A novel adaptive e-learning model based on Big Data by using competence-based knowledge and social learner activities
•A novel adaptive e-learning model in Big Data environment is proposed to improve the quality of learning process.•An efficient learner e-assessment method is provided to determine learners’ prerequisites toward the educational resource objectives.•We propose MapReduce-based GA to retrieve the FEO b...
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| Vydáno v: | Applied soft computing Ročník 69; s. 14 - 32 |
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| Hlavní autoři: | , , |
| Médium: | Journal Article |
| Jazyk: | angličtina |
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Elsevier B.V
01.08.2018
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| Témata: | |
| ISSN: | 1568-4946, 1872-9681 |
| On-line přístup: | Získat plný text |
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| Abstract | •A novel adaptive e-learning model in Big Data environment is proposed to improve the quality of learning process.•An efficient learner e-assessment method is provided to determine learners’ prerequisites toward the educational resource objectives.•We propose MapReduce-based GA to retrieve the FEO based on the learner prerequisites the educational resource objectives.•By simulating ant behaviors on the FEO, an adaptive PLP contains the adequate learning content is constructed using the proposed MapReduce-based ACO.•We present how Big Data and SNA transform e-learning paradigm. The proposed MapReduce-based SNA determines social indicators of learner that provide an appropriate learning rhythm.
The e-learning paradigm is becoming one of the most important educational methods, which is a decisive factor for learning and for making learning relevant. However, most existing e-learning platforms offer traditional e-learning system in order that learners access the same evaluation and learning content. In response, Big Data technology in the proposed adaptive e-learning model allowed to consider new approaches and new learning strategies. In this paper, we propose an adaptive e-learning model for providing the most suitable learning content for each learner. This model based on two levels of adaptive e-learning. The first level involves two steps: (1) determining the relevant future educational objectives through the adequate learner e-assessment method using MapReduce-based Genetic Algorithm, (2) generating adaptive learning path for each learner using the MapReduce-based Ant Colony Optimization algorithm. In the second level, we propose MapReduce-based Social Networks Analysis for determining the learner motivation and social productivity in order to assign a specific learning rhythm to each learner. Finally, the experimental results show that the presented algorithms implemented on Big Data environment converge much better than those implementations with traditional concurrent works. Also, this work provides main benefit because it describes how Big Data technology transforms e-learning paradigm. |
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| AbstractList | •A novel adaptive e-learning model in Big Data environment is proposed to improve the quality of learning process.•An efficient learner e-assessment method is provided to determine learners’ prerequisites toward the educational resource objectives.•We propose MapReduce-based GA to retrieve the FEO based on the learner prerequisites the educational resource objectives.•By simulating ant behaviors on the FEO, an adaptive PLP contains the adequate learning content is constructed using the proposed MapReduce-based ACO.•We present how Big Data and SNA transform e-learning paradigm. The proposed MapReduce-based SNA determines social indicators of learner that provide an appropriate learning rhythm.
The e-learning paradigm is becoming one of the most important educational methods, which is a decisive factor for learning and for making learning relevant. However, most existing e-learning platforms offer traditional e-learning system in order that learners access the same evaluation and learning content. In response, Big Data technology in the proposed adaptive e-learning model allowed to consider new approaches and new learning strategies. In this paper, we propose an adaptive e-learning model for providing the most suitable learning content for each learner. This model based on two levels of adaptive e-learning. The first level involves two steps: (1) determining the relevant future educational objectives through the adequate learner e-assessment method using MapReduce-based Genetic Algorithm, (2) generating adaptive learning path for each learner using the MapReduce-based Ant Colony Optimization algorithm. In the second level, we propose MapReduce-based Social Networks Analysis for determining the learner motivation and social productivity in order to assign a specific learning rhythm to each learner. Finally, the experimental results show that the presented algorithms implemented on Big Data environment converge much better than those implementations with traditional concurrent works. Also, this work provides main benefit because it describes how Big Data technology transforms e-learning paradigm. |
| Author | Birjali, Marouane Beni-Hssane, Abderrahim Erritali, Mohammed |
| Author_xml | – sequence: 1 givenname: Marouane surname: Birjali fullname: Birjali, Marouane email: birjali.m@ucd.ac.ma organization: LAROSERI Laboratory, Department of Computer Sciences, University of Chouaib Doukkali, Faculty of Sciences, El Jadida, Morocco – sequence: 2 givenname: Abderrahim surname: Beni-Hssane fullname: Beni-Hssane, Abderrahim email: beni-hssane.a@ucd.ac.ma organization: LAROSERI Laboratory, Department of Computer Sciences, University of Chouaib Doukkali, Faculty of Sciences, El Jadida, Morocco – sequence: 3 givenname: Mohammed surname: Erritali fullname: Erritali, Mohammed email: m.erritali@usms.ma organization: TIAD Laboratory, Department of Computer Sciences, University of Sultan Moulay Slimane, Faculty of Sciences and Technologies, Béni Mellal, Morocco |
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| Cites_doi | 10.1016/j.procs.2017.08.299 10.1016/j.ipm.2009.04.008 10.1016/j.envsci.2016.12.005 10.1016/j.procs.2015.11.081 10.1016/j.compedu.2016.05.008 10.1007/s40299-014-0223-0 10.1016/j.procs.2017.12.134 10.1016/j.eswa.2014.03.041 10.1016/j.procs.2015.04.177 10.1007/s10462-015-9432-z 10.1016/j.asoc.2011.05.042 10.1016/j.compedu.2013.12.002 10.1007/978-3-319-60834-1_22 10.1016/j.compedu.2015.09.012 10.1016/j.dss.2009.04.005 10.1016/j.asoc.2015.04.039 10.1016/j.compedu.2014.01.008 10.1007/978-3-319-07455-9_42 10.1016/j.chb.2015.02.014 10.1016/j.jnca.2012.04.002 10.1016/j.jnca.2014.07.022 10.1007/978-3-319-11200-8_85 10.1007/s10462-016-9469-7 10.1016/j.jvlc.2016.03.002 10.1007/s10209-016-0457-0 10.1016/j.ipm.2007.12.011 10.1007/978-3-642-41965-2_8 10.1016/j.eswa.2007.04.014 10.1016/j.ijinfomgt.2017.07.011 10.1016/j.eswa.2014.04.033 10.1016/j.asoc.2016.11.042 10.1016/j.csi.2013.06.002 10.1145/1327452.1327492 10.1016/j.camwa.2012.03.098 10.1016/j.chb.2014.12.050 10.1016/j.knosys.2017.09.004 10.1016/j.eswa.2010.08.066 10.1016/j.asoc.2016.04.039 10.1016/S0306-4573(02)00044-4 10.1016/j.eswa.2006.05.019 10.1016/j.procs.2017.08.178 10.1016/S2212-5671(15)01712-8 10.1016/j.amc.2015.04.067 10.1016/j.compedu.2009.02.008 10.1007/978-3-319-52941-7_41 10.1007/s11618-014-0554-x 10.1007/s10115-010-0327-7 10.1016/j.eswa.2017.10.006 10.1016/j.eswa.2017.08.019 10.1016/j.ins.2017.04.002 |
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| Keywords | Learning content Personalized learning path Genetic algorithm Social networks analysis Adaptive e-learning Ant colony optimization algorithms Big data Motivation and productivity MapReduce |
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| References | Santoso (bib0160) 2017; 124 Shmelev, Karpova, Dukhanov (bib0075) 2015; 66 Birjali, Beni-Hssane, Erritali (bib0130) 2017; 552 Logica, Magdalena (bib0165) 2015; 33 Chang, Kao, Chu, Chiu (bib0145) 2009; 53 Fryer, Bovee, Nakao (bib0215) 2014; 74 Dean, Ghemawat (bib0105) 2008; 51 Deshwal, Trivedi, Himanshi (bib0210) 2017; 112 Zhang, Yoshida, Tang (bib0315) 2011; 38 Truong (bib0155) 2016; 55 Essalmi, Ayed, Jemni, Graf (bib0250) 2015; 48 Johnson, McGeoch (bib0205) 1997; 1 Tarus, Niu, Kalui (bib0255) 2017 del Blanco, Marchiori, Torrente, Martínez-Ortiz, Fernández-Manjón (bib0025) 2013; 36 Priya Dharshini, Chandrakumarmangalam, Arthi (bib0125) 2015; 263 Jalali, Matash Borujerdi (bib0270) 2010; 29 Balakrishnan (bib0180) 2016; 16 Zhang, Khanal, Zhao, Ficklin (bib0190) 2017 Pedemonte, Nesmachnow, Cancela (bib0320) 2011; 11 Gusev, Ristov, Armenski (bib0040) 2015 Vohra (bib0220) 2016 Gupta, Saini (bib0265) 2017; 136 Birjali, Beni-Hssane, Erritali (bib0090) 2017; 565 Gallego-Durán, Molina-Carmona, Llorens-Largo (bib0170) 2017 Krynicki, Jaen, Navarro (bib0060) 2016; 47 Uysal, Gunal (bib0300) 2014; 41 . Polato, Ré, Goldman, Kon (bib0115) 2014; 46 Udupi, Malali, Noronha (bib0010) 2016 Lebib, Mellah, Drias (bib0280) 2017; 37 Mwamikazi, Fournier-Viger, Moghrabi, Barhoumi, Baudouin (bib0045) 2014; 8481 Twitter4J (2014). Twitter4J. Accessed: 12-02-2018. Ngan, Law (bib0100) 2015; 24 Fatahi, Moradi, Kashani-Vahid (bib0150) 2016; 46 Sun, Zhuang, Li, Lu, Zhou (bib0110) 2016; 38 Wang (bib0050) 2014; 73 Wang, Wang, Huang (bib0140) 2008; 34 Chang, Ke (bib0070) 2013; 36 Fan, Pathak, Zhou (bib0290) 2009; 47 Dwivedi, Kant, Bharadwaj (bib0135) 2017; 6 Islam, Zibran (bib0230) 2017 Bradac, Walek (bib0030) 2017; 90 Birjali, Beni-Hssane, Erritali (bib0225) 2017; 113 Hermansa, Haasnoota, t. Maatb, Kwakkela (bib0015) 2017; 69 Frank, Lo, Sun (bib0095) 2014; 17 De Meo, Messina, Rosaci, Sarné (bib0185) 2017; 405 Lin, Chen, Wu (bib0285) 2014; 41 Nielsen (bib0235) 2011 Howard, Ma, Yang (bib0005) 2016; 101 Budiyanto, Hartati, Azhari, Mardapi (bib0260) 2017 Gusev, Armenski (bib0055) 2013; 528 Premlatha, Geetha (bib0065) 2015; 44 Zlatović, Balaban, Kermek (bib0035) 2015; 91 Voorhees (bib0275) 2008; 44 López-Pujalte, Guerrero-Bote, de Moya-Anegón (bib0310) 2003; 39 Taraghi, Saranti, Ebner, Großmann, Müller (bib0020) 2014; 8719 Lin, Gong, Zhang (bib0120) 2017; 52 Meena, Gopalani (bib0295) 2015; 48 Fujita (bib0305) 2009; 45 Eliacik, Erdogan (bib0240) 2018; 92 Coccoli, Maresca, Stanganelli (bib0085) 2017; 38 Colorn, Dorigo, Maniezzo (bib0200) 1991 Huang, Huang, Chen (bib0080) 2007; 33 Pires, Cota (bib0195) 2015 Hsu, Chen, Huang, Huang (bib0175) 2012; 64 Priya Dharshini (10.1016/j.asoc.2018.04.030_bib0125) 2015; 263 Tarus (10.1016/j.asoc.2018.04.030_bib0255) 2017 del Blanco (10.1016/j.asoc.2018.04.030_bib0025) 2013; 36 Hermansa (10.1016/j.asoc.2018.04.030_bib0015) 2017; 69 Sun (10.1016/j.asoc.2018.04.030_bib0110) 2016; 38 Budiyanto (10.1016/j.asoc.2018.04.030_bib0260) 2017 Birjali (10.1016/j.asoc.2018.04.030_bib0130) 2017; 552 Deshwal (10.1016/j.asoc.2018.04.030_bib0210) 2017; 112 Wang (10.1016/j.asoc.2018.04.030_bib0140) 2008; 34 Fryer (10.1016/j.asoc.2018.04.030_bib0215) 2014; 74 Truong (10.1016/j.asoc.2018.04.030_bib0155) 2016; 55 Udupi (10.1016/j.asoc.2018.04.030_bib0010) 2016 Jalali (10.1016/j.asoc.2018.04.030_bib0270) 2010; 29 Lin (10.1016/j.asoc.2018.04.030_bib0285) 2014; 41 Chang (10.1016/j.asoc.2018.04.030_bib0070) 2013; 36 Taraghi (10.1016/j.asoc.2018.04.030_bib0020) 2014; 8719 Shmelev (10.1016/j.asoc.2018.04.030_bib0075) 2015; 66 Logica (10.1016/j.asoc.2018.04.030_bib0165) 2015; 33 Essalmi (10.1016/j.asoc.2018.04.030_bib0250) 2015; 48 Polato (10.1016/j.asoc.2018.04.030_bib0115) 2014; 46 Gallego-Durán (10.1016/j.asoc.2018.04.030_bib0170) 2017 Santoso (10.1016/j.asoc.2018.04.030_bib0160) 2017; 124 De Meo (10.1016/j.asoc.2018.04.030_bib0185) 2017; 405 Colorn (10.1016/j.asoc.2018.04.030_bib0200) 1991 Voorhees (10.1016/j.asoc.2018.04.030_bib0275) 2008; 44 Chang (10.1016/j.asoc.2018.04.030_bib0145) 2009; 53 10.1016/j.asoc.2018.04.030_bib0245 Gusev (10.1016/j.asoc.2018.04.030_bib0040) 2015 Dwivedi (10.1016/j.asoc.2018.04.030_bib0135) 2017; 6 Pedemonte (10.1016/j.asoc.2018.04.030_bib0320) 2011; 11 Krynicki (10.1016/j.asoc.2018.04.030_bib0060) 2016; 47 Eliacik (10.1016/j.asoc.2018.04.030_bib0240) 2018; 92 Ngan (10.1016/j.asoc.2018.04.030_bib0100) 2015; 24 Howard (10.1016/j.asoc.2018.04.030_bib0005) 2016; 101 Frank (10.1016/j.asoc.2018.04.030_bib0095) 2014; 17 Balakrishnan (10.1016/j.asoc.2018.04.030_bib0180) 2016; 16 Zlatović (10.1016/j.asoc.2018.04.030_bib0035) 2015; 91 Fatahi (10.1016/j.asoc.2018.04.030_bib0150) 2016; 46 Mwamikazi (10.1016/j.asoc.2018.04.030_bib0045) 2014; 8481 Premlatha (10.1016/j.asoc.2018.04.030_bib0065) 2015; 44 Dean (10.1016/j.asoc.2018.04.030_bib0105) 2008; 51 Birjali (10.1016/j.asoc.2018.04.030_bib0225) 2017; 113 Gusev (10.1016/j.asoc.2018.04.030_bib0055) 2013; 528 López-Pujalte (10.1016/j.asoc.2018.04.030_bib0310) 2003; 39 Johnson (10.1016/j.asoc.2018.04.030_bib0205) 1997; 1 Lebib (10.1016/j.asoc.2018.04.030_bib0280) 2017; 37 Fujita (10.1016/j.asoc.2018.04.030_bib0305) 2009; 45 Zhang (10.1016/j.asoc.2018.04.030_bib0190) 2017 Nielsen (10.1016/j.asoc.2018.04.030_bib0235) 2011 Fan (10.1016/j.asoc.2018.04.030_bib0290) 2009; 47 Pires (10.1016/j.asoc.2018.04.030_bib0195) 2015 Islam (10.1016/j.asoc.2018.04.030_bib0230) 2017 Coccoli (10.1016/j.asoc.2018.04.030_bib0085) 2017; 38 Birjali (10.1016/j.asoc.2018.04.030_bib0090) 2017; 565 Vohra (10.1016/j.asoc.2018.04.030_bib0220) 2016 Gupta (10.1016/j.asoc.2018.04.030_bib0265) 2017; 136 Lin (10.1016/j.asoc.2018.04.030_bib0120) 2017; 52 Meena (10.1016/j.asoc.2018.04.030_bib0295) 2015; 48 Uysal (10.1016/j.asoc.2018.04.030_bib0300) 2014; 41 Bradac (10.1016/j.asoc.2018.04.030_bib0030) 2017; 90 Wang (10.1016/j.asoc.2018.04.030_bib0050) 2014; 73 Zhang (10.1016/j.asoc.2018.04.030_bib0315) 2011; 38 Huang (10.1016/j.asoc.2018.04.030_bib0080) 2007; 33 Hsu (10.1016/j.asoc.2018.04.030_bib0175) 2012; 64 |
| References_xml | – volume: 64 start-page: 1506 year: 2012 end-page: 1513 ident: bib0175 article-title: A personalized auxiliary material recommendation system based on learning style on Facebook applying an artificial bee colony algorithm publication-title: Comput. Math. Appl. – volume: 17 start-page: 117 year: 2014 end-page: 134 ident: bib0095 article-title: Social network analysis of the influences of educational reforms on teachers’ practices and interactions publication-title: Zeitschrift für Erziehungswissenschaft – volume: 528 start-page: 229 year: 2013 end-page: 249 ident: bib0055 article-title: E-assessment systems and online learning with adaptive testing, in e-learning paradigms and applications publication-title: Stud. Comput. Intell. – volume: 69 start-page: 29 year: 2017 end-page: 38 ident: bib0015 article-title: Designing monitoring arrangements for collaborative learning about adaptation pathways publication-title: Environ. Sci. Policy – volume: 45 start-page: 664 year: 2009 end-page: 682 ident: bib0305 article-title: Retrieval parameter optimization using genetic algorithms publication-title: Inf. Process. Manage. – start-page: 545 year: 2015 end-page: 553 ident: bib0040 article-title: E-Testing question development technologies and strategies publication-title: Proceedings of the IEEE Global Engineering Education Conference (EDUCON) – start-page: 1 year: 2015 end-page: 8 ident: bib0195 article-title: A new learning cognitive architecture using a statistical function and genetic algorithms an intelligent new e-Learning model publication-title: Fifth International Conference on e-Learning 2015 (eCONF ‘15) – volume: 37 start-page: 741 year: 2017 end-page: 749 ident: bib0280 article-title: Enhancing information source selection using a genetic algorithm and social tagging publication-title: Int. J. Inf. Manage. – volume: 24 start-page: 705 year: 2015 end-page: 717 ident: bib0100 article-title: Exploratory network analysis of learning motivation factors in e-learning facilitated computer programming courses publication-title: Asia-Pac. Educ. Res. – volume: 112 start-page: 2455 year: 2017 end-page: 2462 ident: bib0210 article-title: Online learning experience scale validation and its impact on learners’ satisfaction publication-title: Procedia Comput. Sci. – start-page: 287 year: 2016 end-page: 300 ident: bib0220 article-title: Apache Flume, Practical Hadoop Ecosystem – volume: 16 start-page: 289 year: 2016 end-page: 301 ident: bib0180 article-title: Key determinants for intention to use social media for learning in higher education institutions publication-title: Univ. Access Inf. Soc. – volume: 11 start-page: 5181 year: 2011 end-page: 5197 ident: bib0320 article-title: A survey on parallel ant colony optimization publication-title: Appl. Soft Comput. – volume: 73 start-page: 189 year: 2014 end-page: 203 ident: bib0050 article-title: Developing an assessment-centered e-learning system for improving student learning effectiveness publication-title: Comput. Educ. – volume: 6 start-page: 1 year: 2017 end-page: 18 ident: bib0135 article-title: Learning path recommendation based on modified variable length genetic algorithm publication-title: Educ. Inf. Technol. – volume: 74 start-page: 26 year: 2014 end-page: 36 ident: bib0215 article-title: E-learning: reasons students in language learning courses don’t want to publication-title: Computers & Education – volume: 92 start-page: 403 year: 2018 end-page: 418 ident: bib0240 article-title: Influential user weighted sentiment analysis on topic based microblogging community publication-title: Expert Syst. Appl. – volume: 66 start-page: 711 year: 2015 end-page: 719 ident: bib0075 article-title: An approach of learning path sequencing based on revised bloom's taxonomy and domain ontologies with the use of genetic algorithms publication-title: Procedia Comput. Sci. – volume: 263 start-page: 332 year: 2015 end-page: 341 ident: bib0125 article-title: Ant colony optimization for competency based learning objects sequencing in e-learning publication-title: Appl. Math. Comput. – volume: 38 start-page: 2758 year: 2011 end-page: 2765 ident: bib0315 article-title: A comparative study of TF*IDF, LSI and multi-words for text classification publication-title: Expert Syst. Appl. – volume: 48 start-page: 244 year: 2015 end-page: 249 ident: bib0295 article-title: Evolutionary algorithms for extractive automatic text summarization publication-title: Procedia Comput. Sci. – volume: 113 start-page: 280 year: 2017 end-page: 285 ident: bib0225 article-title: Analyzing social media through big data using InfoSphere BigInsights and apache flume publication-title: Procedia Comput. Sci. – volume: 46 start-page: 413 year: 2016 end-page: 429 ident: bib0150 article-title: A survey of personality and learning styles models applied in virtual environments with emphasis on e-learning environments publication-title: Artif. Intell. Rev. – year: 2017 ident: bib0255 article-title: A hybrid recommender system for e-learning based on context awareness and sequential pattern mining publication-title: Soft Comput. – volume: 52 start-page: 1 year: 2017 end-page: 13 ident: bib0120 article-title: An adaptive ant colony optimization algorithm for constructing cognitive diagnosis tests publication-title: Appl. Soft Comput. – start-page: 134 year: 1991 end-page: 142 ident: bib0200 article-title: Distributed optimization by ant colonies publication-title: Première Conférence Européenne Sur La Vie Artificielle – volume: 91 start-page: 32 year: 2015 end-page: 45 ident: bib0035 article-title: Using online assessments to stimulate learning strategies and achievement of learning goals publication-title: Comput. Educ. – year: 2011 ident: bib0235 article-title: A new ANEW: Evaluation of a word list for sentiment analysis in microblogs publication-title: MSM – volume: 44 start-page: 1879 year: 2008 end-page: 1885 ident: bib0275 article-title: On test collections for adaptive information retrieval publication-title: Inf. Process. Manage. – volume: 41 start-page: 5938 year: 2014 end-page: 5947 ident: bib0300 article-title: Text classification using genetic algorithm oriented latent semantic features publication-title: Expert Syst. Appl. – volume: 51 start-page: 107 year: 2008 end-page: 113 ident: bib0105 article-title: Mapreduce: simplified data processing on large clusters publication-title: Commun. ACM – volume: 33 start-page: 277 year: 2015 end-page: 286 ident: bib0165 article-title: Using big data in the academic environment publication-title: Proc. Econ. Finance – volume: 48 start-page: 310 year: 2015 end-page: 322 ident: bib0250 article-title: Kinshuk, Generalized metrics for the analysis of E-learning personalization strategies publication-title: Comput. Human Behav. – volume: 29 start-page: 237 year: 2010 end-page: 248 ident: bib0270 article-title: Information retrieval with concept-based pseudo-relevance feedback in MEDLINE publication-title: Knowl. Inf. Syst. – volume: 101 start-page: 29 year: 2016 end-page: 42 ident: bib0005 article-title: Student rules: exploring patterns of students’ computer-efficacy and engagement with digital technologies in learning publication-title: Comput. Educ. – volume: 38 start-page: 97 year: 2017 end-page: 103 ident: bib0085 article-title: The role of big data and cognitive computing in the learning process publication-title: J. Vis. Lang. Comput. – volume: 38 start-page: 1109 year: 2016 end-page: 1118 ident: bib0110 article-title: Scheduling algorithm based on prefetching in MapReduce clusters publication-title: Appl. Soft Comput. – volume: 36 start-page: 178 year: 2013 end-page: 187 ident: bib0025 article-title: Using e-Learning standards in educational video games publication-title: Comput. Stand. Interfaces – volume: 47 start-page: 316 year: 2016 end-page: 331 ident: bib0060 article-title: An ACO-based personalized learning technique in support of people with acquired brain injury publication-title: Appl. Soft Comput. – volume: 55 start-page: 1185 year: 2016 end-page: 1193 ident: bib0155 article-title: Integrating learning styles and adaptive e-learning system: current developments, problems and opportunities publication-title: Comput. Human Behav. – volume: 136 start-page: 97 year: 2017 end-page: 120 ident: bib0265 article-title: A novel Fuzzy-PSO term weighting automatic query expansion approach using combined semantic filtering publication-title: Knowl.-Based Syst. – volume: 46 start-page: 1 year: 2014 end-page: 25 ident: bib0115 article-title: A comprehensive view of Hadoop research-A systematic literature review publication-title: J. Netw. Comput. Appl. – volume: 34 start-page: 2449 year: 2008 end-page: 2464 ident: bib0140 article-title: Using a style-based ant colony system for adaptive learning publication-title: Expert Syst. Appl. – volume: 552 start-page: 413 year: 2017 end-page: 420 ident: bib0130 article-title: A method proposed for estimating depressed feeling tendencies of social media users utilizing their data, in proceedings of the 16th international conference on hybrid intelligent systems (HIS) publication-title: Adv. Intell. Syst. Comput. – volume: 53 start-page: 273 year: 2009 end-page: 285 ident: bib0145 article-title: A learning style classification mechanism for e-learning publication-title: Comput. Educ. – volume: 47 start-page: 398 year: 2009 end-page: 407 ident: bib0290 article-title: Genetic-based approaches in ranking function discovery and optimization in information retrieval – A framework publication-title: Decis. Support Syst. – volume: 8719 start-page: 592 year: 2014 end-page: 593 ident: bib0020 article-title: Adaptive learner profiling provides the optimal sequence of posed basic mathematical problems, in open learning and teaching in educational communities publication-title: Lect. Notes Comput. Sci. – volume: 36 start-page: 533 year: 2013 end-page: 542 ident: bib0070 article-title: A personalized e-course composition based on a genetic algorithm with forcing legality in an adaptive learning system publication-title: J. Netw. Comput. Appl. – volume: 44 start-page: 443 year: 2015 end-page: 465 ident: bib0065 article-title: Learning content design and learner adaptation for adaptive e-learning environment: a survey publication-title: Artif. Intell. Rev. – year: 2017 ident: bib0190 article-title: Making sense of performance in in-memory computing frameworks for scientific data analysis: a case study of the spark system publication-title: J. Parallel Distrib. Comput. – start-page: 278 year: 2017 end-page: 290 ident: bib0260 article-title: Intelligent system E-Learning modeling according to learning styles and level of ability of students publication-title: Proceedings of the Third International Conference SCDS 2017, Communications in Computer and Information Science, Soft Computing in Data Science – volume: 124 start-page: 93 year: 2017 end-page: 99 ident: bib0160 article-title: Yulia, data warehouse with big data technology for higher education publication-title: Procedia Comput. Sci. – volume: 8481 start-page: 399 year: 2014 end-page: 409 ident: bib0045 article-title: An adaptive questionnaire for automatic identification of learning styles, in modern advances in applied intelligence publication-title: Lect. Notes Comput. Sci. – reference: Twitter4J (2014). Twitter4J. Accessed: 12-02-2018. – reference: . – start-page: 1 year: 2017 end-page: 10 ident: bib0170 article-title: Measuring the difficulty of activities for adaptive learning publication-title: Univ. Access Inf. Soc. – volume: 39 start-page: 669 year: 2003 end-page: 687 ident: bib0310 article-title: Genetic algorithms in relevance feedback: a second test and new contributions publication-title: Inf. Process. Manage. – volume: 33 start-page: 551 year: 2007 end-page: 564 ident: bib0080 article-title: Constructing a personalized e-learning system based on genetic algorithm and case-based reasoning approach publication-title: Expert Syst. Appl. – volume: 1 start-page: 215 year: 1997 end-page: 310 ident: bib0205 article-title: The traveling salesman problem: a case study in local optimization publication-title: Local Search Comb. Optim. – start-page: 268 year: 2016 end-page: 271 ident: bib0010 article-title: Big data integration for transition from e-learning to smart learning framework publication-title: 3rd MEC International Conference on Big Data and Smart City (ICBDSC) – volume: 90 start-page: 414 year: 2017 end-page: 426 ident: bib0030 article-title: A comprehensive adaptive system for e-learning of foreign languages publication-title: Expert Syst. Appl. – start-page: 478 year: 2017 end-page: 479 ident: bib0230 article-title: A comparison of dictionary building methods for sentiment analysis in software engineering text publication-title: ACM/IEEE International Symposium on Empirical Software Engineering and Measurement – volume: 405 start-page: 107 year: 2017 end-page: 122 ident: bib0185 article-title: Combining trust and skills evaluation to form e-Learning classes in online social networks publication-title: Inf. Sci. – volume: 565 start-page: 209 year: 2017 end-page: 217 ident: bib0090 article-title: Learning with big data technology: the future of education, in proceedings of the third international Afro-European conference for industrial advancement (AECIA) publication-title: Adv. Intell. Syst. Comput. – volume: 41 start-page: 6611 year: 2014 end-page: 6621 ident: bib0285 article-title: Study of image retrieval and classification based on adaptive features using genetic algorithm feature selection publication-title: Expert Syst. Appl. – volume: 113 start-page: 280 year: 2017 ident: 10.1016/j.asoc.2018.04.030_bib0225 article-title: Analyzing social media through big data using InfoSphere BigInsights and apache flume publication-title: Procedia Comput. Sci. doi: 10.1016/j.procs.2017.08.299 – volume: 45 start-page: 664 issue: 6 year: 2009 ident: 10.1016/j.asoc.2018.04.030_bib0305 article-title: Retrieval parameter optimization using genetic algorithms publication-title: Inf. Process. Manage. doi: 10.1016/j.ipm.2009.04.008 – volume: 69 start-page: 29 year: 2017 ident: 10.1016/j.asoc.2018.04.030_bib0015 article-title: Designing monitoring arrangements for collaborative learning about adaptation pathways publication-title: Environ. Sci. Policy doi: 10.1016/j.envsci.2016.12.005 – volume: 66 start-page: 711 year: 2015 ident: 10.1016/j.asoc.2018.04.030_bib0075 article-title: An approach of learning path sequencing based on revised bloom's taxonomy and domain ontologies with the use of genetic algorithms publication-title: Procedia Comput. Sci. doi: 10.1016/j.procs.2015.11.081 – year: 2017 ident: 10.1016/j.asoc.2018.04.030_bib0190 article-title: Making sense of performance in in-memory computing frameworks for scientific data analysis: a case study of the spark system publication-title: J. Parallel Distrib. Comput. – year: 2017 ident: 10.1016/j.asoc.2018.04.030_bib0255 article-title: A hybrid recommender system for e-learning based on context awareness and sequential pattern mining publication-title: Soft Comput. – volume: 101 start-page: 29 year: 2016 ident: 10.1016/j.asoc.2018.04.030_bib0005 article-title: Student rules: exploring patterns of students’ computer-efficacy and engagement with digital technologies in learning publication-title: Comput. Educ. doi: 10.1016/j.compedu.2016.05.008 – volume: 24 start-page: 705 issue: 4 year: 2015 ident: 10.1016/j.asoc.2018.04.030_bib0100 article-title: Exploratory network analysis of learning motivation factors in e-learning facilitated computer programming courses publication-title: Asia-Pac. Educ. Res. doi: 10.1007/s40299-014-0223-0 – volume: 124 start-page: 93 year: 2017 ident: 10.1016/j.asoc.2018.04.030_bib0160 article-title: Yulia, data warehouse with big data technology for higher education publication-title: Procedia Comput. Sci. doi: 10.1016/j.procs.2017.12.134 – volume: 41 start-page: 5938 issue: 13 year: 2014 ident: 10.1016/j.asoc.2018.04.030_bib0300 article-title: Text classification using genetic algorithm oriented latent semantic features publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2014.03.041 – volume: 48 start-page: 244 year: 2015 ident: 10.1016/j.asoc.2018.04.030_bib0295 article-title: Evolutionary algorithms for extractive automatic text summarization publication-title: Procedia Comput. Sci. doi: 10.1016/j.procs.2015.04.177 – ident: 10.1016/j.asoc.2018.04.030_bib0245 – year: 2011 ident: 10.1016/j.asoc.2018.04.030_bib0235 article-title: A new ANEW: Evaluation of a word list for sentiment analysis in microblogs – volume: 44 start-page: 443 issue: 4 year: 2015 ident: 10.1016/j.asoc.2018.04.030_bib0065 article-title: Learning content design and learner adaptation for adaptive e-learning environment: a survey publication-title: Artif. Intell. Rev. doi: 10.1007/s10462-015-9432-z – volume: 11 start-page: 5181 issue: 8 year: 2011 ident: 10.1016/j.asoc.2018.04.030_bib0320 article-title: A survey on parallel ant colony optimization publication-title: Appl. Soft Comput. doi: 10.1016/j.asoc.2011.05.042 – volume: 73 start-page: 189 year: 2014 ident: 10.1016/j.asoc.2018.04.030_bib0050 article-title: Developing an assessment-centered e-learning system for improving student learning effectiveness publication-title: Comput. Educ. doi: 10.1016/j.compedu.2013.12.002 – start-page: 278 year: 2017 ident: 10.1016/j.asoc.2018.04.030_bib0260 article-title: Intelligent system E-Learning modeling according to learning styles and level of ability of students publication-title: Proceedings of the Third International Conference SCDS 2017, Communications in Computer and Information Science, Soft Computing in Data Science – start-page: 1 year: 2017 ident: 10.1016/j.asoc.2018.04.030_bib0170 article-title: Measuring the difficulty of activities for adaptive learning publication-title: Univ. Access Inf. Soc. – volume: 565 start-page: 209 year: 2017 ident: 10.1016/j.asoc.2018.04.030_bib0090 article-title: Learning with big data technology: the future of education, in proceedings of the third international Afro-European conference for industrial advancement (AECIA) publication-title: Adv. Intell. Syst. Comput. doi: 10.1007/978-3-319-60834-1_22 – volume: 91 start-page: 32 year: 2015 ident: 10.1016/j.asoc.2018.04.030_bib0035 article-title: Using online assessments to stimulate learning strategies and achievement of learning goals publication-title: Comput. Educ. doi: 10.1016/j.compedu.2015.09.012 – volume: 47 start-page: 398 issue: 4 year: 2009 ident: 10.1016/j.asoc.2018.04.030_bib0290 article-title: Genetic-based approaches in ranking function discovery and optimization in information retrieval – A framework publication-title: Decis. Support Syst. doi: 10.1016/j.dss.2009.04.005 – volume: 38 start-page: 1109 year: 2016 ident: 10.1016/j.asoc.2018.04.030_bib0110 article-title: Scheduling algorithm based on prefetching in MapReduce clusters publication-title: Appl. Soft Comput. doi: 10.1016/j.asoc.2015.04.039 – start-page: 1 year: 2015 ident: 10.1016/j.asoc.2018.04.030_bib0195 article-title: A new learning cognitive architecture using a statistical function and genetic algorithms an intelligent new e-Learning model publication-title: Fifth International Conference on e-Learning 2015 (eCONF ‘15) – volume: 1 start-page: 215 year: 1997 ident: 10.1016/j.asoc.2018.04.030_bib0205 article-title: The traveling salesman problem: a case study in local optimization publication-title: Local Search Comb. Optim. – volume: 74 start-page: 26 year: 2014 ident: 10.1016/j.asoc.2018.04.030_bib0215 article-title: E-learning: reasons students in language learning courses don’t want to publication-title: Computers & Education doi: 10.1016/j.compedu.2014.01.008 – volume: 8481 start-page: 399 year: 2014 ident: 10.1016/j.asoc.2018.04.030_bib0045 article-title: An adaptive questionnaire for automatic identification of learning styles, in modern advances in applied intelligence publication-title: Lect. Notes Comput. Sci. doi: 10.1007/978-3-319-07455-9_42 – volume: 55 start-page: 1185 year: 2016 ident: 10.1016/j.asoc.2018.04.030_bib0155 article-title: Integrating learning styles and adaptive e-learning system: current developments, problems and opportunities publication-title: Comput. Human Behav. doi: 10.1016/j.chb.2015.02.014 – volume: 36 start-page: 533 issue: 1 year: 2013 ident: 10.1016/j.asoc.2018.04.030_bib0070 article-title: A personalized e-course composition based on a genetic algorithm with forcing legality in an adaptive learning system publication-title: J. Netw. Comput. Appl. doi: 10.1016/j.jnca.2012.04.002 – volume: 46 start-page: 1 year: 2014 ident: 10.1016/j.asoc.2018.04.030_bib0115 article-title: A comprehensive view of Hadoop research-A systematic literature review publication-title: J. Netw. Comput. Appl. doi: 10.1016/j.jnca.2014.07.022 – volume: 8719 start-page: 592 year: 2014 ident: 10.1016/j.asoc.2018.04.030_bib0020 article-title: Adaptive learner profiling provides the optimal sequence of posed basic mathematical problems, in open learning and teaching in educational communities publication-title: Lect. Notes Comput. Sci. doi: 10.1007/978-3-319-11200-8_85 – volume: 46 start-page: 413 issue: 3 year: 2016 ident: 10.1016/j.asoc.2018.04.030_bib0150 article-title: A survey of personality and learning styles models applied in virtual environments with emphasis on e-learning environments publication-title: Artif. Intell. Rev. doi: 10.1007/s10462-016-9469-7 – volume: 38 start-page: 97 year: 2017 ident: 10.1016/j.asoc.2018.04.030_bib0085 article-title: The role of big data and cognitive computing in the learning process publication-title: J. Vis. Lang. Comput. doi: 10.1016/j.jvlc.2016.03.002 – volume: 16 start-page: 289 issue: 2 year: 2016 ident: 10.1016/j.asoc.2018.04.030_bib0180 article-title: Key determinants for intention to use social media for learning in higher education institutions publication-title: Univ. Access Inf. Soc. doi: 10.1007/s10209-016-0457-0 – volume: 6 start-page: 1 year: 2017 ident: 10.1016/j.asoc.2018.04.030_bib0135 article-title: Learning path recommendation based on modified variable length genetic algorithm publication-title: Educ. Inf. Technol. – volume: 44 start-page: 1879 issue: 6 year: 2008 ident: 10.1016/j.asoc.2018.04.030_bib0275 article-title: On test collections for adaptive information retrieval publication-title: Inf. Process. Manage. doi: 10.1016/j.ipm.2007.12.011 – volume: 528 start-page: 229 year: 2013 ident: 10.1016/j.asoc.2018.04.030_bib0055 article-title: E-assessment systems and online learning with adaptive testing, in e-learning paradigms and applications publication-title: Stud. Comput. Intell. doi: 10.1007/978-3-642-41965-2_8 – volume: 34 start-page: 2449 issue: 4 year: 2008 ident: 10.1016/j.asoc.2018.04.030_bib0140 article-title: Using a style-based ant colony system for adaptive learning publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2007.04.014 – volume: 37 start-page: 741 issue: 6 year: 2017 ident: 10.1016/j.asoc.2018.04.030_bib0280 article-title: Enhancing information source selection using a genetic algorithm and social tagging publication-title: Int. J. Inf. Manage. doi: 10.1016/j.ijinfomgt.2017.07.011 – start-page: 545 year: 2015 ident: 10.1016/j.asoc.2018.04.030_bib0040 article-title: E-Testing question development technologies and strategies publication-title: Proceedings of the IEEE Global Engineering Education Conference (EDUCON) – volume: 41 start-page: 6611 issue: 15 year: 2014 ident: 10.1016/j.asoc.2018.04.030_bib0285 article-title: Study of image retrieval and classification based on adaptive features using genetic algorithm feature selection publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2014.04.033 – volume: 52 start-page: 1 year: 2017 ident: 10.1016/j.asoc.2018.04.030_bib0120 article-title: An adaptive ant colony optimization algorithm for constructing cognitive diagnosis tests publication-title: Appl. Soft Comput. doi: 10.1016/j.asoc.2016.11.042 – volume: 36 start-page: 178 issue: 1 year: 2013 ident: 10.1016/j.asoc.2018.04.030_bib0025 article-title: Using e-Learning standards in educational video games publication-title: Comput. Stand. Interfaces doi: 10.1016/j.csi.2013.06.002 – volume: 51 start-page: 107 issue: 1 year: 2008 ident: 10.1016/j.asoc.2018.04.030_bib0105 article-title: Mapreduce: simplified data processing on large clusters publication-title: Commun. ACM doi: 10.1145/1327452.1327492 – volume: 64 start-page: 1506 issue: 5 year: 2012 ident: 10.1016/j.asoc.2018.04.030_bib0175 article-title: A personalized auxiliary material recommendation system based on learning style on Facebook applying an artificial bee colony algorithm publication-title: Comput. Math. Appl. doi: 10.1016/j.camwa.2012.03.098 – volume: 48 start-page: 310 year: 2015 ident: 10.1016/j.asoc.2018.04.030_bib0250 article-title: Kinshuk, Generalized metrics for the analysis of E-learning personalization strategies publication-title: Comput. Human Behav. doi: 10.1016/j.chb.2014.12.050 – volume: 136 start-page: 97 year: 2017 ident: 10.1016/j.asoc.2018.04.030_bib0265 article-title: A novel Fuzzy-PSO term weighting automatic query expansion approach using combined semantic filtering publication-title: Knowl.-Based Syst. doi: 10.1016/j.knosys.2017.09.004 – volume: 38 start-page: 2758 issue: 3 year: 2011 ident: 10.1016/j.asoc.2018.04.030_bib0315 article-title: A comparative study of TF*IDF, LSI and multi-words for text classification publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2010.08.066 – volume: 47 start-page: 316 year: 2016 ident: 10.1016/j.asoc.2018.04.030_bib0060 article-title: An ACO-based personalized learning technique in support of people with acquired brain injury publication-title: Appl. Soft Comput. doi: 10.1016/j.asoc.2016.04.039 – volume: 39 start-page: 669 issue: 5 year: 2003 ident: 10.1016/j.asoc.2018.04.030_bib0310 article-title: Genetic algorithms in relevance feedback: a second test and new contributions publication-title: Inf. Process. Manage. doi: 10.1016/S0306-4573(02)00044-4 – volume: 33 start-page: 551 year: 2007 ident: 10.1016/j.asoc.2018.04.030_bib0080 article-title: Constructing a personalized e-learning system based on genetic algorithm and case-based reasoning approach publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2006.05.019 – start-page: 268 year: 2016 ident: 10.1016/j.asoc.2018.04.030_bib0010 article-title: Big data integration for transition from e-learning to smart learning framework publication-title: 3rd MEC International Conference on Big Data and Smart City (ICBDSC) – volume: 112 start-page: 2455 year: 2017 ident: 10.1016/j.asoc.2018.04.030_bib0210 article-title: Online learning experience scale validation and its impact on learners’ satisfaction publication-title: Procedia Comput. Sci. doi: 10.1016/j.procs.2017.08.178 – volume: 33 start-page: 277 year: 2015 ident: 10.1016/j.asoc.2018.04.030_bib0165 article-title: Using big data in the academic environment publication-title: Proc. Econ. Finance doi: 10.1016/S2212-5671(15)01712-8 – start-page: 478 year: 2017 ident: 10.1016/j.asoc.2018.04.030_bib0230 article-title: A comparison of dictionary building methods for sentiment analysis in software engineering text publication-title: ACM/IEEE International Symposium on Empirical Software Engineering and Measurement – volume: 263 start-page: 332 year: 2015 ident: 10.1016/j.asoc.2018.04.030_bib0125 article-title: Ant colony optimization for competency based learning objects sequencing in e-learning publication-title: Appl. Math. Comput. doi: 10.1016/j.amc.2015.04.067 – start-page: 134 year: 1991 ident: 10.1016/j.asoc.2018.04.030_bib0200 article-title: Distributed optimization by ant colonies – volume: 53 start-page: 273 issue: 2 year: 2009 ident: 10.1016/j.asoc.2018.04.030_bib0145 article-title: A learning style classification mechanism for e-learning publication-title: Comput. Educ. doi: 10.1016/j.compedu.2009.02.008 – volume: 552 start-page: 413 year: 2017 ident: 10.1016/j.asoc.2018.04.030_bib0130 article-title: A method proposed for estimating depressed feeling tendencies of social media users utilizing their data, in proceedings of the 16th international conference on hybrid intelligent systems (HIS) publication-title: Adv. Intell. Syst. Comput. doi: 10.1007/978-3-319-52941-7_41 – start-page: 287 year: 2016 ident: 10.1016/j.asoc.2018.04.030_bib0220 – volume: 17 start-page: 117 issue: 5 year: 2014 ident: 10.1016/j.asoc.2018.04.030_bib0095 article-title: Social network analysis of the influences of educational reforms on teachers’ practices and interactions publication-title: Zeitschrift für Erziehungswissenschaft doi: 10.1007/s11618-014-0554-x – volume: 29 start-page: 237 issue: 1 year: 2010 ident: 10.1016/j.asoc.2018.04.030_bib0270 article-title: Information retrieval with concept-based pseudo-relevance feedback in MEDLINE publication-title: Knowl. Inf. Syst. doi: 10.1007/s10115-010-0327-7 – volume: 92 start-page: 403 year: 2018 ident: 10.1016/j.asoc.2018.04.030_bib0240 article-title: Influential user weighted sentiment analysis on topic based microblogging community publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2017.10.006 – volume: 90 start-page: 414 year: 2017 ident: 10.1016/j.asoc.2018.04.030_bib0030 article-title: A comprehensive adaptive system for e-learning of foreign languages publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2017.08.019 – volume: 405 start-page: 107 year: 2017 ident: 10.1016/j.asoc.2018.04.030_bib0185 article-title: Combining trust and skills evaluation to form e-Learning classes in online social networks publication-title: Inf. Sci. doi: 10.1016/j.ins.2017.04.002 |
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