Pub Date : 1900-01-01DOI: 10.1109/SAMI.2017.7880300
D. Drexler, Johanna Sápi, L. Kovács
Modeling the tumor growth under angiogenic inhibition is an important step towards designing tumor treatment therapies based on mathematical tools. Our goal is to create a model for tumor growth that describes the underlying physiological processes adequately while being as simple as possible. We propose a second-order model containing linear terms and one bilinear term modeling the dynamics of tumor volume and inhibitor level, and work out the parametric identification process for the model. The parametric identification of the model is done using measurements from experiments on C57Bl/6 mice with C38 colon adenocarcinoma treated with bevacizumab. The control group of the mice received one injection at the beginning of the experiment, these measurement data are used for parametric identification, while the case group of mice received injection at each day of the treatment, these measurements are used to validate the model. The validation showed that the proposed model is capable of describing the tumor growth dynamics.
{"title":"A minimal model of tumor growth with angiogenic inhibition using bevacizumab","authors":"D. Drexler, Johanna Sápi, L. Kovács","doi":"10.1109/SAMI.2017.7880300","DOIUrl":"https://doi.org/10.1109/SAMI.2017.7880300","url":null,"abstract":"Modeling the tumor growth under angiogenic inhibition is an important step towards designing tumor treatment therapies based on mathematical tools. Our goal is to create a model for tumor growth that describes the underlying physiological processes adequately while being as simple as possible. We propose a second-order model containing linear terms and one bilinear term modeling the dynamics of tumor volume and inhibitor level, and work out the parametric identification process for the model. The parametric identification of the model is done using measurements from experiments on C57Bl/6 mice with C38 colon adenocarcinoma treated with bevacizumab. The control group of the mice received one injection at the beginning of the experiment, these measurement data are used for parametric identification, while the case group of mice received injection at each day of the treatment, these measurements are used to validate the model. The validation showed that the proposed model is capable of describing the tumor growth dynamics.","PeriodicalId":105599,"journal":{"name":"2017 IEEE 15th International Symposium on Applied Machine Intelligence and Informatics (SAMI)","volume":"2 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127964544","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 : 1900-01-01DOI: 10.1109/SAMI.2017.7880336
Mejdi Ben Dkhil, Nidhal Chawech, A. Wali, A. Alimi
In this paper, we present the important role of alpha band for the evaluation of the drowsiness degree. By filtering the alpha band and by using the power spectral density of that same band, our data were analyzed using the percentiles as measures of dispersion. A threshold discriminating the two states was found, which helped to highlight the area of the brain responsible for the state of drowsiness for driver. So, in this work, we look to develop a drowsiness monitoring system in the goal to participate in reducing of the big number of road accidents to estimate the drowsiness level by analysis of EEG (electroencephalography) signals records. Finally, the algorithm developed in this work has been tested on twelve samples from the Physionet sleep-EDF database.
{"title":"Towards an automatic drowsiness detection system by evaluating the alpha band of EEG signals","authors":"Mejdi Ben Dkhil, Nidhal Chawech, A. Wali, A. Alimi","doi":"10.1109/SAMI.2017.7880336","DOIUrl":"https://doi.org/10.1109/SAMI.2017.7880336","url":null,"abstract":"In this paper, we present the important role of alpha band for the evaluation of the drowsiness degree. By filtering the alpha band and by using the power spectral density of that same band, our data were analyzed using the percentiles as measures of dispersion. A threshold discriminating the two states was found, which helped to highlight the area of the brain responsible for the state of drowsiness for driver. So, in this work, we look to develop a drowsiness monitoring system in the goal to participate in reducing of the big number of road accidents to estimate the drowsiness level by analysis of EEG (electroencephalography) signals records. Finally, the algorithm developed in this work has been tested on twelve samples from the Physionet sleep-EDF database.","PeriodicalId":105599,"journal":{"name":"2017 IEEE 15th International Symposium on Applied Machine Intelligence and Informatics (SAMI)","volume":"24 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132672853","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 : 1900-01-01DOI: 10.1109/SAMI.2017.7880340
S. Szénási, I. Felde
Solving the inverse heat conduction problem is the key to determining heat flux on the surface of an object. Unfortunately, it is a typical ill-posed problem, as only numerical approximation methods are available for finding an approximate solution. It is common to use some heuristic methods, such as genetic algorithms, particle swarm optimisation, etc. Although the main mechanisms of these approaches are well-known, the practical implementations raise several questions about the free parameters (population size, elitism, mutation probability/range, etc.). This paper presents the results of several experimental tests to find the appropriate attributes of a genetic algorithm based approach to quickly and reliably solve the inverse heat conduction problem.
{"title":"Configuring genetic algorithm to solve the inverse heat conduction problem","authors":"S. Szénási, I. Felde","doi":"10.1109/SAMI.2017.7880340","DOIUrl":"https://doi.org/10.1109/SAMI.2017.7880340","url":null,"abstract":"Solving the inverse heat conduction problem is the key to determining heat flux on the surface of an object. Unfortunately, it is a typical ill-posed problem, as only numerical approximation methods are available for finding an approximate solution. It is common to use some heuristic methods, such as genetic algorithms, particle swarm optimisation, etc. Although the main mechanisms of these approaches are well-known, the practical implementations raise several questions about the free parameters (population size, elitism, mutation probability/range, etc.). This paper presents the results of several experimental tests to find the appropriate attributes of a genetic algorithm based approach to quickly and reliably solve the inverse heat conduction problem.","PeriodicalId":105599,"journal":{"name":"2017 IEEE 15th International Symposium on Applied Machine Intelligence and Informatics (SAMI)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131106224","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 : 1900-01-01DOI: 10.1109/SAMI.2017.7880316
Árpád Takács, P. Galambos, I. Rudas, T. Haidegger
The task to distinguish between soft tissues by testing their mechanical properties is often referred to as the primary cognitive role of haptic devices. It is a common view that today's surgical simulators that are using haptic interfaces should rely on simple mechanical models of soft tissues, instead of complex, parameterized finite element models, thus enhancing real-time operation and focusing on the most representative mechanical effects. This paper proposes a user-trial validation method for tissue models and their polytopic representation by creating an experimental framework for soft tissue characterization, using the da Vinci Research Kit. The characterization methdodology relies on haptic feedback from the manipulated real tissue, extending the functionality of surgical simulators using virtual tissue models created by the previously proposed soft tissue modeling method. Results showed that the tissue model represents the tissue behavior sufficiently well for use in haptic simulators, based on user experience. Furthermore, it was concluded that silicon phantoms can mimic the behavior of real tissues in various surgical scenarios, especially when using teleoperation manipulation.
{"title":"A novel methodology for usability assesment of rheological soft tissue models","authors":"Árpád Takács, P. Galambos, I. Rudas, T. Haidegger","doi":"10.1109/SAMI.2017.7880316","DOIUrl":"https://doi.org/10.1109/SAMI.2017.7880316","url":null,"abstract":"The task to distinguish between soft tissues by testing their mechanical properties is often referred to as the primary cognitive role of haptic devices. It is a common view that today's surgical simulators that are using haptic interfaces should rely on simple mechanical models of soft tissues, instead of complex, parameterized finite element models, thus enhancing real-time operation and focusing on the most representative mechanical effects. This paper proposes a user-trial validation method for tissue models and their polytopic representation by creating an experimental framework for soft tissue characterization, using the da Vinci Research Kit. The characterization methdodology relies on haptic feedback from the manipulated real tissue, extending the functionality of surgical simulators using virtual tissue models created by the previously proposed soft tissue modeling method. Results showed that the tissue model represents the tissue behavior sufficiently well for use in haptic simulators, based on user experience. Furthermore, it was concluded that silicon phantoms can mimic the behavior of real tissues in various surgical scenarios, especially when using teleoperation manipulation.","PeriodicalId":105599,"journal":{"name":"2017 IEEE 15th International Symposium on Applied Machine Intelligence and Informatics (SAMI)","volume":"38 3","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"120893287","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 : 1900-01-01DOI: 10.1109/SAMI.2017.7880306
Juhasova Bohuslava, Juhás Martin, Halenar Igor
Communication and possibilities of flexible manufacturing systems control through a variety of communication protocols are described in this article. The main core of the article is to design robotic cells control by using the standard Ethernet (non-RT) while maintaining safety and quality of production, and the system is able to dynamically respond to changes in the production process. The core of the practical part is to design communication via the TCP/IP and socket technology, robot software design and the result of trials performed under real conditions in a heterogeneous environment of the production line with multiple types of robots and conveyor belt.
{"title":"TCP/IP protocol utilisation in process of dynamic control of robotic cell according industry 4.0 concept","authors":"Juhasova Bohuslava, Juhás Martin, Halenar Igor","doi":"10.1109/SAMI.2017.7880306","DOIUrl":"https://doi.org/10.1109/SAMI.2017.7880306","url":null,"abstract":"Communication and possibilities of flexible manufacturing systems control through a variety of communication protocols are described in this article. The main core of the article is to design robotic cells control by using the standard Ethernet (non-RT) while maintaining safety and quality of production, and the system is able to dynamically respond to changes in the production process. The core of the practical part is to design communication via the TCP/IP and socket technology, robot software design and the result of trials performed under real conditions in a heterogeneous environment of the production line with multiple types of robots and conveyor belt.","PeriodicalId":105599,"journal":{"name":"2017 IEEE 15th International Symposium on Applied Machine Intelligence and Informatics (SAMI)","volume":"21 1-2","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"120918640","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 : 1900-01-01DOI: 10.1109/SAMI.2017.7880359
E. Kajati, M. Miskuf, P. Papcun
This article focuses on the business analytics and data analysis by application of the advanced tools, technologies and methods of Business Intelligence (BI). These tools enable companies to gain competitive advantage and improve their processes. We had data from the biggest steel factory in Slovakia. In papers [1], [2] we worked with BI solutions and there was request that all reports have to be in formats supported by Microsoft Excel. In this paper, we decided to use Excel and Add-ins like Power Query, Power Pivot, Power View, Power Map, and Power BI for advanced business analysis. Sequentially with the selected Excel Add-ins and based on the available data a complete management information system has been created, capable respond to various queries.
本文重点介绍了应用商业智能(BI)的先进工具、技术和方法进行业务分析和数据分析。这些工具使公司能够获得竞争优势并改进其流程。我们有斯洛伐克最大的钢铁厂的数据。在[1]和[2]论文中，我们使用了BI解决方案，并要求所有报告都必须使用Microsoft Excel支持的格式。在本文中，我们决定使用Excel和插件，如Power Query, Power Pivot, Power View, Power Map和Power BI进行高级业务分析。依次使用选定的Excel Add-ins并根据可用数据创建了一个完整的管理信息系统，能够响应各种查询。
{"title":"Advanced analysis of manufacturing data in Excel and its Add-ins","authors":"E. Kajati, M. Miskuf, P. Papcun","doi":"10.1109/SAMI.2017.7880359","DOIUrl":"https://doi.org/10.1109/SAMI.2017.7880359","url":null,"abstract":"This article focuses on the business analytics and data analysis by application of the advanced tools, technologies and methods of Business Intelligence (BI). These tools enable companies to gain competitive advantage and improve their processes. We had data from the biggest steel factory in Slovakia. In papers [1], [2] we worked with BI solutions and there was request that all reports have to be in formats supported by Microsoft Excel. In this paper, we decided to use Excel and Add-ins like Power Query, Power Pivot, Power View, Power Map, and Power BI for advanced business analysis. Sequentially with the selected Excel Add-ins and based on the available data a complete management information system has been created, capable respond to various queries.","PeriodicalId":105599,"journal":{"name":"2017 IEEE 15th International Symposium on Applied Machine Intelligence and Informatics (SAMI)","volume":"124 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116330822","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 : 1900-01-01DOI: 10.1109/SAMI.2017.7880362
S. Lamnini, P. Kádár
Oil for electricity generation, burning of coal, heat production is the largest sources of greenhouse emission that cause climate change worldwide. Therefore the diffusion of solar PV technologies has become a crucial component for both climate change mitigation and adaptation of the electrical system on a global scale. In this survey, we analyzed the state of the art of the present large scale Photovoltaic application (technology, size, efficiency, cost). We investigated also in detail the commercially available new PV technologies, e.g.: Thin film, Dye-sensitized solar cells (DSSC), organic PV cells (OPV), and their near future's application perspectives. Finally, this paper summarizes the research findings of the new PV technologies' challenge that need to be overcome, on particular stability, efficiency, lifetime and degradation. In order to realize their potential as an economically viable path to harvesting energy from sunlight.
{"title":"Survey on perspectives of PV technology and their applications","authors":"S. Lamnini, P. Kádár","doi":"10.1109/SAMI.2017.7880362","DOIUrl":"https://doi.org/10.1109/SAMI.2017.7880362","url":null,"abstract":"Oil for electricity generation, burning of coal, heat production is the largest sources of greenhouse emission that cause climate change worldwide. Therefore the diffusion of solar PV technologies has become a crucial component for both climate change mitigation and adaptation of the electrical system on a global scale. In this survey, we analyzed the state of the art of the present large scale Photovoltaic application (technology, size, efficiency, cost). We investigated also in detail the commercially available new PV technologies, e.g.: Thin film, Dye-sensitized solar cells (DSSC), organic PV cells (OPV), and their near future's application perspectives. Finally, this paper summarizes the research findings of the new PV technologies' challenge that need to be overcome, on particular stability, efficiency, lifetime and degradation. In order to realize their potential as an economically viable path to harvesting energy from sunlight.","PeriodicalId":105599,"journal":{"name":"2017 IEEE 15th International Symposium on Applied Machine Intelligence and Informatics (SAMI)","volume":"47 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121574259","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 : 1900-01-01DOI: 10.1109/SAMI.2017.7880309
A. Bencsik, M. Lendvay, G. Kártyás, J. Gáti, F. Hegyesi
In architecture, in special tasks of industrial robotics applications, in navigation and control systems of military technology, in solution for manipulation problems of space exploration in many cases we have to deal with definition, measurement of specified points of space. From measurement technology point of view, it is regarded as a classical solution to solve a problem by application of calculation according to the principle of three-dimensional triangulation. A newer possible solution is provided by application of imaging systems, which may give good results with proper software support. In our article we deal with measurement technology problems of a special area. Measurement of parameters of spectacle elements for pyrotechnics is important from the point of view of qualification of applied pyrotechnical tool and of programming of the planned effect. We will describe the results of development by introduction of experiments of parameters according to a new measurement procedure and by comparative analysis of them.
{"title":"Video-based measurement system of parameters of the pyrotechnic effect","authors":"A. Bencsik, M. Lendvay, G. Kártyás, J. Gáti, F. Hegyesi","doi":"10.1109/SAMI.2017.7880309","DOIUrl":"https://doi.org/10.1109/SAMI.2017.7880309","url":null,"abstract":"In architecture, in special tasks of industrial robotics applications, in navigation and control systems of military technology, in solution for manipulation problems of space exploration in many cases we have to deal with definition, measurement of specified points of space. From measurement technology point of view, it is regarded as a classical solution to solve a problem by application of calculation according to the principle of three-dimensional triangulation. A newer possible solution is provided by application of imaging systems, which may give good results with proper software support. In our article we deal with measurement technology problems of a special area. Measurement of parameters of spectacle elements for pyrotechnics is important from the point of view of qualification of applied pyrotechnical tool and of programming of the planned effect. We will describe the results of development by introduction of experiments of parameters according to a new measurement procedure and by comparative analysis of them.","PeriodicalId":105599,"journal":{"name":"2017 IEEE 15th International Symposium on Applied Machine Intelligence and Informatics (SAMI)","volume":"21 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114299820","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 : 1900-01-01DOI: 10.1109/SAMI.2017.7880288
Elena N. Cherepovskaya, A. Lyamin
During the last decade many information systems started applying various biometric identification modules. This type of identification is secure and provides a real possibility to protect a system from an unapproved access. The paper presents a newly developed biometric identification approach that is suitable for many biometric signals. This work describes an evaluation of the approach on low-frequency eye tracking data that had been collected using 30Hz eye tracker as well as a MATLAB library realizing the approach that had been developed.
{"title":"An evaluation of biometrie identification approach on low-frequency eye tracking data","authors":"Elena N. Cherepovskaya, A. Lyamin","doi":"10.1109/SAMI.2017.7880288","DOIUrl":"https://doi.org/10.1109/SAMI.2017.7880288","url":null,"abstract":"During the last decade many information systems started applying various biometric identification modules. This type of identification is secure and provides a real possibility to protect a system from an unapproved access. The paper presents a newly developed biometric identification approach that is suitable for many biometric signals. This work describes an evaluation of the approach on low-frequency eye tracking data that had been collected using 30Hz eye tracker as well as a MATLAB library realizing the approach that had been developed.","PeriodicalId":105599,"journal":{"name":"2017 IEEE 15th International Symposium on Applied Machine Intelligence and Informatics (SAMI)","volume":"5 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126904421","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 : 1900-01-01DOI: 10.1109/SAMI.2017.7880291
D. Novak, D. Kocur, J. Demcak
In the past period, great efforts have been made to develop the methods for the detection of human beings based on a monitoring their respiratory motion. For that purpose, ultra-wideband sensors (radars) operating in the frequency band DC-5GHz can be used with advantage. The basic principle of respiratory motion detection consists in the identification of sensor signal components possessing a significant power in the frequency band 0.2–0.7 Hz (frequency band of a human respiratory rate) corresponding to a constant range between the target and radar. However, the problem of person localization associated with the estimation of their breathing rate has not been studied deeply. In order to fill this gap, an approach for a joint localization and breathing rate estimation of a person will be introduced in this chapter. For that purpose, a combination of a method for the static person localization based on power-spectrum estimation using Welch periodogram referred to as WP-STAPELOC method and the Welch periodogram, MUSIC algorithm and Burg methods for the estimation of a fundamental harmonic of respiratory motion will be introduced. The performance of proposed procedure will be evaluated using a data obtained at experimental scenario. Moreover, a reference measurement will be performed in order to compare the results from UWB radar with the results from the optical sensor.
{"title":"Static person detection and localization with estimation of person's breathing rate using single multistatic UWB radar","authors":"D. Novak, D. Kocur, J. Demcak","doi":"10.1109/SAMI.2017.7880291","DOIUrl":"https://doi.org/10.1109/SAMI.2017.7880291","url":null,"abstract":"In the past period, great efforts have been made to develop the methods for the detection of human beings based on a monitoring their respiratory motion. For that purpose, ultra-wideband sensors (radars) operating in the frequency band DC-5GHz can be used with advantage. The basic principle of respiratory motion detection consists in the identification of sensor signal components possessing a significant power in the frequency band 0.2–0.7 Hz (frequency band of a human respiratory rate) corresponding to a constant range between the target and radar. However, the problem of person localization associated with the estimation of their breathing rate has not been studied deeply. In order to fill this gap, an approach for a joint localization and breathing rate estimation of a person will be introduced in this chapter. For that purpose, a combination of a method for the static person localization based on power-spectrum estimation using Welch periodogram referred to as WP-STAPELOC method and the Welch periodogram, MUSIC algorithm and Burg methods for the estimation of a fundamental harmonic of respiratory motion will be introduced. The performance of proposed procedure will be evaluated using a data obtained at experimental scenario. Moreover, a reference measurement will be performed in order to compare the results from UWB radar with the results from the optical sensor.","PeriodicalId":105599,"journal":{"name":"2017 IEEE 15th International Symposium on Applied Machine Intelligence and Informatics (SAMI)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129571876","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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