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Combining Evidence with Logic and Preferences to Learn Relations from Structured Few Sparse Textual Data

Nadia Zerida, Khaldoun Zreik
2009 unpublished
In the literature, it is commonly believed that learning from few data problem can be resolved by using classifiers that consider interclass relationships.  ...  In this work, we will adopt this point of view in learning from few sparse textual data, essentially, by considering the sparseness of the latter as a good support for inducing theories about generalization  ...  INTRODUCTION Learning from few sparse textual data represents a new important need of emergent applications on the web, especially in scientific monitoring domain and many of fields in security.  ... 
doi:10.14236/ewic/isiict2009.2 fatcat:m3xwll72wvampmsm276ku7j4tq

Investigation of Generic and Subject-Specific Learning Preferences of First-year Medical Students

Mustafa Serdar Koksal, Kübra Açıkgül, Recep Aslaner
2013 Education in Medicine Journal  
In addition, subjectspecific and generic learning preferences of the participants differ from each other when learning preferences are considered by focusing learning task.  ...  The relationship between generic and subject-specific learning preferences was non-significant while the relationship between math and science-related learning preferences was significant.  ...  In Figure 3 , the preferences of the students for learning science-related and math-related subjects are presented After the codes were analyzed as a separate data set, they were also analyzed for the  ... 
doi:10.5959/eimj.v5i3.151 fatcat:jcbsfebzardv3d4idmkhe5ype4

UNIVERSITY EFL STUDENTS' LANGUAGE PREFERENCES DURING ONLINE LEARNING CLASSES

Pingkan Wulandari D. Mokoginta, Hasanuddin Fatsah, Abid
2022 International Journal of Education and Social Science Research  
The data were collected through interview sessions via Zoom meeting and observation fieldnotes in online learning class.  ...  The participants were from English Department students in sixth semester who enrolled into the Seminar on Language class. To analyse the data, thematic analysis was used for this research.  ...  The researcher will collect the data from students who are currently learning on Seminar on Language in the same class.  ... 
doi:10.37500/ijessr.2022.5107 fatcat:ehpe3dmqt5gebmyavsrsy6jv5a

The relation between prospective teachers and their parents learning styles
English

Vural Levent
2016 Educational Research and Reviews  
The data obtained from Kolb Learning Style Inventory suggest that there is no relation between the learning styles of teacher candidates and those of their parents.  ...  However, the data set from Grasha-Riechmann Student Learning Style Inventory displays a medium level relation between the learning styles of participating teacher candidates and that of their parents.  ...  relation between the learning styles of pre-service teachers and those of their mothers has been identified in terms of the data set obtained from Grasha-Riechmann learning style inventory.  ... 
doi:10.5897/err2016.2637 fatcat:s7oa3oarjfdspbv6rku2xsaqeq

Collectively Embedding Multi-Relational Data for Predicting User Preferences [article]

Nitish Gupta, Sameer Singh
2015 arXiv   pre-print
By learning a set of embeddings that are shared across all the relations, the model is able to incorporate observed information from all the relations, while also predicting all the relations of interest  ...  Instead of creating customized methods that are specific to each type of evidences, in this paper we present a generic approach to factorization of relational data that collectively models all the relations  ...  We will also investigate applications of this model on relational databases from other domains.  ... 
arXiv:1504.06165v1 fatcat:xzritz4r5fcmtbwvw4mi4aj2ue

Learning Styles through Visual, Auditory and Kinesthetic (VAK) Scale

2020 Indian Journal of Forensic Medicine & Toxicology  
consisting of questions related to different learning style i.e. visual, auditory and kinesthetic.  ...  Nursing students come from different colleges and settings when admitted to nursing colleges, they have different learning style preferences but as they progress in each level the preference of learning  ...  Analysis of data related to preferences of learning styles Section 1: Demographic profile of nursing students.  ... 
doi:10.37506/ijfmt.v14i4.12218 fatcat:zaf7wkx6ybd5zlcizqrxif3zau

Preference Learning [chapter]

Johannes Fürnkranz, Eyke Hüllermeier
2017 Encyclopedia of Machine Learning and Data Mining  
To this end, two particular learning scenarios will be sketched, namely learning from label preferences and learning from object preferences.  ...  Just as other types of complex learning tasks, preference learning deviates strongly from the standard problems of classification and regression.  ...  A corresponding method for learning the functions fi(·), i = 1 . . . c, from training data has been proposed in [4] .  ... 
doi:10.1007/978-1-4899-7687-1_667 fatcat:hbtjoo5umbc73fpi7526samdi4

Mining Implicit Entity Preference from User-Item Interaction Data for Knowledge Graph Completion via Adversarial Learning [article]

Gaole He, Junyi Li, Wayne Xin Zhao, Peiju Liu, Ji-Rong Wen
2020 arXiv   pre-print
The discriminator takes the learned useful information from user interaction data as input, and gradually enhances the evaluation capacity in order to identify the fake samples generated by the generator  ...  Our generator is isolated from user interaction data, and serves to improve the performance of the discriminator.  ...  We design an elaborate collaborative learning algorithms for learning implicit entity preference of users from their interaction data.  ... 
arXiv:2003.12718v3 fatcat:oqmheyperrcepadai77a2hoj2u

New Approach for selecting the most Desirable Options in a Learning Setting
English

Sylvia Encheva
2015 International Journal of Engineering Trends and Technoloy  
While data is collected from single users, general settings are usually made to serve groups of people.  ...  Learners' preferences play significant role in effectiveness of a study process. Individual preferences and group preferences however may differ considerably.  ...  An interesting line of research is related to connecting learning styles and learning preferences.  ... 
doi:10.14445/22315381/ijett-v24p223 fatcat:wgrl44kwefdn3burfyzlpxmcki

The 21st Century Instruction: The Relationship between Learning Style and Media Using

Sayamon Insaard
2018 International Journal of Information and Education Technology  
Three ranks of learning styles of undergraduate students of Ramkhamhaeng University were 1) Kinesthetic Major Learning Style Preference (KLS) ( x = 4.08, S.D.= 0.56) 2) Auditory Major Learning Style Preference  ...  KLS, and GLS significantly related to all types of media using at the level of .01, and individual learning style (ILS) had no relationship to the lecturing of professors.  ...  From Fig. 1 the data analysis on learning styles of the learners in overview was at the level of "much".  ... 
doi:10.18178/ijiet.2018.8.8.1103 fatcat:5f2d6ydlojcg7enbms6tsadd3a

Learning Preference Models from Data: On the Problem of Label Ranking and Its Variants [chapter]

Eyke Hüllermeier, Johannes Fürnkranz
2008 Preferences and Similarities  
The term "preference learning" refers to the application of machine learning methods for inducing preference models from empirical data.  ...  Our approach for learning such a ranking function, called ranking by pairwise comparison (RPC), first induces a binary preference relation from suitable training data, using a natural extension of pairwise  ...  Roughly speaking, preference learning is concerned with learning preference models from observed data.  ... 
doi:10.1007/978-3-211-85432-7_12 fatcat:jfd6sndshza33lbqepr3kwz6ay

Evidence-Based Online Course Development Practices Using Three Years of Incoming Student Data

Robert G. Crosby III, Dirk Davis, Riste Simnjanovski
2015 US-China Education Review. A  
The present study utilizes three years of incoming student data (N = 1,776) from a mid-sized online Christian university to determine whether students' average online reading speed and learning style preferences  ...  Knowledge of university students' reading speed and learning style preferences allows online course designers to more effectively meet the academic needs of all learners.  ...  Limitations We analyzed incoming student data from predominantly non-traditional students in an online degree completion program.  ... 
doi:10.17265/2161-623x/2015.09a.003 fatcat:ej67iozaevhylg5rnchk2t5kxu

Effects of a school reform on longitudinal stability of students' preferences with regard to education

Karen D. Könings, Saskia Brand-Gruwel, Jan Elen
2011 British Journal of Educational Psychology  
Additionally, data on learning performances were collected. Results. The results showed stability on preferences for almost all studied characteristics of the learning environment.  ...  Learning-related student characteristics, like processing strategies and motivational orientations, were measured with the Inventory of Learning Styles.  ...  Stability of Preferences 27  ... 
doi:10.1111/j.2044-8279.2011.02044.x pmid:22881052 fatcat:lddzrwkblfgb5ed27ynriasspy

Toward a Fully Automatic Learner Modeling Based on Web Usage Mining with Respect to Educational Preferences and Learning Styles

Mohamed Koutheair Khribi, Mohamed Jemni, Olfa Nasraoui, Sabine Graf, Kinshuk
2013 2013 IEEE 13th International Conference on Advanced Learning Technologies  
All the basic learners' information is inferred from the learners' online activities and usage data, based on web usage mining techniques and a literature-based approach for the automatic detection of  ...  preferences are composed of the learner's preferences (in terms of the specific attributes of the visited learning objects) and his/her learning style.  ...  Furthermore, the learner's preferences and learning style are automatically inferred from tracked usage data, collected from the learning management system database, based on web usage mining techniques  ... 
doi:10.1109/icalt.2013.123 dblp:conf/icalt/KhribiJNGK13 fatcat:hfrork3dtzbn3himsnoyj2jp6i

The Relation Between Readiness for Self-learning and Learning Style Preferences Among Nursing Students

ahmed megahed, Samia Adam, Marwa Mohamed Abdel Aleem
2019 Port Said Scientific Journal of Nursing  
Therefore, awareness of learning styles should be promoted. Aim: the study aimed to study the relation between readiness f0r self-learning and learning style preferences am0ng nursing students.  ...  Conclusion: The study findings concluded that there was no statistically significant relation between selfdirected learning readiness and learning style.  ...  Concerning the relation between SDLR and preferred learning style DISCUSSION: The aim of this study is study readiness for self-learning and learning style preferences among nursing students at Port-Said  ... 
doi:10.21608/pssjn.2019.19801.1004 fatcat:qoho6fmwrzdlnethr7ejf67idu
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