Machine learning algorithms have recently become very popular for different tasks involving data analysis, classification or prediction. They can provide valuable knowledge for very large sets of data and can reach ve...
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Machine learning algorithms have recently become very popular for different tasks involving data analysis, classification or prediction. They can provide valuable knowledge for very large sets of data and can reach very good accuracy. However, most algorithms are sensitive to the nature of the data sets, as well as different calibrations which can lead to large differences in performance, accuracy or false positives. In this paper, a classification solution for imbalanced data sets containing information about defects of various trees is presented. The experimental results present a comparison that evaluates the classification performance of the Decision Tree, Random Forest, and Extremely Randomized Trees classifiers. The measures used in the comparison take into account weighted accuracy, precision, and recall for binary and multi-class classification.
This paper presents an adaptive video encoder that can be used to compare the behavior of different adaptation strategies using multiple actuators to steer the encoder towards a global goal, composed of multiple confl...
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Creativity tasks require specific imagery, memory and semantic processes, as it has been revealed by various neuroscientific studies. There is significant evidence that an increase of spectral power in the EEG alpha b...
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Crowd counting problem aims to count the number of objects within an image or a frame in the videos and is usually solved by estimating the density map generated from the object location annotations. The values in the...
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In this paper we investigate properties of the Perron exponents of diagonal discrete linear time-varying systems. We give necessary and sufficient conditions for a function / to be the Perron function of the considere...
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The paper deals with the new methodology of programming of sequential control systems in Lab VIEW language. By similarity to the SFC language and use of only a few defined blocks and connections, the proposed approach...
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The paper concerns research on the impact of ammonium tungstate additive in metallization baths on chemical properties of thin Ni-Cu-P resistive layers produced by means of chemical metallization. Material properties ...
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The paper presents stages of creating a measurement system for a light-weight electric vehicle of the Silesian Greenpower team. The aim of the work was to design a measuring device and mobile application for drivers a...
The paper presents stages of creating a measurement system for a light-weight electric vehicle of the Silesian Greenpower team. The aim of the work was to design a measuring device and mobile application for drivers and the team. The system itself consists of a measuring device, applications for Android and Windows. The purpose of the device was to provide information about the car in real time. The collected data is saved and displayed on the driver's phone. At the same time, the data is stored in a database, which allows the whole team to observe current parameters. Working of the measurement system has been described in the paper. Screenshots from individual applications, a specification of selected sensors and source code of the created applications have been presented. The summary of the project are graphs showing the smooth operation of the measurement system during races taking place on the Rockingham circuit in the UK.
We analyze the possibilities of using the cognitive radio standard IEEE 802.22. Temporarily unoccupied channels can be used for transferring information where 3GPP LTE service becomes impossible. The technology is ver...
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Decision makers in countries belonging to the Organization for Economic Cooperation and Development (OECD) and even those from non-OECD countries are prioritizing the evaluation of e-portal services. At present, gover...
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Decision makers in countries belonging to the Organization for Economic Cooperation and Development (OECD) and even those from non-OECD countries are prioritizing the evaluation of e-portal services. At present, governments are implementing programs to demonstrate the advantages of utilizing information and communication technologies in government administration. Using technology could result in internal efficiency and effectiveness of government actions. Evaluating the performance of the information system can reveal weak and strong points, which could be used in improving the system. For many years, scholars have pushed for assessing user satisfaction as a construct for evaluating such systems. Measuring the performance of the e-Government, which is the core of strategies employed by most Arab countries, could lead to the realization and application of the expected benefits of the system. Nonetheless, despite the popular use of e-Government services and applications worldwide, the assessment of electronic services in Iraq has been neglected in practical and theoretical aspects. Moreover, the new portal in Iraq, which is called "citizen e-Government," has decreased the number of citizens conducting business via electronic transactions. The portal design is complex and not user friendly. To respond to this need, this study assesses "Citizen E-Government Portal," which is a new portal in the Communications Directorate in Thi-Qar, according to employee perspective. The study used five constructs, namely, attractiveness, controllability, helpfulness, efficiency, and learnability, in the evaluation. Our findings revealed several weak points in the proposed e-portal, such as slow speed and unavailability of information needed by users. Hence, introductory explanations are needed to improve the proposed portal to increase user rate.
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