Initial commit.

I'm working on Entregable 2.  tab:objetivos-resultados-verificacion
is too long.  I'm trying to convert it to longtable object.

1 files changed, 632 insertions, 0 deletions

diff --git a/thesis.bib b/thesis.bib
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--- /dev/null
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+# Citas necesarias para la investigacion
+# ======================================
+
+@article{Kitchenham2007,
+    author = {B. Kitchenham and S Charters},
+    title = {Guidelines for performing Systematic Literature Reviews in Software Engineering},
+    year = {2007}
+}
+
+@article{Petticrew2006,
+author = {Petticrew, Mark and Roberts, Helen},
+title = {Systematic Reviews in the Social Sciences},
+year  = {2006},
+publisher = {Blackwell Publishing},
+ISBN = {978-1-4051-2110-1}
+}
+
+@article{Doll2013,                                           
+author = {Jonathan Jacob Doll and Zohreh Eslami and Lynne Walters},              
+title ={Understanding Why Students Drop Out of High School, According to Their Own Reports: Are They Pushed or Pulled, or Do They Fall Out? A Comparative Analysis of Seven Nationally Representative Studies},
+journal = {SAGE Open},                                                           
+volume = {3},                                                                    
+number = {4},                                                                    
+pages = {2158244013503834},                                                      
+year = {2013},                                                                   
+doi = {10.1177/2158244013503834},
+URL = {https://doi.org/10.1177/2158244013503834}
+}
+
+% @misc{PUCP2019SaludMental,
+%     author = {Fiorella Palmieri},
+%     year = {2019},
+%     title = {Mentes saludables},
+%     url = {https://puntoedu.pucp.edu.pe/noticia/mentes-saludables/}
+% }
+
+@article{PUCP2019SaludMental,
+ author  = {Fiorella Palmieri},
+ date    = {2019-06-14},
+ title   = {Mentes saludables},
+ journal = {Punto EDU},
+ url     = {https://puntoedu.pucp.edu.pe/noticia/mentes-saludables/},
+ urldate = {2023-03-23}
+}
+
+@online{DescubrePUCP,
+  author = {Descubre PUCP},
+  title = {Oficina de Orientación, Información y Apoyo al Estudiante (OOIA)},
+  % year = 1999,
+  url = {https://descubre.pucp.edu.pe/poi/dir036},
+  urldate = {2023-03-26}
+}
+
+% https://facultad.pucp.edu.pe/generales-ciencias/nosotros/oficinas/bienestar-ciencias/
+
+@book{ACM2020-Curricula,
+    author = {{CC2020 Task Force}},
+    title = {Computing Curricula 2020: Paradigms for Global Computing Education},
+    year = {2020},
+    isbn = {9781450390590},
+    publisher = {Association for Computing Machinery},
+    address = {New York, NY, USA},
+    pages={19, 20}
+}
+
+# Estudios primarios (new)
+
+# Scopus
+# EXPORT DATE: 10 April 2023
+
+@ARTICLE{Shilbayeh2021562,
+    author={Shilbayeh, S. and Abonamah, A.},
+    title={Predicting student enrolments and attrition patterns in higher educational institutions using machine learning},
+    journal={International Arab Journal of Information Technology},
+    year={2021},
+    volume={18},
+    number={4},
+    pages={562-567},
+    doi={10.34028/18/4/8},
+    note={cited By 4},
+    url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-85110631056&doi=10.34028%2f18%2f4%2f8&partnerID=40&md5=df6ca88561c04dc1b9a2b670dbfd7939},
+    publisher={Zarka Private University},
+    document_type={Article},
+    source={Scopus},
+}
+
+@ARTICLE{Perez202157,
+    author={Perez, J.G. and Perez, E.S.},
+    title={Predicting Student Program Completion Using Naïve Bayes Classification Algorithm},
+    journal={International Journal of Modern Education and Computer Science},
+    year={2021},
+    volume={13},
+    number={3},
+    pages={57-67},
+    doi={10.5815/IJMECS.2021.03.05},
+    note={cited By 5},
+    url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-85126148117&doi=10.5815%2fIJMECS.2021.03.05&partnerID=40&md5=4b2a1120d172ab019073da333d6b3b38},
+    publisher={Modern Education and Computer Science Press},
+    document_type={Article},
+    source={Scopus},
+}
+
+@ARTICLE{Alwarthan2022107649,
+    author={Alwarthan, S. and Aslam, N. and Khan, I.U.},
+    title={An Explainable Model for Identifying At-Risk Student at Higher Education},
+    journal={IEEE Access},
+    year={2022},
+    volume={10},
+    pages={107649-107668},
+    doi={10.1109/ACCESS.2022.3211070},
+    note={cited By 1},
+    url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-85139451582&doi=10.1109%2fACCESS.2022.3211070&partnerID=40&md5=e57c9f6d41059efe172d9a82d5ab4747},
+    publisher={Institute of Electrical and Electronics Engineers Inc.},
+    document_type={Article},
+    source={Scopus},
+}
+
+@ARTICLE{Khan2021,
+    author={Khan, I. and Ahmad, A.R. and Jabeur, N. and Mahdi, M.N.},
+    title={An artificial intelligence approach to monitor student performance and devise preventive measures},
+    journal={Smart Learning Environments},
+    year={2021},
+    volume={8},
+    number={1},
+    doi={10.1186/s40561-021-00161-y},
+    art_number={17},
+    note={cited By 6},
+    url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-85114501475&doi=10.1186%2fs40561-021-00161-y&partnerID=40&md5=c57ce71f62d6094a3bfd9f3196600e0b},
+    publisher={Springer},
+    document_type={Article},
+    source={Scopus},
+}
+
+@ARTICLE{Sahlaoui2021152688,
+    author={Sahlaoui, H. and Alaoui, E.A.A. and Nayyar, A. and Agoujil, S. and Jaber, M.M.},
+    title={Predicting and Interpreting Student Performance Using Ensemble Models and Shapley Additive Explanations},
+    journal={IEEE Access},
+    year={2021},
+    volume={9},
+    pages={152688-152703},
+    doi={10.1109/ACCESS.2021.3124270},
+    note={cited By 4},
+    url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-85118542795&doi=10.1109%2fACCESS.2021.3124270&partnerID=40&md5=a74d7ccee09d0dd0051f1bb714a4aef9},
+    publisher={Institute of Electrical and Electronics Engineers Inc.},
+    document_type={Article},
+    source={Scopus},
+}
+
+@ARTICLE{Segura2022,
+    author={Segura, M. and Mello, J. and Hernández, A.},
+    title={Machine Learning Prediction of University Student Dropout: Does Preference Play a Key Role?},
+    journal={Mathematics},
+    year={2022},
+    volume={10},
+    number={18},
+    doi={10.3390/math10183359},
+    art_number={3359},
+    note={cited By 2},
+    url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-85138658944&doi=10.3390%2fmath10183359&partnerID=40&md5=714776e99fdd4866906ed0bd946e2859},
+    publisher={MDPI},
+    document_type={Article},
+    source={Scopus},
+}
+
+@ARTICLE{Latif20221051,
+    author={Latif, G. and Alghazo, R. and Pilotti, M.A.E. and Ben Brahim, G.},
+    title={Identifying "At-Risk" Students: An AI-based Prediction Approach},
+    journal={International Journal of Computing and Digital Systems},
+    year={2022},
+    volume={11},
+    number={1},
+    pages={1051-1059},
+    doi={10.12785/ijcds/110184},
+    note={cited By 3},
+    url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-85129619369&doi=10.12785%2fijcds%2f110184&partnerID=40&md5=d9c778ef345bc44eeb1d2ce088ea07ef},
+    publisher={University of Bahrain},
+    document_type={Article},
+    source={Scopus},
+}
+
+@ARTICLE{Balaji2021,
+    author={Balaji, P. and Alelyani, S. and Qahmash, A. and Mohana, M.},
+    title={Contributions of machine learning models towards student academic performance prediction: A systematic review},
+    journal={Applied Sciences (Switzerland)},
+    year={2021},
+    volume={11},
+    number={21},
+    doi={10.3390/app112110007},
+    art_number={10007},
+    note={cited By 8},
+    url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-85118180499&doi=10.3390%2fapp112110007&partnerID=40&md5=fe4637a240b2d35b24e90439cc932a3c},
+    publisher={MDPI},
+    document_type={Article},
+    source={Scopus},
+}
+
+@ARTICLE{Suhaimi20191,
+    author={Suhaimi, N.M. and Abdul-Rahman, S. and Mutalib, S. and Hamid, N.H.A. and Malik, A.M.A.},
+    title={Review on Predicting Students’ Graduation Time Using Machine Learning Algorithms},
+    journal={International Journal of Modern Education and Computer Science},
+    year={2019},
+    volume={11},
+    number={7},
+    pages={1-13},
+    doi={10.5815/ijmecs.2019.07.01},
+    note={cited By 18},
+    url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-85075745553&doi=10.5815%2fijmecs.2019.07.01&partnerID=40&md5=379a14480656e38f4b677cbd0557d3a2},
+    publisher={Modern Education and Computer Science Press},
+    document_type={Article},
+    source={Scopus},
+}
+
+@ARTICLE{Yağcı2022,
+    author={Yağcı, M.},
+    title={Educational data mining: prediction of students' academic performance using machine learning algorithms},
+    journal={Smart Learning Environments},
+    year={2022},
+    volume={9},
+    number={1},
+    doi={10.1186/s40561-022-00192-z},
+    art_number={11},
+    note={cited By 23},
+    url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-85126250565&doi=10.1186%2fs40561-022-00192-z&partnerID=40&md5=d7222b249dc6c3ad747777bc12596884},
+    publisher={Springer},
+    document_type={Article},
+    source={Scopus},
+}
+
+@ARTICLE{Fernandez-Garcia2021133076,
+    author={Fernandez-Garcia, A.J. and Preciado, J.C. and Melchor, F. and Rodriguez-Echeverria, R. and Conejero, J.M. and Sanchez-Figueroa, F.},
+    title={A real-life machine learning experience for predicting university dropout at different stages using academic data},
+    journal={IEEE Access},
+    year={2021},
+    volume={9},
+    pages={133076-133090},
+    doi={10.1109/ACCESS.2021.3115851},
+    note={cited By 7},
+    url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-85117054399&doi=10.1109%2fACCESS.2021.3115851&partnerID=40&md5=26a3796f13998d88470e95a739ba8ee6},
+    publisher={Institute of Electrical and Electronics Engineers Inc.},
+    document_type={Article},
+    source={Scopus},
+}
+
+@ARTICLE{Guzmán2022,
+    author={Guzmán, A. and Barragán, S. and Cala-Vitery, F.},
+    title={Comparative Analysis of Dropout and Student Permanence in Rural Higher Education},
+    journal={Sustainability (Switzerland)},
+    year={2022},
+    volume={14},
+    number={14},
+    doi={10.3390/su14148871},
+    art_number={8871},
+    note={cited By 1},
+    url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-85136408686&doi=10.3390%2fsu14148871&partnerID=40&md5=cb934fb25c47d243ba6aaa039bb73d45},
+    publisher={MDPI},
+    document_type={Article},
+    source={Scopus},
+}
+
+# IEEE
+
+@INPROCEEDINGS{8820813,
+  author={de O. Santos, Kelly J. and Menezes, Angelo G. and de Carvalho, Andre B. and Montesco, Carlos A. E.},
+  booktitle={2019 IEEE 19th International Conference on Advanced Learning Technologies (ICALT)}, 
+  title={Supervised Learning in the Context of Educational Data Mining to Avoid University Students Dropout}, 
+  year={2019},
+  volume={2161-377X},
+  number={},
+  pages={207-208},
+  doi={10.1109/ICALT.2019.00068}
+}
+
+@INPROCEEDINGS{8484847,
+  author={Perez, Boris and Castellanos, Camilo and Correal, Dario},
+  booktitle={2018 IEEE 1st Colombian Conference on Applications in Computational Intelligence (ColCACI)}, 
+  title={Applying Data Mining Techniques to Predict Student Dropout: A Case Study}, 
+  year={2018},
+  volume={},
+  number={},
+  pages={1-6},
+  doi={10.1109/ColCACI.2018.8484847}
+}
+
+@INPROCEEDINGS{9450735,
+  author={Chitti, Manjari and Chitti, Padmini and Jayabalan, Manoj},
+  booktitle={2020 13th International Conference on Developments in eSystems Engineering (DeSE)}, 
+  title={Need for Interpretable Student Performance Prediction}, 
+  year={2020},
+  volume={},
+  number={},
+  pages={269-272},
+  doi={10.1109/DeSE51703.2020.9450735}
+}
+
+
+
+# Estudios primarios (old)
+# ==================
+
+@article{Bedregal2020,
+author = {Norka Bedregal-Alpaca and Víctor Cornejo-Aparicio and Joshua Zárate-Valderrama and Pedro Yanque-Churo},
+title = {Classification Models for Determining Types of Academic Risk and Predicting Dropout in University Students},
+journal = {International Journal of Advanced Computer Science and Applications},
+doi = {10.14569/IJACSA.2020.0110133},
+url = {http://dx.doi.org/10.14569/IJACSA.2020.0110133},
+year = {2020},
+publisher = {The Science and Information Organization},
+volume = {11},
+number = {1}
+} 
+
+@Article{Aldowah2020,
+author={Aldowah, Hanan
+and Al-Samarraie, Hosam
+and Alzahrani, Ahmed Ibrahim
+and Alalwan, Nasser},
+title={Factors affecting student dropout in MOOCs: a cause and effect decision‐making model},
+journal={Journal of Computing in Higher Education},
+year={2020},
+month={08},
+day={01},
+volume={32},
+number={2},
+pages={429-454},
+issn={1867-1233},
+doi={10.1007/s12528-019-09241-y},
+url={https://doi.org/10.1007/s12528-019-09241-y}
+}
+
+@article{Alvarez2020,
+author = {Niurys Lázaro Alvarez and Zoraida Callejas and David Griol},
+title = {Predicting Computer Engineering students' dropout  in Cuban Higher Education with pre-enrollment  and early performance data},
+journal = {Journal of Technology and Science Education},
+volume = {10},
+number = {2},
+year = {2020},
+keywords = {Dropout, retention, promotion, higher education, data analysis, computer engineering, automatic classification},
+issn = {2013-6374},
+pages = {241--258},
+doi = {10.3926/jotse.922},
+url = {https://www.jotse.org/index.php/jotse/article/view/922}
+}
+
+@Article{Flores2022,
+AUTHOR = {Flores, Vaneza and Heras, Stella and Julian, Vicente},
+TITLE = {Comparison of Predictive Models with Balanced Classes Using the SMOTE Method for the Forecast of Student Dropout in Higher Education},
+JOURNAL = {Electronics},
+VOLUME = {11},
+YEAR = {2022},
+NUMBER = {3},
+ARTICLE-NUMBER = {457},
+URL = {https://www.mdpi.com/2079-9292/11/3/457},
+ISSN = {2079-9292},
+DOI = {10.3390/electronics11030457}
+}
+
+@Article{Moreira2022,
+AUTHOR = {Moreira da Silva, Diogo E. and Solteiro Pires, Eduardo J. and Reis, Arsénio and de Moura Oliveira, Paulo B. and Barroso, João},
+TITLE = {Forecasting Students Dropout: A UTAD University Study},
+JOURNAL = {Future Internet},
+VOLUME = {14},
+YEAR = {2022},
+NUMBER = {3},
+ARTICLE-NUMBER = {76},
+URL = {https://www.mdpi.com/1999-5903/14/3/76},
+ISSN = {1999-5903},
+DOI = {10.3390/fi14030076}
+}
+
+# bad bibtex and encoding
+@article{Zarate2021,
+author={Zárate-Valderrama, Joshua AND Bedregal-Alpaca, Norka AND Cornejo-Aparicio, Víctor},
+title = {Modelos de clasificación para reconocer patrones de deserción en estudiantes universitarios},
+ISSN = {0718-3305},
+journal = {Ingeniare. Revista chilena de ingeniería},
+language = {es},
+volume = {29},
+year = {2021},
+month = {03},
+pages = {168 - 177},
+publisher = {scielocl},
+crossref = {10.4067/S0718-33052021000100168},
+}
+
+# Alban2019
+@article{Alban2019,
+author = {Mayra Alban and David Mauricio},
+title = {Neural Networks to Predict Dropout at the Universities},
+journal = {International Journal of Machine Learning and Computing},
+volume = {9},
+number = {2},
+pages = {149-153},
+year  = {2019},
+doi = {10.18178/ijmlc.2019.9.2.779},
+}
+
+# Fernandez2019
+@article{Fernandez2019, 
+author={Fernández-Martín, Tatiana and Solís-Salazar, Martín and Hernández-Jiménez, María and Moreira-Mora, Tania}, 
+title={A Multinomial and Predictive Analysis of Factors Associated with University Dropout}, 
+volume={23}, 
+url={https://www.revistas.una.ac.cr/index.php/EDUCARE/article/view/9038}, 
+DOI={10.15359/ree.23-1.5}, 
+number={1}, 
+journal={Revista Electrónica Educare}, 
+year={2019}, 
+month={01}, 
+pages={1-25}
+}
+
+
+# New (incluir en cadena de busqueda y formulario de extraccion)
+# ==============================================================
+
+@article{Kemper2020,
+    title = {Predicting student dropout: {A} machine learning approach},
+    volume = {10},
+    issn = {2156-8235, 2156-8243},
+    shorttitle = {Predicting student dropout},
+    url = {https://www.tandfonline.com/doi/full/10.1080/21568235.2020.1718520},
+    doi = {10.1080/21568235.2020.1718520},
+    language = {en},
+    number = {1},
+    urldate = {2023-04-18},
+    journal = {European Journal of Higher Education},
+    author = {Kemper, Lorenz and Vorhoff, Gerrit and Wigger, Berthold U.},
+    month = jan,
+    year = {2020},
+    pages = {28--47}
+}
+
+# CONCEPTOS
+
+@book{russell_artificial_2010,
+	address = {Upper Saddle River},
+	edition = {3rd ed},
+	series = {Prentice {Hall} series in artificial intelligence},
+	title = {Artificial intelligence: a modern approach},
+	isbn = {978-0-13-604259-4},
+	shorttitle = {Artificial intelligence},
+	publisher = {Prentice Hall},
+	author = {Russell, Stuart J. and Norvig, Peter and Davis, Ernest},
+	year = {2010},
+	keywords = {Artificial intelligence},
+}
+
+@book{mohri_foundations_2012,
+	address = {Cambridge, MA},
+	series = {Adaptive computation and machine learning series},
+	title = {Foundations of machine learning},
+	isbn = {978-0-262-01825-8},
+	publisher = {MIT Press},
+	author = {Mohri, Mehryar and Rostamizadeh, Afshin and Talwalkar, Ameet},
+	year = {2012},
+	keywords = {Computer algorithms, Machine learning},
+}
+
+@book{mitchell_machine_1997,
+	address = {New York},
+	series = {{McGraw}-{Hill} series in computer science},
+	title = {Machine {Learning}},
+	isbn = {978-0-07-042807-2},
+	publisher = {McGraw-Hill},
+	author = {Mitchell, Tom M.},
+	year = {1997},
+	keywords = {Computer algorithms, Machine learning},
+}
+
+@book{bishop_pattern_2006,
+	address = {New York},
+	series = {Information science and statistics},
+	title = {Pattern recognition and machine learning},
+	isbn = {978-0-387-31073-2},
+	publisher = {Springer},
+	author = {Bishop, Christopher M.},
+	year = {2006},
+	keywords = {Machine learning, Pattern perception},
+}
+
+
+# Review (E.g., systematic reviews, not exactly university dropout analysis)
+# ===================================================================
+
+# Agrusti2019 
+# Agrusti, F., Bonavolontà, G., & Mezzini, M. (2019). University Dropout Prediction through Educational Data Mining Techniques: A Systematic Review. Journal of E-Learning and Knowledge Society, 15(3), 161-182. https://doi.org/10.20368/1971-8829/1135017
+@article{Agrusti2019,
+author = {Agrusti, F and Bonavolontà, G and Mezzini, M},
+title = {University Dropout Prediction through Educational Data Mining Techniques: A Systematic Review},
+journal = {Journal of E-Learning and Knowledge Society},
+doi = {10.20368/1971-8829/1135017},
+url = {https://doi.org/10.20368/1971-8829/1135017},
+year = {2019},
+volume = {15},
+number = {3},
+pages = {161-182}
+} 
+
+# Yang2020
+# Y. Yang, P. Fu, X. Yang, H. Hong and D. Zhou, "Mooc learner’s final grade prediction based on an improved random forests method," Computers, Materials & Continua, vol. 65, no.3, pp. 2413–2423, 2020.
+@Article{Yang2020,
+AUTHOR = {Yang, Yuqing and Fu, Peng and Yang, Xiaojiang and Hong, Hong and Zhou, Dequn},
+TITLE = {MOOC Learner’s Final Grade Prediction Based on an Improved  Random Forests Method},
+JOURNAL = {Computers, Materials \& Continua},
+VOLUME = {65},
+YEAR = {2020},
+NUMBER = {3},
+PAGES = {2413--2423},
+URL = {http://www.techscience.com/cmc/v65n3/40178},
+ISSN = {1546-2226},
+DOI = {10.32604/cmc.2020.011881}
+}
+
+# Extra
+# =====
+
+@Inbook{Fellbaum2010,
+author="Fellbaum, Christiane",
+editor="Poli, Roberto
+and Healy, Michael
+and Kameas, Achilles",
+title="WordNet",
+bookTitle="Theory and Applications of Ontology: Computer Applications",
+year="2010",
+publisher="Springer Netherlands",
+address="Dordrecht",
+pages="231--243",
+isbn="978-90-481-8847-5",
+doi="10.1007/978-90-481-8847-5_10",
+url="https://doi.org/10.1007/978-90-481-8847-5_10"
+}
+
+@misc{wordnet,
+  author = {Fellbaum, Christiane},
+  title = {WordNet and wordnets},
+  howpublished = "\url{https://wordnet.princeton.edu/}",
+  year = {2005},
+  note = "[Online; recuperado el 20-09-2022]"
+}
+
+
+# Unsorted
+# ========
+
+@article{Spady1970,
+author = {Spady, William G.},
+title = {Dropouts from higher education: An interdisciplinary review and synthesis},
+journal = {Interchange},
+volume = {1},
+number = {1},
+pages = {64-85},
+year  = {1970},
+publisher = {},
+doi = {10.1007/BF02214313},
+URL = {https://doi.org/10.1007/BF02214313}
+}
+
+@inproceedings{Delbonifro2020,
+  title={Student dropout prediction},
+  author={Del Bonifro, Francesca and Gabbrielli, Maurizio and Lisanti, Giuseppe and Zingaro, Stefano Pio},
+  booktitle={International Conference on Artificial Intelligence in Education},
+  pages={129--140},
+  year={2020},
+  organization={Springer}
+}
+
+@book{hastie2009elements,
+  title={The elements of statistical learning: data mining, inference, and prediction},
+  author={Hastie, Trevor and Tibshirani, Robert and Friedman, Jerome H and Friedman, Jerome H},
+  volume={2},
+  year={2009},
+  publisher={Springer}
+}
+
+@book{mitchell1997machine,
+  title={Machine learning},
+  author={Mitchell, Tom M and Mitchell, Tom M},
+  volume={1},
+  number={9},
+  year={1997},
+  publisher={McGraw-hill New York}
+}
+
+
+@inproceedings{de_o_santos_supervised_2019,
+	address = {Maceió, Brazil},
+	title = {Supervised {Learning} in the {Context} of {Educational} {Data} {Mining} to {Avoid} {University} {Students} {Dropout}},
+	isbn = {978-1-72813-485-7},
+	url = {https://ieeexplore.ieee.org/document/8820813/},
+	doi = {10.1109/ICALT.2019.00068},
+	urldate = {2023-04-16},
+	booktitle = {2019 {IEEE} 19th {International} {Conference} on {Advanced} {Learning} {Technologies} ({ICALT})},
+	publisher = {IEEE},
+	author = {de O. Santos, Kelly J. and Menezes, Angelo G. and de Carvalho, Andre B. and Montesco, Carlos A. E.},
+	month = jul,
+	year = {2019},
+	pages = {207--208},
+	file = {de O. Santos et al. - 2019 - Supervised Learning in the Context of Educational .pdf:/home/mitsuo/.local/share/Zotero/storage/26P8CNIE/de O. Santos et al. - 2019 - Supervised Learning in the Context of Educational .pdf:application/pdf},
+}
+
+@inproceedings{perez_applying_2018,
+	address = {Medellin},
+	title = {Applying {Data} {Mining} {Techniques} to {Predict} {Student} {Dropout}: {A} {Case} {Study}},
+	isbn = {978-1-5386-6740-8},
+	shorttitle = {Applying {Data} {Mining} {Techniques} to {Predict} {Student} {Dropout}},
+	url = {https://ieeexplore.ieee.org/document/8484847/},
+	doi = {10.1109/ColCACI.2018.8484847},
+	urldate = {2023-04-16},
+	booktitle = {2018 {IEEE} 1st {Colombian} {Conference} on {Applications} in {Computational} {Intelligence} ({ColCACI})},
+	publisher = {IEEE},
+	author = {Perez, Boris and Castellanos, Camilo and Correal, Dario},
+	month = may,
+	year = {2018},
+	pages = {1--6},
+	file = {Perez et al. - 2018 - Applying Data Mining Techniques to Predict Student.pdf:/home/mitsuo/.local/share/Zotero/storage/HSD4DDIX/Perez et al. - 2018 - Applying Data Mining Techniques to Predict Student.pdf:application/pdf},
+}
+
+@inproceedings{chitti_need_2020,
+	address = {Liverpool, United Kingdom},
+	title = {Need for {Interpretable} {Student} {Performance} {Prediction}},
+	isbn = {978-1-66542-238-3},
+	url = {https://ieeexplore.ieee.org/document/9450735/},
+	doi = {10.1109/DeSE51703.2020.9450735},
+	urldate = {2023-04-16},
+	booktitle = {2020 13th {International} {Conference} on {Developments} in {eSystems} {Engineering} ({DeSE})},
+	publisher = {IEEE},
+	author = {Chitti, Manjari and Chitti, Padmini and Jayabalan, Manoj},
+	month = dec,
+	year = {2020},
+	pages = {269--272},
+	file = {Chitti et al. - 2020 - Need for Interpretable Student Performance Predict.pdf:/home/mitsuo/.local/share/Zotero/storage/JJGSFRMJ/Chitti et al. - 2020 - Need for Interpretable Student Performance Predict.pdf:application/pdf},
+}
+