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Journal of Data Analytics and Artificial Intelligence Applications (D3AI) is an open-access, peer-reviewed scientific journal published electronically biannually in January and July within the body of Istanbul University Faculty of Computer and Information Technologies. The journal follows the double-blind peer-review process. The publication language of the journal is English.

Journal of Data Analytics and Artificial Intelligence Applications (D3AI) targets national and international audiences. It is a scholarly publication dedicated to the latest advancements in data analytics and artificial intelligence (AI). The journal serves as a platform for disseminating innovative research and insights in these rapidly evolving fields.

No processing fee or publication fee is requested for the articles sent to the journal.

Şadi

Prof.

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Journal of Data Analytics and Artificial Intelligence Applications

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Journal of Data Analytics and Artificial Intelligence Applications (D3AI) is a premier scholarly publication dedicated to the latest advancements in data analytics and artificial intelligence (AI). The journal serves as a platform for disseminating innovative research and insights in these rapidly evolving fields. The scope of D3AI includes, but is not limited to, the following areas:- Data Analytics Techniques and Applications: The journal seeks original research on new data analytics methodologies, tools, and their applications in various domains such as business, healthcare, environment, and social sciences. This includes predictive analytics, descriptive analytics, prescriptive analytics, big data technologies, and real-time data processing.- Machine Learning and Deep Learning: Papers exploring novel machine learning and deep learning models, algorithms, and their applications. This encompasses supervised, unsupervised, and reinforcement learning techniques, neural networks, natural language processing, and computer vision.- AI-driven Solutions and Challenges: Articles that discuss the development and deployment of AI solutions, addressing ethical, social, and technical challenges associated with AI. This includes AI in robotics, autonomous systems, decision support systems, and ethical considerations in AI.- Emerging Technologies in AI and Data Analytics: Research on cutting-edge technologies like quantum computing in AI, edge computing in data analytics, AI in blockchain, and IoT data analytics.- Case Studies and Industry Applications: Case studies demonstrating the application of data analytics and AI in various industries, highlighting practical challenges, solutions, and outcomes.- Review and Survey Papers: Comprehensive review and survey papers that provide insights into current research trends, future directions, and critical analysis of existing work in data analytics and AI. D3AI encourages submissions from researchers, practitioners, and academicians, fostering a multidisciplinary dialogue and advancing the knowledge frontiers in data analytics and artificial intelligence.

Aim and Scope

The journal is committed to upholding the highest standards of publication ethics and pays regard to Principles of Transparency and Best Practice in Scholarly Publishing published by the <a href="https://publicationethics.org/" target="_blank">Committee on Publication Ethics (COPE)</a>, the <a href="https://doaj.org/apply/transparency/#principles-of-transparency-and-best-practice-in-scholarly-publishing" target="_blank">Directory of Open Access Journals (DOAJ)</a>, the <a href="https://oaspa.org/" target="_blank">Open Access Scholarly Publishers Association (OASPA),</a> and the <a href="https://www.wame.org/" target="_blank">World Association of Medical Editors (WAME)</a> on <a href="https://publicationethics.org/resources/guidelines-new/principles-transparency-and-best-practice-scholarly-publishing" target="_blank">https://publicationethics.org/resources/guidelines-new/principles-transparency-and-best-practice-scholarly-publishing</a>The subjects covered in the manuscripts submitted to the Journal for publication must be in accordance with the aim and scope of the Journal. Only those manuscripts approved by every individual author and that were not published before in or sent to another journal, are accepted for evaluation.Changing the name of an author (omission, addition or order) in papers submitted to the Journal requires written permission of all declared authors.Plagiarism, duplication, fraud authorship/denied authorship, research/data fabrication, salami slicing/salami publication, breaching of copyrights, prevailing conflict of interest are unethical behaviors. All manuscripts not in accordance with the accepted ethical standards will be removed from the publication. This also contains any possible malpractice discovered after the publication.PlagiarismSubmitted manuscripts that pass preliminary control are scanned for plagiarism using iThenticate software. If plagiarism/self-plagiarism will be found authors will be informed. Editors may resubmit manuscript for similarity check at any peer-review or production stage if required. High similarity scores may lead to rejection of a manuscript before and even after acceptance. Depending on the type of article and the percentage of similarity score taken from each article, the overall similarity score is generally expected to be less than 15 or 20%.Double Blind Peer-ReviewAfter plagiarism check, the eligible ones are evaluated by the editors-in-chief for their originality, methodology, the importance of the subject covered and compliance with the journal scope. The editor provides a fair double-blind peer review of the submitted articles and hands over the papers matching the formal rules to at least two national/international referees for evaluation and gives green light for publication upon modification by the authors in accordance with the referees’ claims.

Policies

Journal of Data Analytics and Artificial Intelligence Applications (D3AI) is an open access journal which means that all content is freely available without charge to users. Except for commercial purposes, users are allowed to read, download, copy, print, search, or link to the full texts of the articles in this journal without asking prior permission from the publisher or the author.The articles in Journal of Data Analytics and Artificial Intelligence Applications (D3AI) are open access articles licensed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (CC BY-NC 4.0) (<a href="https://creativecommons.org/licenses/by-nc/4.0/deed.en" target="_blank">https://creativecommons.org/licenses/by-nc/4.0/deed.en</a>).

All expenses of the journal are covered by the Istanbul University. Processing and publication are free of charge with the journal. There is no article processing charges or submission fees for any submitted or accepted articles.

Authors publishing with Journal of Data Analytics and Artificial Intelligence Applications (D3AI) retain the copyright to their work, licensing it under the Creative Commons Attribution-NonCommercial 4.0 International (<a href="https://creativecommons.org/licenses/by-nc/4.0/deed.en" target="_blank">CC BY-NC 4.0</a>) license and grant the publisher non-exclusive right to publish the work.

Editor should consider publishing correction if minor errors that do not effect the results, interpretations and conclusions of the published paper are detected. Editor should consider retraction if major errors and/or misconduction that invalidate results and conclusions are detected.Editor should consider issuing an expression of concern if there is evidence of research or publication misconduct by the authors; there is evidence that the findings are not reliable and institutions of the authors do not investigate the case or the possible investigation seems to be unfair or nonconclusive.The guidelines of <a href="https://publicationethics.org/resources/flowcharts/complete-set-english" target="_blank">COPE</a> and <a href="https://www.icmje.org/recommendations/" target="_blank">ICJME</a> are taken into consideration regarding correction, retractions or expression of concern.

To guarantee that all papers published in the journal are maintained and permanently accessible, articles are stored in Dergipark which serves as a national archival web site and at the same time permits LOCKSS to collect, preserve, and serve the content.Additionally, authors are encouraged to self-archive the final PDF version of their articles in open electronic archives with that conform to standards of Open Archives Initiative (<a href="https://www.openarchives.org/" target="_blank">https://www.openarchives.org/</a>). Authors should provide a link from the deposited version to the URL of IUPress journal website.

Journal of Data Analytics and Artificial Intelligence Applications (D3AI) is committed to upholding the highest standards of publication ethics and pays regard to Principles of Transparency and Best Practice in Scholarly Publishing published by the <a href="https://publicationethics.org/" target="_blank">Committee on Publication Ethics (COPE)</a>, the <a href="https://doaj.org/apply/transparency/#principles-of-transparency-and-best-practice-in-scholarly-publishing" target="_blank">Directory of Open Access Journals (DOAJ)</a>, the <a href="https://oaspa.org/" target="_blank">Open Access Scholarly Publishers Association (OASPA)</a>, and the <a href="https://www.wame.org/" target="_blank">World Association of Medical Editors (WAME)</a> on <a href="https://publicationethics.org/resources/guidelines-new/principles-transparency-and-best-practice-scholarly-publishing" target="_blank">https://publicationethics.org/resources/guidelines-new/principles-transparency-and-best-practice-scholarly-publishing</a>All submissions must be original, unpublished (including as full text in conference proceedings), and not under the review of any other publication synchronously. Each manuscript is reviewed by one of the editors and at least two referees under double-blind peer review process. Plagiarism, duplication, fraud authorship/denied authorship, research/data fabrication, salami slicing/salami publication, breaching of copyrights, prevailing conflict of interest are unethical behaviors.All manuscripts not in accordance with the accepted ethical standards will be removed from the publication. This contains any possible malpractice discovered after the publication.

Ethics

Journal of Data Analytics and Artificial Intelligence Applications (D3AI) adheres to the highest standards in research ethics and follows the principles of international research ethics as defined below. The authors are responsible for the compliance of the manuscripts with the ethical rules.<ul><li>Principles of integrity, quality and transparency should be sustained in designing the research, reviewing the design and conducting the research.</li><li>The research team and participants should be fully informed about the aim, methods, possible uses and requirements of the research and risks of participation in research.</li><li>The confidentiality of the information provided by the research participants and the confidentiality of the respondents should be ensured. The research should be designed to protect the autonomy and dignity of the participants.</li><li>Research participants should participate in the research voluntarily, not under any coercion.</li><li>Any possible harm to participants must be avoided. The research should be planned in such a way that the participants are not at risk.</li><li>The independence of research must be clear; and any conflict of interest or must be disclosed.</li><li>In experimental studies with human subjects, written informed consent of the participants who decide to participate in the research must be obtained. In the case of children and those under wardship or with confirmed insanity, legal custodian’s assent must be obtained.</li><li>If the study is to be carried out in any institution or organization, approval must be obtained from this institution or organization.</li><li>In studies with human subject, it must be noted in the method’s section of the manuscript that the informed consent of the participants and ethics committee approval from the institution where the study has been conducted have been obtained.</li></ul>

It is authors’ responsibility to ensure that the article is in accordance with scientific and ethical standards and rules. Authors must ensure that submitted work is original. They must certify that the manuscript has not previously been published elsewhere or is not currently being considered for publication elsewhere, in any language. Applicable copyright laws and conventions must be followed. Copyright material (e.g. tables, figures or extensive quotations) must be reproduced only with appropriate permission and acknowledgement. Any work or words of other authors, contributors, or sources must be appropriately credited and referenced.All the authors of a submitted manuscript must have direct scientific and academic contribution to the manuscript. The author(s) of the original research articles is defined as a person who is significantly involved in “conceptualization and design of the study”, “collecting the data”, “analyzing the data”, “writing the manuscript”, “reviewing the manuscript with a critical perspective” and “planning/conducting the study of the manuscript and/or revising it”. Fund raising, data collection or supervision of the research are not sufficient for being accepted as an author. The author(s) must meet all these criteria described above. The order of names in the author list of an article must be a co-decision and it must be indicated in the <a href="https://cdn.istanbul.edu.tr/file/JTA6CLJ8T5/4197D028091B4383A5CA396E317DF223" target="_blank">Copyright Agreement Form</a>.The individuals who do not meet the authorship criteria but contributed to the study must take place in the acknowledgement section. Individuals providing technical support, assisting writing, providing a general support, providing material or financial support are examples to be indicated in acknowledgement section.All authors must disclose all issues concerning financial relationship, conflict of interest, and competing interest that may potentially influence the results of the research or scientific judgment. When an author discovers a significant error or inaccuracy in his/her own published paper, it is the author’s obligation to promptly cooperate with the Editor-in-Chief to provide retractions or corrections of mistakes.All authors are responsible for making all changes requested by the referees. Manuscripts that do not fulfill the referee's correction requests will not be published. Manuscripts that do not fulfill the referee evaluations within the specified time will be rejected.

Editor-in-Chief evaluates manuscripts for their scientific content without regard to ethnic origin, gender, citizenship, religious belief or political philosophy of the authors. He/She provides a fair double-blind peer review of the submitted articles for publication and ensures that all the information related to submitted manuscripts is kept as confidential before publishing.Editor-in-Chief is responsible for the contents and overall quality of the publication. He/She must publish errata pages or make corrections when needed.Editor-in-Chief does not allow any conflicts of interest between the authors, editors and reviewers. Only he has the full authority to assign a reviewer and is responsible for final decision for publication of the manuscripts in the Journal.Reviewers must have no conflict of interest with respect to the research, the authors and/or the research funders. Their judgments must be objective.Reviewers must ensure that all the information related to submitted manuscripts is kept as confidential and must report to the editor if they are aware of copyright infringement and plagiarism on the author’s side.A reviewer who feels unqualified to review the topic of a manuscript or knows that its prompt review will be impossible should notify the editor and excuse himself from the review process.The editor informs the reviewers that the manuscripts are confidential information and that this is a privileged interaction. The reviewers and editorial board cannot discuss the manuscripts with other persons. The anonymity of the referees must be ensured. In particular situations, the editor may share the review of one reviewer with other reviewers to clarify a particular point.

Only those manuscripts approved by its every individual author and that were not published before in or sent to another journal, are accepted for evaluation.Submitted manuscripts that pass preliminary control are scanned for plagiarism using iThenticate software. After plagiarism check, the eligible ones are evaluated by editor-in-chief for their originality, methodology, the importance of the subject covered and compliance with the journal scope.The editor hands over the papers matching the formal rules to at least two national/international referees for double-blind peer review evaluation and gives green light for publication upon modification by the authors in accordance with the referees’ claims.

Peer Review

Editor-in-Chief evaluates manuscripts for their scientific content without regard to ethnic origin, gender, sexual orientation, citizenship, religious belief or political philosophy of the authors. He/She provides a fair double-blind peer review of the submitted articles for publication and ensures that all the information related to submitted manuscripts is kept as confidential before publishing.Editor-in-Chief is responsible for the contents and overall quality of the publication. He/She must publish errata pages or make corrections when needed.Editor-in-Chief does not allow any conflicts of interest between the authors, editors and reviewers. Only he has the full authority to assign a reviewer and is responsible for final decision for publication of the manuscripts in the Journal.Reviewers must have no conflict of interest with respect to the research, the authors and/or the research funders. Their judgments must be objective.Reviewers must ensure that all the information related to submitted manuscripts is kept as confidential and must report to the editor if they are aware of copyright infringement and plagiarism on the author’s side.A reviewer who feels unqualified to review the topic of a manuscript or knows that its prompt review will be impossible should notify the editor and excuse himself from the review process.The editor informs the reviewers that the manuscripts are confidential information and that this is a privileged interaction. The reviewers and editorial board cannot discuss the manuscripts with other persons. The anonymity of the referees must be ensured. In particular situations, the editor may share the review of one reviewer with other reviewers to clarify a particular point.

Only those manuscripts approved by its every individual author and that were not published before in or sent to another journal, are accepted for evaluation.Submitted manuscripts that pass preliminary control are scanned for plagiarism using iThenticate software. After plagiarism check, the eligible ones are evaluated by editor-in-chief for their originality, methodology, the importance of the subject covered and compliance with the journal scope. Editor-in-chief evaluates manuscripts for their scientific content without regard to ethnic origin, gender, sexual orientation, citizenship, religious belief or political philosophy of the authors and ensures a fair double-blind peer review of the selected manuscripts.The selected manuscripts are sent to at least two national/international external referees for evaluation and publication decision is given by editor-in-chief upon modification by the authors in accordance with the referees’ claims.Editor-in-chief does not allow any conflicts of interest between the authors, editors and reviewers and is responsible for final decision for publication of the manuscripts in the Journal. Reviewers’ judgments must be objective.Reviewers’ comments on the following aspects are expected while conducting the review.- Does the manuscript contain new and significant information?- Does the abstract clearly and accurately describe the content of the manuscript?- Is the problem significant and concisely stated?- Are the methods described comprehensively?- Are the interpretations and conclusions justified by the results?- Are references made to other works in the field adequate?- Is the language acceptable?Reviewers must ensure that all the information related to submitted manuscripts is kept as confidential and they must report to the editor if they are aware of copyright infringement and plagiarism on the author’s side.A reviewer who feels unqualified to review the topic of a manuscript or knows that its prompt review will be impossible should notify the editor and excuse himself from the reviewing process.The editor informs the reviewers that the manuscripts are confidential and that this is a privileged interaction. The reviewers and members of editorial board cannot discuss the manuscripts with other persons. The anonymity of the referees is important.The peer review process of the articles sent to the journal is determined as 3 months at the most.The editor may appoint a new referee to the study when he/she deems it necessary.

The publication language of the journal is English. 1. Authors are required to submit <a href="https://cdn.istanbul.edu.tr/file/JTA6CLJ8T5/4197D028091B4383A5CA396E317DF223" target="_blank">Copyright Agreement Form</a>, <a href="https://cdn.istanbul.edu.tr/file/JTA6CLJ8T5/A51D42C356EA4421BDB5563C2B624BBA" target="_blank">Author Form</a> and <a href="https://cdn.istanbul.edu.tr/file/JTA6CLJ8T5/DAAC35D1A2FD41AD8C007F0C85921919" target="_blank">Title Page</a>.together with the main manuscript document:2. Due to double-blind peer review, the main manuscript document must not include any author information.3. Title page should be submitted together with the main manuscript document and should include the information below:<ul><li>Category of the manuscript</li><li>The title of the manuscript.</li><li>All authors’ names and affiliations (institution, faculty/department, city, country), e-mail addresses, and ORCIDs.</li><li>Information of the corresponding author (in addition to the author's information e-mail address, open correspondence address, and mobile phone number).</li><li>Financial support</li><li>Conflict of interest.</li><li>Acknowledgment.</li></ul>4. Use article document as a template if you are using Microsoft Word 6.0 or upper versions. Otherwise, use this document as an instruction set.5. Submitted manuscripts should have an abstract of 150-250 words before the introduction, summarizing the scope, the purpose, the results of the study, and the methodology used. Under the abstract, a minimum of 3 and a maximum of 5 keywords that inform the reader about the content of the study should be specified.6. The manuscripts should contain mainly these components: title, abstract and keywords; sections, references, tables and figures. The main text of research articles should include Introduction, Methods, Results, Discussion, and Conclusion subheadings.7. Tables and figures can be given with a number and a caption. Every Figure or Table should be referred within the text of the article in numerical order with no abbreviations (ie: Table 1, Figure 1)8. References should be prepared in line with <a href="https://www.acm.org/publications/authors/reference-formatting" target="_blank">ACM (Association for Computing Machinery)</a> 7 reference system.9. Authors are responsible for all statements made in their work submitted to the journal for publication.

Author Guidelines

Journal of Data Analytics and Artificial Intelligence Applications (D3AI) complies with <a href="https://www.acm.org/publications/authors/reference-formatting" target="_blank">ACM (Association for Computing Machinery)</a> for referencing and in-text citations. Accuracy of citations is the author’s responsibility. All references should be cited in the text. It is strongly recommended that authors may use Reference Management Software such as Zotero, Mendeley, etc.Reference Style and FormatThe in-text citation style is as follows: For parenthetical citations we enclose the number of the reference, thus: [1]. Sequential parenthetical citations are enclosed in square brackets and separated by commas, thus [1, 2]. When a citation is part of a sentence, the name of the author is NOT enclosed in brackets, but the year is: &#34;So we see that Burando et al. [1999]...&#34;For a paginated article in a journal[1] Patricia S. Abril and Robert Plant. 2007. The patent holder's dilemma: Buy, sell, or troll? Commun. ACM 50, 1 (Jan. 2007), 36-44. https://doi.org/10.1145/1188913.1188915For an enumerated article in a journal[1] Sarah Cohen, Werner Nutt, and Yehoshua Sagic. 2007. Deciding equivalences among conjunctive aggregate queries. J. ACM 54, 2, Article 5 (April 2007), 50 pages. https://doi.org/10.1145/1219092.1219093For a monograph (whole book)[1] David Kosiur. 2001. Understanding Policy-Based Networking (2nd. ed.). Wiley, New York, NY.For a divisible book (anthology or compilation)[1] Ian Editor (Ed.). 2007. The title of book one (1st. ed.). The name of the series one, Vol. 9. University of Chicago Press, Chicago. https://doi.org/10.1007/3-540-09237-4For a multi-volume work (as a book)[1] Donald E. Knuth. 1997. The Art of Computer Programming, Vol. 1: Fundamental Algorithms (3rd. ed.). Addison Wesley Longman Publishing Co., Inc.For a (paginated proceedings) article in a conference proceedings (conference, symposium or workshop)[1] Sten Andler. 1979. Predicate path expressions. In Proceedings of the 6th. ACM SIGACT-SIGPLAN Symposium on Principles of Programming Languages (POPL '79), January 29 - 31, 1979,  San Antonio, Texas. ACM Inc., New York, NY, 226-236. https://doi.org/10.1145/567752.567774For a Patent[1] Joseph Scientist. 2009. The fountain of youth. (Aug. 2009). Patent No. 12345, Filed July 1st., 2008, Issued Aug. 9th., 2009.For an informally published work (such as some technical reports and dissertations):Technical Report[1] David Harel. 1978. LOGICS of Programs: AXIOMATICS and DESCRIPTIVE POWER. MIT Research Lab Technical Report TR-200. Massachusetts Institute of Technology, Cambridge, MA.Doctoral dissertation[1] Kenneth L. Clarkson. 1985. Algorithms for Closest-Point Problems (Computational Geometry). Ph.D. Dissertation. Stanford University, Palo Alto, CA. UMI Order Number: AAT 8506171.Master's Thesis[1] David A. Anisi. 2003. Optimal Motion Control of a Ground Vehicle. Master's thesis. Royal Institute of Technology (KTH), Stockholm, Sweden.For an online document/WWW resource: Website year can be found at the bottom of the website page or by viewing page properties/source to see when the page was last modified.[1] Harry Thornburg. 2001. Introduction to Bayesian Statistics. (March 2001). Retrieved March 2, 2005 from http://ccrma.stanford.edu/~jos/bayes/bayes.html[2] ACM. Association for Computing Machinery: Advancing Computing as a Science &amp; Profession. Retrieved from http://www.acm.org/.[3] Wikipedia. 2017. WikipediA: the Free Encyclopedia. Retrieved from https://www.wikipedia.org/.For a Video (two examples)[1] Dave Novak. 2003. Solder man. Video. In ACM SIGGRAPH 2003 Video Review on Animation theater Program: Part I - Vol. 145 (July 27-27, 2003). ACM Press, New York, NY, 4. https://doi.org/99.9999/woot07-S422[2] Barack Obama. 2008. A more perfect union. Video. (5 March 2008). Retrieved March 21, 2008 from http://video.google.com/videoplay?docid=6528042696351994555For arXiv[1] Martha Constantinou. 2016. New physics searches from nucleon matrix elements in lattice QCD.  arXiv:1701.00133. Retrieved from https://arxiv.org/abs/1701.00133

<ul><li>&#65279;<a href="https://cdn.istanbul.edu.tr/file/JTA6CLJ8T5/4197D028091B4383A5CA396E317DF223" target="_blank">Copyright Agreement Form</a></li><li><a href="https://cdn.istanbul.edu.tr/file/JTA6CLJ8T5/F6650D265D0F4B3E861A0F6B8D5F0BDD" target="_blank">Title page</a></li><li><a href="https://cdn.istanbul.edu.tr/file/JTA6CLJ8T5/231BDD0D3F194C35A32A6016712118AD" target="_blank">Author Form</a></li><li><a href="https://cdn.istanbul.edu.tr/file/JTA6CLJ8T5/79A019AA7C04411FAC6C4E5C5709DA53" target="_blank">Article Template</a></li></ul>

Ensure that the following items are present:<ul><li>The <a href="https://cdn.istanbul.edu.tr/file/JTA6CLJ8T5/56D44CA4006043DB9D77EF4C97CAFA5C" target="_blank">title page</a> is prepared according to the journal rules.</li><li>The study has not been submitted to any other journal.</li><li>The study was checked in terms of English.</li><li>The study was written by paying attention to the full-text writing rules determined by the journal.</li><li>The references are arranged by the <a href="https://www.acm.org/publications/authors/reference-formatting" target="_blank">ACM (Association for Computing Machinery)</a>  reference system.</li><li>The <a href="https://cdn.istanbul.edu.tr/file/JTA6CLJ8T5/4197D028091B4383A5CA396E317DF223" target="_blank">Copyright Agreement Form</a> is uploaded.</li><li>The <a href="https://cdn.istanbul.edu.tr/file/JTA6CLJ8T5/BCE1C0A18BEE4F298818A53B2CDE2531" target="_blank">Author Contribution Form</a> has been uploaded.</li><li>Permission of previously published copyrighted material (text-picture-table) if used in the present manuscript.</li><li>Ethics Committee Report (if necessary) is uploaded, and the ethics committee report date and number are given in the study text. Otherwise, please upload a word file to the system explaining why the ethics committee report was not submitted for this study. This statement will then be added to the end of your article.</li><li>Reviewing journal policies.</li><li>All authors have read and approved the latest version of the manuscript.</li></ul>

Journal of Data Analytics and Artificial Intelligence Applications

METRICS