the skin, and the activity based on light blows to the arms. This prototype was made to measure the conductivity of the skin, and the activity based on light blows to the arms. Measurement was delayed by 1 minute to let the body rest before receiving physical impulse. The total time taken for the measurement is 4 minutes. This prototype uses an Arduino Uno microcontroller as an analog to digital signal processor, and the results will be sent to a PC using Bluetooth HC-05 via a serial plotter for display. The purpose of this research is to develop a prototype portable GSR sensor for pain sensors in the human body. The additional value of this research is to use Bluetooth as a data transfer to make it easier to use. The results of this study succeeded in developing a prototype portable galvanic skin response with good sensor sensitivity by verifying the data using a commercial galvanic sensor module.
{"title":"Design of Portable Galvanic Skin Response Sensor for Pain Sensor","authors":"Gita Rindang Lestari, T. Abuzairi","doi":"10.1109/ICoSTA48221.2020.1570614094","DOIUrl":"https://doi.org/10.1109/ICoSTA48221.2020.1570614094","url":null,"abstract":"This paper describes the design of a portable galvanic skin response (GSR) sensor for pain sensors. GSR sensors can measure electricity change in the skin. The signal results obtained are used to collect autonomic nerve responses as a function parameter of sweat ties. This response can increase the electrical conductance or increase the resistance in the palm. GSR is a psychological change in the skin resulting from the changes in sweat gland activity; at the time, the sweat glands will be active when the body is in a state of pain. This prototype was made to measure the conductivity of the skin, and the activity based on light blows to the arms. This prototype was made to measure the conductivity of the skin, and the activity based on light blows to the arms. Measurement was delayed by 1 minute to let the body rest before receiving physical impulse. The total time taken for the measurement is 4 minutes. This prototype uses an Arduino Uno microcontroller as an analog to digital signal processor, and the results will be sent to a PC using Bluetooth HC-05 via a serial plotter for display. The purpose of this research is to develop a prototype portable GSR sensor for pain sensors in the human body. The additional value of this research is to use Bluetooth as a data transfer to make it easier to use. The results of this study succeeded in developing a prototype portable galvanic skin response with good sensor sensitivity by verifying the data using a commercial galvanic sensor module.","PeriodicalId":375166,"journal":{"name":"2020 International Conference on Smart Technology and Applications (ICoSTA)","volume":"2013 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116052854","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}
Pub Date : 2020-02-01DOI: 10.1109/ICoSTA48221.2020.1570611095
Enang Rusnandi, E. Winarko, Azhari Sn
There has been more content with various types needed by users. It comes from specific websites or databases. It causes a need to access the content through a retrieval system that can produce content that meets the demand. The existing searching applications still provide services aimed at only one particular modality, such as text, audio, or video. Therefore, research aimed at developing multimodal searching systems is still a significant opportunity in this field. In this paper, we review the multimodal information retrieval systems that have proposed in the previous research. And they discussed the components and mechanisms of the multimodal retrieval used by them. In this way, it will be clear on how they apply their approach to problem-solving on multimodality content searching. At the end of the discussion, there are some ideas or issues related to the problem.
{"title":"A Survey on Multimodal Information Retrieval Approach","authors":"Enang Rusnandi, E. Winarko, Azhari Sn","doi":"10.1109/ICoSTA48221.2020.1570611095","DOIUrl":"https://doi.org/10.1109/ICoSTA48221.2020.1570611095","url":null,"abstract":"There has been more content with various types needed by users. It comes from specific websites or databases. It causes a need to access the content through a retrieval system that can produce content that meets the demand. The existing searching applications still provide services aimed at only one particular modality, such as text, audio, or video. Therefore, research aimed at developing multimodal searching systems is still a significant opportunity in this field. In this paper, we review the multimodal information retrieval systems that have proposed in the previous research. And they discussed the components and mechanisms of the multimodal retrieval used by them. In this way, it will be clear on how they apply their approach to problem-solving on multimodality content searching. At the end of the discussion, there are some ideas or issues related to the problem.","PeriodicalId":375166,"journal":{"name":"2020 International Conference on Smart Technology and Applications (ICoSTA)","volume":"90 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121216660","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}
Pub Date : 2020-02-01DOI: 10.1109/icosta48221.2020.9079295
{"title":"ICoSTA 2020 Organizing Committee","authors":"","doi":"10.1109/icosta48221.2020.9079295","DOIUrl":"https://doi.org/10.1109/icosta48221.2020.9079295","url":null,"abstract":"","PeriodicalId":375166,"journal":{"name":"2020 International Conference on Smart Technology and Applications (ICoSTA)","volume":"115 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117252749","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}
Pub Date : 2020-02-01DOI: 10.1109/ICoSTA48221.2020.1570609975
A. N. Iman, T. Ahmad
To overcome the security problem of computer networks, the Intrusion Detection System (IDS) is developed. It is intended to identify an attack. Various types of IDS are built according to the environment: signature-based and anomaly-based. This second type of IDS can identify attacks that have not been known. In this case, machine learning is a possible method to develop an IDS model, which comprises many processes, including feature selection. The Boruta Algorithm is a feature selection method that is good enough to apply to machine learning. However, in its application on the NSL-KDD dataset, this algorithm has an infinite loop problem. This paper presents the analysis and estimation of random forest parameters, precisely the depth and number of trees; additionally, the use of entropy and Gini index as z-score in the Boruta Algorithm is considered. The experimental result shows that the proposed method can prevent the infinite loop, which indirectly improves the performance of the existing algorithm.
{"title":"Improving Intrusion Detection System by Estimating Parameters of Random Forest in Boruta","authors":"A. N. Iman, T. Ahmad","doi":"10.1109/ICoSTA48221.2020.1570609975","DOIUrl":"https://doi.org/10.1109/ICoSTA48221.2020.1570609975","url":null,"abstract":"To overcome the security problem of computer networks, the Intrusion Detection System (IDS) is developed. It is intended to identify an attack. Various types of IDS are built according to the environment: signature-based and anomaly-based. This second type of IDS can identify attacks that have not been known. In this case, machine learning is a possible method to develop an IDS model, which comprises many processes, including feature selection. The Boruta Algorithm is a feature selection method that is good enough to apply to machine learning. However, in its application on the NSL-KDD dataset, this algorithm has an infinite loop problem. This paper presents the analysis and estimation of random forest parameters, precisely the depth and number of trees; additionally, the use of entropy and Gini index as z-score in the Boruta Algorithm is considered. The experimental result shows that the proposed method can prevent the infinite loop, which indirectly improves the performance of the existing algorithm.","PeriodicalId":375166,"journal":{"name":"2020 International Conference on Smart Technology and Applications (ICoSTA)","volume":"51 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115823438","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}
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