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1

Implementing AutoML in Educational Data Mining for Prediction Tasks

Tsiakmaki, Maria, Kostopoulos, Georgios, Kotsiantis, Sotiris, Ragos, Omiros

Journal:

Applied Sciences

Year:

2019

Language:

english

File:

PDF, 2.85 MB

english, 2019

2

Combining bagging, boosting, rotation forest and random subspace methods

Sotiris Kotsiantis

Journal:

Artificial Intelligence Review

Year:

2011

Language:

english

File:

PDF, 236 KB

english, 2011

3

Increasing the accuracy of incremental naive bayes classifier using instance based learning

Sotiris Kotsiantis

Journal:

International Journal of Control, Automation and Systems

Year:

2013

Language:

english

File:

PDF, 386 KB

english, 2013

4

Locally application of naive Bayes for self-training

Karlos, Stamatis, Fazakis, Nikos, Panagopoulou, Angeliki-Panagiota, Kotsiantis, Sotiris, Sgarbas, Kyriakos

Journal:

Evolving Systems

Year:

2017

Language:

english

File:

PDF, 814 KB

english, 2017

5

Special issue on âIntelligent and fuzzy systems in data science and big dataâ

Tomasiello, Stefania, Feng, Feng, Kotsiantis, Sotiris, Khastan, Alireza

Journal:

Evolutionary Intelligence

Year:

2020

File:

PDF, 262 KB

2020

6

[IEEE 2007 International Conference on Convergence Information Technology (ICCIT 2007) - Gyeongju-si, Gyeongbuk, Korea (2007.11.21-2007.11.23)] 2007 International Conference on Convergence Information Technology (ICCIT 2007) - Lazy MetaCost Naive Bayes

Kotsiantis, Sotiris, Kanellopoulos, Dimitris

Year:

2007

Language:

english

File:

PDF, 241 KB

english, 2007

7

Educational data mining: a case study for predicting dropout-prone students

Kotsiantis, Sotiris

Journal:

International Journal of Knowledge Engineering and Soft Data Paradigms

Year:

2009

Language:

english

File:

PDF, 191 KB

english, 2009

8

[IEEE 2007 International Conference on Convergence Information Technology (ICCIT 2007) - Gyeongju-si, Gyeongbuk, Korea (2007.11.21-2007.11.23)] 2007 International Conference on Convergence Information Technology (ICCIT 2007) - Lazy MetaCost Naive Bayes

Kotsiantis, Sotiris, Kanellopoulos, Dimitris

Year:

2007

Language:

english

File:

PDF, 241 KB

english, 2007

9

Using learning analytics to identify successful learners in a blended learning course

Kotsiantis, Sotiris, Tselios, Nikolaos, Filippidi, Andromahi, Komis, Vassilis

Journal:

International Journal of Technology Enhanced Learning

Year:

2013

Language:

english

File:

PDF, 426 KB

english, 2013

10

Forecasting students' success in an open university

Kostopoulos, George, Kotsiantis, Sotiris, Pierrakeas, Christos, Koutsonikos, Giannis, Gravvanis, George A.

Journal:

International Journal of Learning Technology

Year:

2018

Language:

english

File:

PDF, 420 KB

english, 2018

11

Semi-supervised regression: A recent review

Kostopoulos, Georgios, Karlos, Stamatis, Kotsiantis, Sotiris, Ragos, Omiros

Journal:

Journal of Intelligent & Fuzzy Systems

Year:

2018

Language:

english

File:

PDF, 517 KB

english, 2018

12

[IEEE 2018 9th International Conference on Information, Intelligence, Systems and Applications (IISA) - Zakynthos, Greece (2018.7.23-2018.7.25)] 2018 9th International Conference on Information, Intelligence, Systems and Applications (IISA) - Measuring Engagement to Assess Performance of Students in Distance Learning

Gkontzis, Andreas F., Panagiotakopoulos, Chris T., Kotsiantis, Sotiris, Verykios, Vassilios S.

Year:

2018

File:

PDF, 9 KB

2018

13

Implementing AutoML in Educational Data Mining for Prediction Tasks

Tsiakmaki, Maria, Kostopoulos, Georgios, Kotsiantis, Sotiris, Ragos, Omiros

Journal:

Applied Sciences

Year:

2019

File:

PDF, 2.85 MB

2019

14

A predictive analytics framework as a countermeasure for attrition of students

Gkontzis, Andreas F., Kotsiantis, Sotiris, Panagiotakopoulos, Christos T., Verykios, Vassilios S.

Journal:

Interactive Learning Environments

Year:

2019

Language:

english

File:

PDF, 2.15 MB

english, 2019

15

Transfer Learning from Deep Neural Networks for Predicting Student Performance

Tsiakmaki, Maria, Kostopoulos, Georgios, Kotsiantis, Sotiris, Ragos, Omiros

Journal:

Applied Sciences

Year:

2020

File:

PDF, 776 KB

2020

16

An active learning ensemble method for regression tasks

Fazakis, Nikos, Kostopoulos, Georgios, Karlos, Stamatis, Kotsiantis, Sotiris, Sgarbas, Kyriakos

Journal:

Intelligent Data Analysis

Year:

2020

File:

PDF, 3.27 MB

2020

17

Explainable Machine Learning Framework for Image Classification Problems: Case Study on Glioma Cancer Prediction

Pintelas, Emmanuel, Liaskos, Meletis, Livieris, Ioannis E., Kotsiantis, Sotiris, Pintelas, Panagiotis

Journal:

Journal of Imaging

Year:

2020

File:

PDF, 10.07 MB

2020

18

Evaluating and recommending Greek newspapers' websites using clustering

Kanellopoulos, Dimitris, Kotsiantis, Sotiris

Journal:

Program electronic library & information systems

Year:

2012

Language:

english

File:

PDF, 293 KB

english, 2012

19

[IEEE 2009 International Conference on Information and Financial Engineering, ICIFE - Singapore, Singapore (2009.04.17-2009.04.20)] 2009 International Conference on Information and Financial Engineering - On Implementing an Ontology-Based Portal for Intelligent Bankruptcy Prediction

Kotsiantis, Sotiris, Kanellopoulos, Dimitris, Karioti, Vasiliki, Tampakas, Vasilis

Year:

2009

Language:

english

File:

PDF, 353 KB

english, 2009

20

[IEEE 2008 12th Panhellenic Conference on Informatics - Samos, Greece (2008.08.28-2008.08.30)] 2008 Panhellenic Conference on Informatics - Stacking Cost Sensitive Models

Kotsiantis, Sotiris

Year:

2008

Language:

english

File:

PDF, 231 KB

english, 2008

21

[IEEE 2008 12th Panhellenic Conference on Informatics - Samos, Greece (2008.08.28-2008.08.30)] 2008 Panhellenic Conference on Informatics - Local Grading of Learners

Kotsiantis, Sotiris

Year:

2008

Language:

english

File:

PDF, 219 KB

english, 2008

22

[IEEE 2007 International Conference on Convergence Information Technology (ICCIT 2007) - Gyeongju-si, Gyeongbuk, Korea (2007.11.21-2007.11.23)] 2007 International Conference on Convergence Information Technology (ICCIT 2007) - Local Selective Voting

Kotsiantis, Sotiris, Kanellopoulos, Dimitris

Year:

2007

Language:

english

File:

PDF, 215 KB

english, 2007

23

Bagging and boosting variants for handling classifications problems: a survey

Kotsiantis, Sotiris B.

Journal:

The Knowledge Engineering Review

Year:

2014

Language:

english

File:

PDF, 353 KB

english, 2014

24

[IEEE 2007 IEEE Conference on Emerging Technologies & Factory Automation (EFTA 2007) - Patras, Greece (2007.09.25-2007.09.28)] 2007 IEEE Conference on Emerging Technologies & Factory Automation (EFTA 2007) - Towards an ontology-based system for intelligent prediction of firms with fraudulent financial statements

Kanellopoulos, Dimitris, Kotsiantis, Sotiris, Tampakas, Vasilis

Year:

2007

Language:

english

File:

PDF, 1.52 MB

english, 2007

25

[ACM Press the 19th Panhellenic Conference - Athens, Greece (2015.10.01-2015.10.03)] Proceedings of the 19th Panhellenic Conference on Informatics - PCI '15 - Estimating student dropout in distance higher education using semi-supervised techniques

Kostopoulos, Georgios, Kotsiantis, Sotiris, Pintelas, Panagiotis

Year:

2015

Language:

english

File:

PDF, 293 KB

english, 2015

26

Application of association and decision rules on intellectual capital

Manolopoulou, Eirini, Kotsiantis, Sotiris, Tzelepis, Dimitris

Journal:

Knowledge Management Research & Practice

Year:

2015

Language:

english

File:

PDF, 157 KB

english, 2015

27

[ACM Press the 19th Panhellenic Conference - Athens, Greece (2015.10.01-2015.10.03)] Proceedings of the 19th Panhellenic Conference on Informatics - PCI '15 - Combining random forest and support vector machines for semi-supervised learning

Aridas, Christos, Kotsiantis, Sotiris

Year:

2015

Language:

english

File:

PDF, 421 KB

english, 2015

28

Bagging different instead of similar models for regression and classification problems

Kotsiantis, Sotiris B., Kanellopoulos, Dimitris N.

Journal:

International Journal of Computer Applications in Technology

Year:

2010

Language:

english

File:

PDF, 260 KB

english, 2010

29

[IEEE 2008 Third International Conference on Convergence and Hybrid Information Technology (ICCIT) - Busan, Korea (2008.11.11-2008.11.13)] 2008 Third International Conference on Convergence and Hybrid Information Technology - Multi-instance Learning for Predicting Fraudulent Financial Statements

Kotsiantis, Sotiris, Kanellopoulos, Dimitris

Year:

2008

Language:

english

File:

PDF, 263 KB

english, 2008

30

[IEEE 2008 Fourth International Conference on Networked Computing and Advanced Information Management (NCM) - Gyeongju, South Korea (2008.09.2-2008.09.4)] 2008 Fourth International Conference on Networked Computing and Advanced Information Management - Applying Machine Learning Techniques for Environmental Reporting

Kotsiantis, Sotiris, Kanellopoulos, Dimitris

Year:

2008

Language:

english

File:

PDF, 265 KB

english, 2008

31

[IEEE 2008 Third International Conference on Convergence and Hybrid Information Technology (ICCIT) - Busan, Korea (2008.11.11-2008.11.13)] 2008 Third International Conference on Convergence and Hybrid Information Technology - Multi-instance Learning for Bankruptcy Prediction

Kotsiantis, Sotiris, Kanellopoulos, Dimitris

Year:

2008

Language:

english

File:

PDF, 262 KB

english, 2008

32

[IEEE 2015 6th International Conference on Information, Intelligence, Systems and Applications (IISA) - Corfu, Greece (2015.7.6-2015.7.8)] 2015 6th International Conference on Information, Intelligence, Systems and Applications (IISA) - Integrating global and local boosting

Lipitakis, Anastasia-Dimitra, Antzoulatos, Gerasimos S., Kotsiantis, Sotiris, Vrahatis, Michael N.

Year:

2015

Language:

english

File:

PDF, 238 KB

english, 2015

33

[IEEE 2007 International Conference on Convergence Information Technology (ICCIT 2007) - Gyeongju-si, Gyeongbuk, Korea (2007.11.21-2007.11.23)] 2007 International Conference on Convergence Information Technology (ICCIT 2007) - Local Selective Voting

Kotsiantis, Sotiris, Kanellopoulos, Dimitris

Year:

2007

Language:

english

File:

PDF, 215 KB

english, 2007

34

[IEEE 2015 6th International Conference on Information, Intelligence, Systems and Applications (IISA) - Corfu, Greece (2015.7.6-2015.7.8)] 2015 6th International Conference on Information, Intelligence, Systems and Applications (IISA) - Combining ensembles algorithms of symbolic learners

Lipitakis, Anastasia-Dimitra, Kotsiantis, Sotiris

Year:

2015

Language:

english

File:

PDF, 243 KB

english, 2015

35

Towards an ontology-based system for intelligent prediction of student dropouts in distance education

Kanellopoulos, Dimitris, Kotsiantis, Sotiris

Journal:

International Journal of Management in Education

Year:

2008

Language:

english

File:

PDF, 844 KB

english, 2008

36

Cascade generalisation for ordinal problems

Kotsiantis, Sotiris, Kanellopoulos, Dimitris

Journal:

International Journal of Artificial Intelligence and Soft Computing

Year:

2010

Language:

english

File:

PDF, 349 KB

english, 2010

37

Handling imbalanced data sets with a modification of Decorate algorithm

Kotsiantis, Sotiris B.

Journal:

International Journal of Computer Applications in Technology

Year:

2008

Language:

english

File:

PDF, 898 KB

english, 2008

38

Locally application of random subspace with simple Bayesian classifier

Kotsiantis, Sotiris B.

Journal:

International Journal of Data Mining Modelling and Management

Year:

2009

Language:

english

File:

PDF, 532 KB

english, 2009

39

[IEEE 2016 7th International Conference on Information, Intelligence, Systems & Applications (IISA) - Chalkidiki, Greece (2016.7.13-2016.7.15)] 2016 7th International Conference on Information, Intelligence, Systems & Applications (IISA) - Self-labeled Hidden Naive Bayes algorithm for semi-supervised classification

Fazakis, Nikos, Karlos, Stamatis, Kotsiantis, Sotiris, Sgarbas, Kyrgiakos

Year:

2016

Language:

english

File:

PDF, 266 KB

english, 2016

40

[IEEE 2016 7th International Conference on Information, Intelligence, Systems & Applications (IISA) - Chalkidiki, Greece (2016.7.13-2016.7.15)] 2016 7th International Conference on Information, Intelligence, Systems & Applications (IISA) - Effectiveness of semi-supervised learning in bankruptcy prediction

Karlos, Stamatis, Kotsiantis, Sotiris, Fazakis, Nikos, Sgarbas, Kyrgiakos

Year:

2016

Language:

english

File:

PDF, 685 KB

english, 2016

41

Self-trained Rotation Forest for semi-supervised learning

Fazakis, Nikos, Karlos, Stamatis, Kotsiantis, Sotiris, Sgarbas, Kyriakos

Journal:

Journal of Intelligent & Fuzzy Systems

Year:

2017

Language:

english

File:

PDF, 1.08 MB

english, 2017

42

[ACM Press the 20th Pan-Hellenic Conference - Patras, Greece (2016.11.10-2016.11.12)] Proceedings of the 20th Pan-Hellenic Conference on Informatics - PCI '16 - Semi-supervised forecasting of fraudulent financial statements

Karlos, Stamatis, Fazakis, Nikos, Kotsiantis, Sotiris, Sgarbas, Kyriakos

Year:

2016

Language:

english

File:

PDF, 856 KB

english, 2016

43

[ACM Press the 20th Pan-Hellenic Conference - Patras, Greece (2016.11.10-2016.11.12)] Proceedings of the 20th Pan-Hellenic Conference on Informatics - PCI '16 - Automated hand gesture recognition for educational applications

Kazllarof, Vangjel, Karlos, Stamatis, Panagopoulou, Angeliki-Panagiota, Kotsiantis, Sotiris

Year:

2016

Language:

english

File:

PDF, 376 KB

english, 2016

44

Self-Trained Stacking Model for Semi-Supervised Learning

Karlos, Stamatis, Fazakis, Nikos, Kotsiantis, Sotiris, Sgarbas, Kyriakos

Journal:

International Journal of Artificial Intelligence Tools

Year:

2017

Language:

english

File:

PDF, 1.82 MB

english, 2017

45

Hybrid local boosting utilizing unlabeled data in classification tasks

Aridas, Christos K., Kotsiantis, Sotiris B., Vrahatis, Michael N.

Journal:

Evolving Systems

Year:

2017

Language:

english

File:

PDF, 1.14 MB

english, 2017

46

[ACM Press the 21st Pan-Hellenic Conference - Larissa, Greece (2017.09.28-2017.09.30)] Proceedings of the 21st Pan-Hellenic Conference on Informatics - PCI 2017 - Automated hand gesture recognition exploiting Active Learning methods

Kazllarof, Vangjel, Karlos, Stamatis, Kotsiantis, Sotiris, Xenos, Michalis

Year:

2017

Language:

english

File:

PDF, 532 KB

english, 2017

47

[IEEE 2017 8th International Conference on Information, Intelligence, Systems & Applications (IISA) - Larnaca, Cyprus (2017.8.27-2017.8.30)] 2017 8th International Conference on Information, Intelligence, Systems & Applications (IISA) - Early dropout prediction in distance higher education using active learning

Kostopoulos, Georgios, Kotsiantis, Sotiris, Ragos, Omiros, Grapsa, Theodoula N.

Year:

2017

Language:

english

File:

PDF, 405 KB

english, 2017

48

[IEEE 2017 8th International Conference on Information, Intelligence, Systems & Applications (IISA) - Larnaca, Cyprus (2017.8.27-2017.8.30)] 2017 8th International Conference on Information, Intelligence, Systems & Applications (IISA) - Enhancing high school students' performance based on semi-supervised methods

Kostopoulos, Georgios, Livieris, Ioannis E., Kotsiantis, Sotiris, Tampakas, Vassilis

Year:

2017

Language:

english

File:

PDF, 415 KB

english, 2017

49

[IEEE 2018 IEEE Conference on Evolving and Adaptive Intelligent Systems (EAIS) - Rhodes, Greece (2018.5.25-2018.5.27)] 2018 IEEE Conference on Evolving and Adaptive Intelligent Systems (EAIS) - An incremental self-trained ensemble algorithm

Karlos, Stamatis, Fazakis, Nikos, Kalleris, Konstantinos, Kanas, Vasileios G., Kotsiantis, Sotiris

Year:

2018

Language:

english

File:

PDF, 274 KB

english, 2018

50

Self-Trained LMT for Semisupervised Learning

Fazakis, Nikos, Karlos, Stamatis, Kotsiantis, Sotiris, Sgarbas, Kyriakos

Journal:

Computational Intelligence and Neuroscience

Year:

2016

Language:

english

File:

PDF, 1.61 MB

english, 2016

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