A framework to recommend appropriate learning materials from stack overflow discussions

Ashesh Iqbal; Mohammad Shamsul Arefin; Mohammad Ali Akber Dewan

A framework to recommend appropriate learning materials from stack overflow discussions

Ashesh Iqbal, Mohammad Shamsul Arefin, Mohammad Ali Akber Dewan

School of Computing and Information systems

Chittagong University of Engineering and Technology

Research output: Chapter in Book/Report/Conference proceeding › Published Conference contribution › peer-review

1 Citation (Scopus)

Abstract

In this paper, we present a supervised machine learning based recommendation strategy that analyzes Stack Overflow posts to suggest informative sentences that is useful for programming tasks. We have conducted several experiments and found that our approach can successfully recommend useful information.

Original language	English
Title of host publication	Intelligent Tutoring Systems - 14th International Conference, ITS 2018, Proceedings
Editors	Julita Vassileva, Roger Nkambou, Roger Azevedo
Pages	446-449
Number of pages	4
Publication status	Published - 2018
Event	14th International Conference on Intelligent Tutoring Systems, ITS 2018 - Montreal, Canada Duration: 11 Jun. 2018 → 15 Jun. 2018

Publication series

Name	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume	10858 LNCS
ISSN (Print)	0302-9743
ISSN (Electronic)	1611-3349

Conference

Conference	14th International Conference on Intelligent Tutoring Systems, ITS 2018
Country/Territory	Canada
City	Montreal
Period	11/06/18 → 15/06/18

Keywords

Recommendation systems
Supervised learning crowd knowledge
Text classification

Cite this

Iqbal, A., Arefin, M. S., & Dewan, M. A. A. (2018). A framework to recommend appropriate learning materials from stack overflow discussions. In J. Vassileva, R. Nkambou, & R. Azevedo (Eds.), Intelligent Tutoring Systems - 14th International Conference, ITS 2018, Proceedings (pp. 446-449). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 10858 LNCS).

Iqbal, Ashesh ; Arefin, Mohammad Shamsul ; Dewan, Mohammad Ali Akber. / A framework to recommend appropriate learning materials from stack overflow discussions. Intelligent Tutoring Systems - 14th International Conference, ITS 2018, Proceedings. editor / Julita Vassileva ; Roger Nkambou ; Roger Azevedo. 2018. pp. 446-449 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

@inproceedings{10d884b6f12e426ea83a9d073387189d,

title = "A framework to recommend appropriate learning materials from stack overflow discussions",

abstract = "In this paper, we present a supervised machine learning based recommendation strategy that analyzes Stack Overflow posts to suggest informative sentences that is useful for programming tasks. We have conducted several experiments and found that our approach can successfully recommend useful information.",

keywords = "Recommendation systems, Supervised learning crowd knowledge, Text classification",

author = "Ashesh Iqbal and Arefin, {Mohammad Shamsul} and Dewan, {Mohammad Ali Akber}",

note = "Publisher Copyright: {\textcopyright} Springer International Publishing AG, part of Springer Nature 2018.; 14th International Conference on Intelligent Tutoring Systems, ITS 2018 ; Conference date: 11-06-2018 Through 15-06-2018",

year = "2018",

language = "English",

isbn = "9783319914633",

series = "Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)",

pages = "446--449",

editor = "Julita Vassileva and Roger Nkambou and Roger Azevedo",

booktitle = "Intelligent Tutoring Systems - 14th International Conference, ITS 2018, Proceedings",

}

Iqbal, A, Arefin, MS & Dewan, MAA 2018, A framework to recommend appropriate learning materials from stack overflow discussions. in J Vassileva, R Nkambou & R Azevedo (eds), Intelligent Tutoring Systems - 14th International Conference, ITS 2018, Proceedings. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 10858 LNCS, pp. 446-449, 14th International Conference on Intelligent Tutoring Systems, ITS 2018, Montreal, Canada, 11/06/18.

A framework to recommend appropriate learning materials from stack overflow discussions. / Iqbal, Ashesh; Arefin, Mohammad Shamsul; Dewan, Mohammad Ali Akber.
Intelligent Tutoring Systems - 14th International Conference, ITS 2018, Proceedings. ed. / Julita Vassileva; Roger Nkambou; Roger Azevedo. 2018. p. 446-449 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 10858 LNCS).

Research output: Chapter in Book/Report/Conference proceeding › Published Conference contribution › peer-review

TY - GEN

T1 - A framework to recommend appropriate learning materials from stack overflow discussions

AU - Iqbal, Ashesh

AU - Arefin, Mohammad Shamsul

AU - Dewan, Mohammad Ali Akber

N1 - Publisher Copyright: © Springer International Publishing AG, part of Springer Nature 2018.

PY - 2018

Y1 - 2018

N2 - In this paper, we present a supervised machine learning based recommendation strategy that analyzes Stack Overflow posts to suggest informative sentences that is useful for programming tasks. We have conducted several experiments and found that our approach can successfully recommend useful information.

AB - In this paper, we present a supervised machine learning based recommendation strategy that analyzes Stack Overflow posts to suggest informative sentences that is useful for programming tasks. We have conducted several experiments and found that our approach can successfully recommend useful information.

KW - Recommendation systems

KW - Supervised learning crowd knowledge

KW - Text classification

UR - http://www.scopus.com/inward/record.url?scp=85048333252&partnerID=8YFLogxK

M3 - Published Conference contribution

AN - SCOPUS:85048333252

SN - 9783319914633

T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

SP - 446

EP - 449

BT - Intelligent Tutoring Systems - 14th International Conference, ITS 2018, Proceedings

A2 - Vassileva, Julita

A2 - Nkambou, Roger

A2 - Azevedo, Roger

T2 - 14th International Conference on Intelligent Tutoring Systems, ITS 2018

Y2 - 11 June 2018 through 15 June 2018

ER -

Iqbal A, Arefin MS, Dewan MAA. A framework to recommend appropriate learning materials from stack overflow discussions. In Vassileva J, Nkambou R, Azevedo R, editors, Intelligent Tutoring Systems - 14th International Conference, ITS 2018, Proceedings. 2018. p. 446-449. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

A framework to recommend appropriate learning materials from stack overflow discussions

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Keywords

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