<mets:mets OBJID="eprint_32063" LABEL="Eprints Item" xsi:schemaLocation="http://www.loc.gov/METS/ http://www.loc.gov/standards/mets/mets.xsd http://www.loc.gov/mods/v3 http://www.loc.gov/standards/mods/v3/mods-3-3.xsd" xmlns:mets="http://www.loc.gov/METS/" xmlns:mods="http://www.loc.gov/mods/v3" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"><mets:metsHdr CREATEDATE="2026-07-26T09:32:58Z"><mets:agent ROLE="CUSTODIAN" TYPE="ORGANIZATION"><mets:name>EPrints Universitas Amikom Yogyakarta</mets:name></mets:agent></mets:metsHdr><mets:dmdSec ID="DMD_eprint_32063_mods"><mets:mdWrap MDTYPE="MODS"><mets:xmlData><mods:titleInfo><mods:title>SISTEM REKOMENDASI IDE KONTEN OTOMATIS UNTUK CONTENT&#13;
CREATOR BERBASIS TREN DAN ENGAGEMENT KONTEN&#13;
MENGGUNAKAN TF-IDF DAN COSINE SIMILARITY</mods:title></mods:titleInfo><mods:name type="personal"><mods:namePart type="given">KAMILATURRAHMAH</mods:namePart><mods:namePart type="family">MD</mods:namePart><mods:role><mods:roleTerm type="text">author</mods:roleTerm></mods:role></mods:name><mods:abstract>Perkembangan pesat media sosial mendorong meningkatnya jumlah content&#13;
creator yang dituntut untuk menghasilkan konten secara konsisten, relevan, dan&#13;
sesuai dengan tren yang sedang berkembang. Namun, proses pencarian ide konten&#13;
masih banyak dilakukan secara manual dengan mengamati konten populer,&#13;
sehingga memerlukan waktu yang cukup lama dan kurang efisien. Permasalahan&#13;
tersebut menunjukkan perlunya sebuah sistem yang mampu membantu content&#13;
creator dalam menghasilkan ide konten secara otomatis dan berbasis data.&#13;
Penelitian ini bertujuan untuk membangun sistem rekomendasi ide konten&#13;
otomatis berbasis website dengan memanfaatkan konsep Data Mining dan&#13;
Intelligent Business. Sistem ini menggunakan data konten populer dari platform&#13;
media sosial dengan indikator engagement berupa jumlah penayangan (views), suka&#13;
(likes), bagikan (shares), simpan (saves), jumlah waktu tayang (watchtime). Data&#13;
teks berupa caption dan hashtag diolah menggunakan teknik Natural Language&#13;
Processing (NLP) melalui tahapan preprocessing teks. Selanjutnya, representasi&#13;
teks dilakukan menggunakan metode Term Frequency–Inverse Document&#13;
Frequency (TF-IDF), sedangkan proses rekomendasi ditentukan berdasarkan&#13;
tingkat kemiripan menggunakan metode Cosine Similarity.&#13;
Hasil dari penelitian ini berupa sistem yang mampu memberikan&#13;
rekomendasi ide konten yang relevan, lengkap dengan tema, caption, dan hashtag,&#13;
serta menyediakan fitur penyimpanan atau favorit rekomendasi. Sistem ini&#13;
diharapkan dapat menjadi alat bantu pengambilan keputusan bagi content creator&#13;
dalam menentukan ide konten yang sesuai dengan tren dan memiliki potensi&#13;
engagement tinggi.</mods:abstract><mods:classification authority="lcc">000 Ilmu komputer, informasi dan pekerjaan umum</mods:classification><mods:classification authority="lcc">003 Sistem-sistem</mods:classification><mods:originInfo><mods:dateIssued encoding="iso8061">2026-03-06</mods:dateIssued></mods:originInfo><mods:originInfo><mods:publisher>Universitas AMIKOM Yogyakarta;Fakultas Ilmu Komputer</mods:publisher></mods:originInfo><mods:genre>Thesis</mods:genre></mets:xmlData></mets:mdWrap></mets:dmdSec><mets:amdSec ID="TMD_eprint_32063"><mets:rightsMD ID="rights_eprint_32063_mods"><mets:mdWrap MDTYPE="MODS"><mets:xmlData><mods:useAndReproduction>
<p xmlns="http://www.w3.org/1999/xhtml"><strong>For work being deposited by its own author:</strong> 
In self-archiving this collection of files and associated bibliographic 
metadata, I grant EPrints Universitas Amikom Yogyakarta the right to store 
them and to make them permanently available publicly for free on-line. 
I declare that this material is my own intellectual property and I 
understand that EPrints Universitas Amikom Yogyakarta does not assume any 
responsibility if there is any breach of copyright in distributing these 
files or metadata. (All authors are urged to prominently assert their 
copyright on the title page of their work.)</p>

<p xmlns="http://www.w3.org/1999/xhtml"><strong>For work being deposited by someone other than its 
author:</strong> I hereby declare that the collection of files and 
associated bibliographic metadata that I am archiving at 
EPrints Universitas Amikom Yogyakarta) is in the public domain. If this is 
not the case, I accept full responsibility for any breach of copyright 
that distributing these files or metadata may entail.</p>

<p xmlns="http://www.w3.org/1999/xhtml">Clicking on the deposit button indicates your agreement to these 
terms.</p>
    </mods:useAndReproduction></mets:xmlData></mets:mdWrap></mets:rightsMD></mets:amdSec><mets:fileSec><mets:fileGrp USE="reference"><mets:file ID="eprint_32063_321534_1" SIZE="1041632" OWNERID="https://eprints.amikom.ac.id/id/eprint/32063/1/COVER.pdf" MIMETYPE="application/pdf"><mets:FLocat LOCTYPE="URL" xlink:type="simple" xlink:href="https://eprints.amikom.ac.id/id/eprint/32063/1/COVER.pdf"></mets:FLocat></mets:file></mets:fileGrp><mets:fileGrp USE="reference"><mets:file ID="eprint_32063_321536_1" SIZE="212272" OWNERID="https://eprints.amikom.ac.id/id/eprint/32063/2/BAB%20I.pdf" MIMETYPE="application/pdf"><mets:FLocat LOCTYPE="URL" xlink:type="simple" xlink:href="https://eprints.amikom.ac.id/id/eprint/32063/2/BAB%20I.pdf"></mets:FLocat></mets:file></mets:fileGrp><mets:fileGrp USE="reference"><mets:file ID="eprint_32063_321539_1" SIZE="572361" OWNERID="https://eprints.amikom.ac.id/id/eprint/32063/3/BAB%20II.pdf" MIMETYPE="application/pdf"><mets:FLocat LOCTYPE="URL" xlink:type="simple" xlink:href="https://eprints.amikom.ac.id/id/eprint/32063/3/BAB%20II.pdf"></mets:FLocat></mets:file></mets:fileGrp><mets:fileGrp USE="reference"><mets:file ID="eprint_32063_321541_1" SIZE="685724" OWNERID="https://eprints.amikom.ac.id/id/eprint/32063/4/BAB%20III.pdf" MIMETYPE="application/pdf"><mets:FLocat LOCTYPE="URL" xlink:type="simple" xlink:href="https://eprints.amikom.ac.id/id/eprint/32063/4/BAB%20III.pdf"></mets:FLocat></mets:file></mets:fileGrp><mets:fileGrp USE="reference"><mets:file ID="eprint_32063_321542_1" SIZE="1957304" OWNERID="https://eprints.amikom.ac.id/id/eprint/32063/5/BAB%20IV.pdf" MIMETYPE="application/pdf"><mets:FLocat LOCTYPE="URL" xlink:type="simple" xlink:href="https://eprints.amikom.ac.id/id/eprint/32063/5/BAB%20IV.pdf"></mets:FLocat></mets:file></mets:fileGrp><mets:fileGrp USE="reference"><mets:file ID="eprint_32063_321543_1" SIZE="119777" OWNERID="https://eprints.amikom.ac.id/id/eprint/32063/6/BAB%20V.pdf" MIMETYPE="application/pdf"><mets:FLocat LOCTYPE="URL" xlink:type="simple" xlink:href="https://eprints.amikom.ac.id/id/eprint/32063/6/BAB%20V.pdf"></mets:FLocat></mets:file></mets:fileGrp><mets:fileGrp USE="reference"><mets:file ID="eprint_32063_321544_1" SIZE="135330" OWNERID="https://eprints.amikom.ac.id/id/eprint/32063/7/Daftar%20Pustaka%20dan%20Lampiran.pdf" MIMETYPE="application/pdf"><mets:FLocat LOCTYPE="URL" xlink:type="simple" xlink:href="https://eprints.amikom.ac.id/id/eprint/32063/7/Daftar%20Pustaka%20dan%20Lampiran.pdf"></mets:FLocat></mets:file></mets:fileGrp><mets:fileGrp USE="reference"><mets:file ID="eprint_32063_321545_1" SIZE="593325" OWNERID="https://eprints.amikom.ac.id/id/eprint/32063/8/Sourcecode%20-%2022.12.2584.zip" MIMETYPE="application/zip"><mets:FLocat LOCTYPE="URL" xlink:type="simple" xlink:href="https://eprints.amikom.ac.id/id/eprint/32063/8/Sourcecode%20-%2022.12.2584.zip"></mets:FLocat></mets:file></mets:fileGrp><mets:fileGrp USE="reference"><mets:file ID="eprint_32063_321546_1" SIZE="528229" OWNERID="https://eprints.amikom.ac.id/id/eprint/32063/9/Publikasi.pdf" MIMETYPE="application/pdf"><mets:FLocat LOCTYPE="URL" xlink:type="simple" xlink:href="https://eprints.amikom.ac.id/id/eprint/32063/9/Publikasi.pdf"></mets:FLocat></mets:file></mets:fileGrp></mets:fileSec><mets:structMap><mets:div DMDID="DMD_eprint_32063_mods" ADMID="TMD_eprint_32063"><mets:fptr FILEID="eprint_32063_document_321534_1"></mets:fptr><mets:fptr FILEID="eprint_32063_document_321536_1"></mets:fptr><mets:fptr FILEID="eprint_32063_document_321539_1"></mets:fptr><mets:fptr FILEID="eprint_32063_document_321541_1"></mets:fptr><mets:fptr FILEID="eprint_32063_document_321542_1"></mets:fptr><mets:fptr FILEID="eprint_32063_document_321543_1"></mets:fptr><mets:fptr FILEID="eprint_32063_document_321544_1"></mets:fptr><mets:fptr FILEID="eprint_32063_document_321545_1"></mets:fptr><mets:fptr FILEID="eprint_32063_document_321546_1"></mets:fptr></mets:div></mets:structMap></mets:mets>