Pub Date : 2021-06-11DOI: 10.1109/HORA52670.2021.9461313
M. Khatun, Milin Patel, Rolf Jung, Michael Glass
In recent decades, research in both academic and industry has focused on the area of highly automated driving systems and is expected to do so in the near future. The scenario-based analysis is widely used in automated vehicles that requires simulation-based vehicle control estimation. One of the assist system is transverse guidance that is inescapable for highly automated driving system. The transverse guidance assist system deals with the longitudinal and lateral behavior of the vehicle. For a specific use case, merging functions like adaptive cruise control and lane keeping assist system are considered. The paper is focused on the development of transverse guidance that forms the combined lateral and longitudinal control of highly automated driving system like Lane Change maneuver planning in highway scenario. Moreover, the parameters are demonstrated for the model and performance of the model has been shown for the use case scenario. The proposed approach is then evaluated for a scenario in a simulation environment modeled using MATLAB/Simulink.
{"title":"A simulation-based analysis for a transverse guidance for highly automated driving functions","authors":"M. Khatun, Milin Patel, Rolf Jung, Michael Glass","doi":"10.1109/HORA52670.2021.9461313","DOIUrl":"https://doi.org/10.1109/HORA52670.2021.9461313","url":null,"abstract":"In recent decades, research in both academic and industry has focused on the area of highly automated driving systems and is expected to do so in the near future. The scenario-based analysis is widely used in automated vehicles that requires simulation-based vehicle control estimation. One of the assist system is transverse guidance that is inescapable for highly automated driving system. The transverse guidance assist system deals with the longitudinal and lateral behavior of the vehicle. For a specific use case, merging functions like adaptive cruise control and lane keeping assist system are considered. The paper is focused on the development of transverse guidance that forms the combined lateral and longitudinal control of highly automated driving system like Lane Change maneuver planning in highway scenario. Moreover, the parameters are demonstrated for the model and performance of the model has been shown for the use case scenario. The proposed approach is then evaluated for a scenario in a simulation environment modeled using MATLAB/Simulink.","PeriodicalId":270469,"journal":{"name":"2021 3rd International Congress on Human-Computer Interaction, Optimization and Robotic Applications (HORA)","volume":"121 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-06-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133951999","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 : 2021-06-11DOI: 10.1109/HORA52670.2021.9461347
Koray Kavlak, Yiğit Osman Taner
At this paper, a unique, domestic attack helicopter camera carrying and balancing system compliant with MIL-STD-810G military standards was designed. This system is designed with reference to the AH-1 Super Cobra type helicopter, which is also used by the Turkish Armed Forces. Thus, the data obtained as a result of the study both brought a dynamic camera system design unique to the scientific literature, and a design that could be an alternative to an existing product was created. This system has an important place in recording the operation and directing it live in helicopters or unmanned aerial vehicles. In order for the system camera to record the image clearly, to avoid any shifts or skips in the image, the mechanism is used to prevent backlash, reverse drive, vibration, etc. The system in accordance with MIL-STD-810G standards designed in this study was designed to fulfill these requirements. In addition, the fact that the system was designed for a helicopter in the inventory of the Turkish Armed Forces also gives this design a localization potential.
{"title":"Attack Helicopter Camera Carrying and Balancing System Design","authors":"Koray Kavlak, Yiğit Osman Taner","doi":"10.1109/HORA52670.2021.9461347","DOIUrl":"https://doi.org/10.1109/HORA52670.2021.9461347","url":null,"abstract":"At this paper, a unique, domestic attack helicopter camera carrying and balancing system compliant with MIL-STD-810G military standards was designed. This system is designed with reference to the AH-1 Super Cobra type helicopter, which is also used by the Turkish Armed Forces. Thus, the data obtained as a result of the study both brought a dynamic camera system design unique to the scientific literature, and a design that could be an alternative to an existing product was created. This system has an important place in recording the operation and directing it live in helicopters or unmanned aerial vehicles. In order for the system camera to record the image clearly, to avoid any shifts or skips in the image, the mechanism is used to prevent backlash, reverse drive, vibration, etc. The system in accordance with MIL-STD-810G standards designed in this study was designed to fulfill these requirements. In addition, the fact that the system was designed for a helicopter in the inventory of the Turkish Armed Forces also gives this design a localization potential.","PeriodicalId":270469,"journal":{"name":"2021 3rd International Congress on Human-Computer Interaction, Optimization and Robotic Applications (HORA)","volume":"86 ","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-06-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"120980396","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}
Chiadika Electrical & Computer Engr Mathematics department Electrical & Computer Engr Brunel University, Seoul National University Brunel University, London, United Kingded the Attention Routing CapsuleNet (AR CapsNet) as proposed by Jaewoong Choi et al. in Attention Routing between Capsules. The AR-CapsNet is an enhanced version of CapsNet which, uses a new and different routing and activation function. The unique routing style is Attention routing which, is simply capsules been routed, with the help an attention module and a fast-forward pass but, what is most important is that the spatial information is kept, which is the primary reason behind Capsules. Primarily, the in-built interpretation of the dynamic routing is finding a focal point of the prediction capsules. As well known, emphasis on preserving a vector orientation is what activation functions and its variant deal majorly on; the activation function used is capsule activation because it focuses is on how a capsule-scale activation function performs. The model was trained on the MNIST and CIFAR-10 datasets and classification tasked against AR CapsNet and CapsuleNet. The model showed almost accuracy with less training parameters and less training time.
由Jaewoong Choi等人在《capsule之间的Attention Routing》中提出的Attention Routing CapsuleNet (AR CapsNet)。AR-CapsNet是CapsNet的增强版本，它使用了新的和不同的路由和激活功能。独特的路由方式是注意路由，简单地说就是在一个注意模块和一个快进通道的帮助下，将胶囊路由，但最重要的是空间信息被保留，这是胶囊背后的主要原因。首先，动态路由的内置解释是找到预测胶囊的焦点。众所周知，强调保持矢量方向是激活函数及其变体主要处理的问题;使用的激活函数是胶囊激活，因为它关注的是胶囊级激活函数的执行方式。该模型在MNIST和CIFAR-10数据集上进行训练，并针对AR CapsNet和CapsuleNet进行分类任务。该模型在训练参数较少、训练时间较短的情况下具有较好的准确率。
{"title":"Improving Training time in Capsule Neural Network","authors":"Onyeachonam Dominic-Mario Chiadika, Moazhen Li, Jaewoong Choi","doi":"10.1109/HORA52670.2021.9461340","DOIUrl":"https://doi.org/10.1109/HORA52670.2021.9461340","url":null,"abstract":"Chiadika Electrical & Computer Engr Mathematics department Electrical & Computer Engr Brunel University, Seoul National University Brunel University, London, United Kingded the Attention Routing CapsuleNet (AR CapsNet) as proposed by Jaewoong Choi et al. in Attention Routing between Capsules. The AR-CapsNet is an enhanced version of CapsNet which, uses a new and different routing and activation function. The unique routing style is Attention routing which, is simply capsules been routed, with the help an attention module and a fast-forward pass but, what is most important is that the spatial information is kept, which is the primary reason behind Capsules. Primarily, the in-built interpretation of the dynamic routing is finding a focal point of the prediction capsules. As well known, emphasis on preserving a vector orientation is what activation functions and its variant deal majorly on; the activation function used is capsule activation because it focuses is on how a capsule-scale activation function performs. The model was trained on the MNIST and CIFAR-10 datasets and classification tasked against AR CapsNet and CapsuleNet. The model showed almost accuracy with less training parameters and less training time.","PeriodicalId":270469,"journal":{"name":"2021 3rd International Congress on Human-Computer Interaction, Optimization and Robotic Applications (HORA)","volume":"2 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-06-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124145187","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 : 2021-06-11DOI: 10.1109/HORA52670.2021.9461297
Siditë Duraj, Lekë Pepkolaj, Gerald Hoxha
Mathematics has always been one of the most challenging topics in education. Many factors come into play, one of which is the lack of use of what technology offers. The technology of drone aids learning that involves concrete experience such as a lab, observations and feedback, the formation of abstract concepts and the application or testing of this knowledge in a real-life context. This paper describes a theoretical framework outlining the use of drone technology in mathematics education in order to improve engagement and learning with the experimental learning method. In particular, it looks at the pedagogical aspect where drones can be used in combination with a variety of learning techniques and methods. The role of drones in mathematics education is seen in two aspects, the mathematics topics that make the drone work and the drone as a mathematical object in itself and as a medium that can construct mathematical objects. Various problems in trigonometry, geometry, linear algebra, differential equations and statistics can be covered. The basic design of the drone can be explored geometrically, the 2D and 3D model of a drone can be understood, designed and constructed. In the end, the study can be used for educators and researchers interested in the field of drone-based mathematics learning.
{"title":"Adopting Drone Technology in Mathematical Education","authors":"Siditë Duraj, Lekë Pepkolaj, Gerald Hoxha","doi":"10.1109/HORA52670.2021.9461297","DOIUrl":"https://doi.org/10.1109/HORA52670.2021.9461297","url":null,"abstract":"Mathematics has always been one of the most challenging topics in education. Many factors come into play, one of which is the lack of use of what technology offers. The technology of drone aids learning that involves concrete experience such as a lab, observations and feedback, the formation of abstract concepts and the application or testing of this knowledge in a real-life context. This paper describes a theoretical framework outlining the use of drone technology in mathematics education in order to improve engagement and learning with the experimental learning method. In particular, it looks at the pedagogical aspect where drones can be used in combination with a variety of learning techniques and methods. The role of drones in mathematics education is seen in two aspects, the mathematics topics that make the drone work and the drone as a mathematical object in itself and as a medium that can construct mathematical objects. Various problems in trigonometry, geometry, linear algebra, differential equations and statistics can be covered. The basic design of the drone can be explored geometrically, the 2D and 3D model of a drone can be understood, designed and constructed. In the end, the study can be used for educators and researchers interested in the field of drone-based mathematics learning.","PeriodicalId":270469,"journal":{"name":"2021 3rd International Congress on Human-Computer Interaction, Optimization and Robotic Applications (HORA)","volume":"16 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-06-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122533457","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 : 2021-06-11DOI: 10.1109/HORA52670.2021.9461390
Nabarun Halder, S. M. Rakibul Islam, Md. Sarwar Hosain, Eshtiak Ahmed, Ashraful Islam, S. R. H. Noori
The sudden spread of COVID-19 shut down educational institutions worldwide, and Bangladesh was no exception. Educational institutions were forced to start their activities online; there was no alternative to keep the students in the study. Although online education has been seen as part of a futuristic approach, its effectiveness and acceptability still remains questionable when it comes to institutional education. It’s yet to be investigated if online education can be as effective as contact teaching. We conducted an online survey to determine what students feel about online classes, how they accepted online classes, and how useful it was for them depending on their current situation. Our survey was open to everyone who has taken online classes during COVID-19, and the number of participants in our survey was 210. The survey provided with both qualitative and quantitative data which were then categorized into themes for analysis. Findings suggest, that most students feel that by rethinking the class style, if teachers can provide well-structured lecture content and have an equal focus on all students, it can be an alternative for them during emergency days.
{"title":"Efficacy and Acceptance of Virtual Classrooms During COVID-19: Bangladesh Perspective","authors":"Nabarun Halder, S. M. Rakibul Islam, Md. Sarwar Hosain, Eshtiak Ahmed, Ashraful Islam, S. R. H. Noori","doi":"10.1109/HORA52670.2021.9461390","DOIUrl":"https://doi.org/10.1109/HORA52670.2021.9461390","url":null,"abstract":"The sudden spread of COVID-19 shut down educational institutions worldwide, and Bangladesh was no exception. Educational institutions were forced to start their activities online; there was no alternative to keep the students in the study. Although online education has been seen as part of a futuristic approach, its effectiveness and acceptability still remains questionable when it comes to institutional education. It’s yet to be investigated if online education can be as effective as contact teaching. We conducted an online survey to determine what students feel about online classes, how they accepted online classes, and how useful it was for them depending on their current situation. Our survey was open to everyone who has taken online classes during COVID-19, and the number of participants in our survey was 210. The survey provided with both qualitative and quantitative data which were then categorized into themes for analysis. Findings suggest, that most students feel that by rethinking the class style, if teachers can provide well-structured lecture content and have an equal focus on all students, it can be an alternative for them during emergency days.","PeriodicalId":270469,"journal":{"name":"2021 3rd International Congress on Human-Computer Interaction, Optimization and Robotic Applications (HORA)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-06-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125533261","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 : 2021-06-11DOI: 10.1109/HORA52670.2021.9461379
Ali Riza Sapmaz, S. Dilibal, Can Ozbaran, Mert Gercek
In this study, the flapping pectoral fin structure of the manta ray has been mimicked with radial scissor mechanisms. The flapping behavior for swimming is configured via generative design using two different scissor mechanisms. The bioinspired four-cell and six-cell robotic fin structures are designed, analyzed and additively manufactured for comparison purpose. Experimental and numerical analysis are conducted to unveil the displacement, and stress distribution parameters for both structures. A comparison is made between the experimental and numerical analysis results.
{"title":"Development of Bioinspired Robotic Pectoral Fin Structure Using Radial Scissor Mechanism","authors":"Ali Riza Sapmaz, S. Dilibal, Can Ozbaran, Mert Gercek","doi":"10.1109/HORA52670.2021.9461379","DOIUrl":"https://doi.org/10.1109/HORA52670.2021.9461379","url":null,"abstract":"In this study, the flapping pectoral fin structure of the manta ray has been mimicked with radial scissor mechanisms. The flapping behavior for swimming is configured via generative design using two different scissor mechanisms. The bioinspired four-cell and six-cell robotic fin structures are designed, analyzed and additively manufactured for comparison purpose. Experimental and numerical analysis are conducted to unveil the displacement, and stress distribution parameters for both structures. A comparison is made between the experimental and numerical analysis results.","PeriodicalId":270469,"journal":{"name":"2021 3rd International Congress on Human-Computer Interaction, Optimization and Robotic Applications (HORA)","volume":"72 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-06-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121033956","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 : 2021-06-11DOI: 10.1109/HORA52670.2021.9461288
Koray Kavlak, Yiğit Osman Taner
Multi legged robots in mobile robots have a wide range of use in the defense and space industry, in places harmful to human health, such as earthquake zones. The advantage of legged robots is that they can reach places that are inaccessible to wheeled and tracked robots. By modelling the physical structure of legged animals, mobile robots are designed and manufactured. In this paper, a mobile robot with Klann walking mechanism was modelled in SolidWorks program. Eight legs were preferred to ensure balance and prevent vibration in walking mechanism. Parts such as gear, shaft, disc, battery and motor are used in robot design. The coupler curve at the position where the Klann walking mechanism contact the ground has been drawn in the Cinderella program. Stress and strain values were found as a result of the strength analysis of the mobile robot, and natural frequency values were found as a result of the modal analysis.
{"title":"Strength and Modal Analysis of Mobile Robot with Klann Walking Mechanism","authors":"Koray Kavlak, Yiğit Osman Taner","doi":"10.1109/HORA52670.2021.9461288","DOIUrl":"https://doi.org/10.1109/HORA52670.2021.9461288","url":null,"abstract":"Multi legged robots in mobile robots have a wide range of use in the defense and space industry, in places harmful to human health, such as earthquake zones. The advantage of legged robots is that they can reach places that are inaccessible to wheeled and tracked robots. By modelling the physical structure of legged animals, mobile robots are designed and manufactured. In this paper, a mobile robot with Klann walking mechanism was modelled in SolidWorks program. Eight legs were preferred to ensure balance and prevent vibration in walking mechanism. Parts such as gear, shaft, disc, battery and motor are used in robot design. The coupler curve at the position where the Klann walking mechanism contact the ground has been drawn in the Cinderella program. Stress and strain values were found as a result of the strength analysis of the mobile robot, and natural frequency values were found as a result of the modal analysis.","PeriodicalId":270469,"journal":{"name":"2021 3rd International Congress on Human-Computer Interaction, Optimization and Robotic Applications (HORA)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-06-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128771113","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 : 2021-06-11DOI: 10.1109/HORA52670.2021.9461369
V. Chobanov
The quality of the power supply is a basic prerequisite both for the proper functioning of electrical devices and for reducing the risk of accidents and technological interruptions. The pressure for an increasing share of RES imposes the need for electricity distribution companies to connect more power plants, but this pressure leads to an increase in the risk of quality electricity supply and at the same time is a prerequisite for financial losses when investing in renewable energy sources due to lack of congestion management. The problems that lead to these risks are the subject of this article, considering the impact they have not only on investments in new power plants, but also on already connected ones, as well as on electricity consumers.
{"title":"Power Quality and financial risk for RES investments","authors":"V. Chobanov","doi":"10.1109/HORA52670.2021.9461369","DOIUrl":"https://doi.org/10.1109/HORA52670.2021.9461369","url":null,"abstract":"The quality of the power supply is a basic prerequisite both for the proper functioning of electrical devices and for reducing the risk of accidents and technological interruptions. The pressure for an increasing share of RES imposes the need for electricity distribution companies to connect more power plants, but this pressure leads to an increase in the risk of quality electricity supply and at the same time is a prerequisite for financial losses when investing in renewable energy sources due to lack of congestion management. The problems that lead to these risks are the subject of this article, considering the impact they have not only on investments in new power plants, but also on already connected ones, as well as on electricity consumers.","PeriodicalId":270469,"journal":{"name":"2021 3rd International Congress on Human-Computer Interaction, Optimization and Robotic Applications (HORA)","volume":"29 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-06-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115573367","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 : 2021-06-11DOI: 10.1109/HORA52670.2021.9461290
Amal Alzahrani, N. Beloff, Martin White
The mobile industry is one of the rapidly growing markets in the world. This has created a unique platform for delivering mobile network-based social and financial services. Mobile banking is the best and last banking platform that provides value-added services anytime and anywhere with a reduction in effort, time, and money. However, there is a decrease in the adoption rate of these services in Arabian countries, including Saudi Arabia. Although there have been several studies to determine factors influencing the adoption of these services worldwide, few studies have been done in this part of the world. This paper considers the current literature on mobile banking to investigate the factors that increase mobile banking adoption in Saudi Arabia. We propose a new integrative model for mobile banking adoption (IMMBA) that combines and expands the IS Success and UTAUT2 models to include factors that account for Perceived Trust, Perceived Privacy, and Perceived Compatibility. IMMBA provides a comprehensive analysis of the current challenges of mobile banking adoption in Saudi Arabia. Identifying the factors that affect mobile banking adoption and understanding the relationships between them will help banks, particularly in Saudi Arabia, to lay a roadmap for the proper implementation of it following the perceptions of their customers.
{"title":"IMMBA – An Integrative Model for Mobile Banking Adoption: The Case of Saudi Arabia","authors":"Amal Alzahrani, N. Beloff, Martin White","doi":"10.1109/HORA52670.2021.9461290","DOIUrl":"https://doi.org/10.1109/HORA52670.2021.9461290","url":null,"abstract":"The mobile industry is one of the rapidly growing markets in the world. This has created a unique platform for delivering mobile network-based social and financial services. Mobile banking is the best and last banking platform that provides value-added services anytime and anywhere with a reduction in effort, time, and money. However, there is a decrease in the adoption rate of these services in Arabian countries, including Saudi Arabia. Although there have been several studies to determine factors influencing the adoption of these services worldwide, few studies have been done in this part of the world. This paper considers the current literature on mobile banking to investigate the factors that increase mobile banking adoption in Saudi Arabia. We propose a new integrative model for mobile banking adoption (IMMBA) that combines and expands the IS Success and UTAUT2 models to include factors that account for Perceived Trust, Perceived Privacy, and Perceived Compatibility. IMMBA provides a comprehensive analysis of the current challenges of mobile banking adoption in Saudi Arabia. Identifying the factors that affect mobile banking adoption and understanding the relationships between them will help banks, particularly in Saudi Arabia, to lay a roadmap for the proper implementation of it following the perceptions of their customers.","PeriodicalId":270469,"journal":{"name":"2021 3rd International Congress on Human-Computer Interaction, Optimization and Robotic Applications (HORA)","volume":"47 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-06-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114307450","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 : 2021-06-11DOI: 10.1109/HORA52670.2021.9461333
Tsvetelina Mladenova, Irena Valova
The problem with fake news and click-bait headlines is not new. Despite that this kind of news has existed for many years now, it was just a few years ago that the focus of the scientific community turned to them. Even though there is quite a lot of research on the topic of detecting fake news in general, there is a limited number of studies on fake news in Cyrillic. This paper focuses on the classification of fake news and click-bait headlines from Bulgarian Facebook Pages. The KNN machine-learning algorithm is chosen and four different distance metrics are tested and analyzed.
{"title":"Analysis of the KNN Classifier Distance Metrics for Bulgarian Fake News Detection","authors":"Tsvetelina Mladenova, Irena Valova","doi":"10.1109/HORA52670.2021.9461333","DOIUrl":"https://doi.org/10.1109/HORA52670.2021.9461333","url":null,"abstract":"The problem with fake news and click-bait headlines is not new. Despite that this kind of news has existed for many years now, it was just a few years ago that the focus of the scientific community turned to them. Even though there is quite a lot of research on the topic of detecting fake news in general, there is a limited number of studies on fake news in Cyrillic. This paper focuses on the classification of fake news and click-bait headlines from Bulgarian Facebook Pages. The KNN machine-learning algorithm is chosen and four different distance metrics are tested and analyzed.","PeriodicalId":270469,"journal":{"name":"2021 3rd International Congress on Human-Computer Interaction, Optimization and Robotic Applications (HORA)","volume":"31 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-06-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114359179","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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