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                  <text>International Journal of Interactive Mobile Technologies (iJIM)</text>
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                <text>Aljammal, Ashraf H.</text>
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                <text>taamneh , Salah</text>
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                <text>Qawasmeh, Ahmad</text>
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                <text>Bani Salameh, Hani</text>
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                <text>2023-03-07</text>
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                <text>Nowadays, individuals and organizations are&amp;nbsp;increasingly&amp;nbsp;targeted by phishing attacks,&amp;nbsp;so&amp;nbsp;an accurate phishing detection&amp;nbsp;system&amp;nbsp;is&amp;nbsp;required. Therefore, many phishing detection techniques have been proposed as well as phishing datasets have been collected. In this paper, three datasets have been used to train and test machine learning classifiers. The datasets have been archived by Phish-Tank and UCI Machine Learning Repository. Furthermore, Information Gain algorithm have been used for features reduction and selection purpose. In addition, six machine learning classifiers have been evaluated, namely NaiveBayes, ANN, DecisionStump, KNN, J48 and RandomForest. However, the classifiers have been trained and tested over the three datasets in two stages. The first stage is using all features included in each dataset while the second stage using selected features by IG algorithm. At the first stage RandomForest classifier has shown the best performance over Dataset-1 and Dataset-2, while J48 has shown the best performance over Dataset-3. On the other hand, after features selection, the RandomForest classifier was the superior among the other five classifiers over Dataset-1 and Dataset-2 with accuracy of 98% and 93.66% respectively. While ANN classifier has shown the best performance with accuracy of 88.92% over Dataset-3. Because of the few number of instances as well as features in Dataset-3 comparing to the other two dataset; the performance of the classifiers has been affected.</text>
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                <text>https://online-journals.org/index.php/i-jim/article/view/37575/12813</text>
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                <text>Copyright (c) 2023 Ashraf Hamdan Aljammal</text>
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                <text>International Journal of Interactive Mobile Technologies (iJIM); Vol. 17 No. 05 (2023); pp. 71-83</text>
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                <text>1865-7923</text>
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                <text>Phishing attack, phishing attack detection, Cybersecurity, Machine Learning, Web security</text>
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                <text>Machine Learning Based Phishing Attacks Detection Using Multiple Datasets</text>
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                <text>Alegre-Veliz, Rosa</text>
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                <text>Menéndez Mueras, Rosa</text>
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                <text>Chávez Herrera, Carlos</text>
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                <text>At present, sentiment analysis has become a trend; above all, in digital product development companies, as it is essential for rapid and automatic analysis. Sentiment analysis deals with emotions with the help of software, and it is playing an unavoidable role in workplaces. The constant growth of social networks, especially the Twitter social network, has made the ability to understand and comprehend users or clients take a greater scope regarding their needs; and therefore, increase the complexity of analysis of this social network, causing excessive expenses in time, personnel and money. This work presents a solution through the application of Machine Learning (ML) for sentiment analysis and thus improve analysis, execution time and customer satisfaction. The scope of this research is limited to using the Support Vector Machine (SVM) supervised learning technique for the intended analysis. The model derives from the ML technique making use of cross validation. The applied methodology is the CRISP-ML(Q) Methodology. The results show that the use of ML allows efficient sentiment analysis in Twitter communications.</text>
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                <text>https://online-journals.org/index.php/i-jim/article/view/35493</text>
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                <text>https://online-journals.org/index.php/i-jim/article/view/35493/12461</text>
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                <text>Copyright (c) 2022 Javier Gamboa-Cruzado, Alegre-Veliz, Pedro Gaspar-Ortiz, Liset Rodriguez Baca, Waldy Grandez Pizarro, Rosa Menéndez Mueras, Carlos Chávez Herrera</text>
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                <text>International Journal of Interactive Mobile Technologies (iJIM); Vol. 16 No. 24 (2022); pp. 126-142</text>
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                <text>1865-7923</text>
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                <text>algorithms</text>
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                <text>feelings</text>
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                <text>Machine Learning for Feeling Analysis in Twitter Communications: A Case Study in HEYDRU!, Perú</text>
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                  <text>International Journal of Interactive Mobile Technologies (iJIM)</text>
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      <name>Dataset</name>
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                <text>Dirin, Amir</text>
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                <text>Saballe, Charlese Adriana</text>
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                <text>Selecting a proper study path in higher education is a difficult task for many students. They either have a lack of knowledge on the study path offered or are unsure of their interest in the various options. The current educational setups enable us to collect valid and reliable data on student success and learning behaviour. This study explores and solves the problem of what path to select by proposing possible study paths with the help of machine learning algorithms.  Learning analytics (LA) and educational data mining (EDM) are technologies that aid in the analysis of educational data. In this quantitative study, we applied a questionnaire to collect data from students at the Business Information Technology Department (Bite) at the Haaga-Helia University of Applied Science. We managed to collect 101 samples from students during 2017–2018. We used various machine learning algorithms and prediction models to assess the best approach for study path selection.  We applied three performance scores of accuracy, Cohen’s Kappa, and ROC curve to measure the accuracy of the algorithm results. KNIME analytics was selected as a proper tool to pre-process, prepare, analyse, and model the data. The results indicate that Random Forest (94% accuracy) and Decision Tree (93% accuracy) are the best classification models for students’ study path selection. The contribution of this study is for educational data mining research to assess the comparison of various algorithms. Furthermore, this is a novel approach to predict students’ study path selection, which educational institutes should develop to assist students in their study path selection.</text>
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                <text>https://online-journals.org/index.php/i-jim/article/view/20121</text>
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                <text>10.3991/ijim.v16i01.20121</text>
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                <text>https://online-journals.org/index.php/i-jim/article/view/20121/10563</text>
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              <elementText elementTextId="40054">
                <text>Copyright (c) 2021 Amir Dirin, Charlese Adriana Saballe</text>
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                <text>International Journal of Interactive Mobile Technologies (iJIM); Vol. 16 No. 01 (2022); pp. 158-183</text>
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                <text>1865-7923</text>
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                <text>educational data mining</text>
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                <text>and logistic regressions</text>
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                <text>Machine Learning Models to Predict Students’ Study Path Selection</text>
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                <text>This edited volume is the first to discuss the methodological implications ofthe ‘emotional turn’ in International Relations. While emotions have becomeof increasing interest to IR theory, methodological challenges have yet toreceive proper attention. Acknowledging the plurality of ontologicalpositions, concepts and theories about the role of emotions in worldpolitics, this volume presents and discusses various ways to researchemotions empirically. Based on concrete research projects, the chaptersdemonstrate how social-scientific and humanitiesoriented methodologicalapproaches can be successfully adapted to the study of emotions in IR. Thevolume covers a diverse set of both well-established and innovativemethods, including discourse analysis, ethnography, narrative, and visualanalysis. Through a hands-on approach, each chapter sheds light onpractical challenges and opportunities, as well as lessons learnt for futureresearch. The volume is an invaluable resource for advanced graduate andpostgraduate students as well as scholars interested in developing theirown empirical research on the role of emotions.</text>
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                <text>An analysis of free convection and mass transfer unsteady magnetohydrodynamic flow of an electrically conducting viscous incompressible fluid past an infinite vertical porous plate is presented by taking into account the Dufour and Soret effects. With a goal to attain similarity solutions of the problem posed, similarity equations are derived by introducing a time dependent length scale. The non-linear similarity equations, which are locally similar, are solved numerically using shooting method. Dimensionless velocity, temperature and concentration profiles are displayed graphically for different values of the parameters entering into the problem. Finally, the corresponding local skin-friction, local Nusselt number and local Sherwood number, which are of physical interest are tabulated. Keywords: Magnetodydrodynamic, Free convection, Mass transfer, Dufour and Soret effects. Â  doi: 10.3329/jname.v1i1.2035 Journal of Naval Architecture and Marine Engineering 1(2004) 18-25</text>
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                <text>Mahatma Gandhi has left his heritage of spiritual force; the influence which emanated from his personality was ineffable, like music, like beauty its claim upon others was great because of its revelation of a spontaneous self-giving. Suffice to say, he never belonged to his age. He was rather a link between the past and future, and the philosopher for the 21st century. In fact, in 2007 the United Nations has rightly decided to observe October 2nd (Gandhi's Birthday) as the Day of Non-violence. As a tribute, especially in 2019 as his birth centennial year, we must recall the saintly man, who preached non-violence, and his ideals that are the potential to address many of our contemporary concerns.
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                <text>This paper discusses a unique business model of eatery recommender system based on local knowledge using mobile platform. The business model is developed to define the business concept of the innovation which is a rural innovation involving multiple entities (locals, eatery owners and users who are searching for eatery). The innovation highlights on local knowledge crowdsourced from the participation of locals through gamification activities included in the mobile app. In achieving the aim, the design science methodology was adapted in this study which consists of 4 phases: (i) Awareness of Problem, (ii) Suggestion, (iii) Evaluation, and (iv) Conclusion. The proposed business model was developed through a few activities including literature review, comparative study dan preliminary study. Then, the study continued with developing a prototype known as Makan@Local Chatok (M@LC) app and evaluated the app in terms of its usability aspects. Results from the usability testing concludes that the app is perceived as easy to use. It was also found that the proposed business model has been well-accepted by users. In conclusion, it is hoped that this study will not only demonstrate the potential and impact of mobile eatery recommendation system using local knowledge, but also provide a capstone on business research in the field of tourism industry.</text>
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