Javascript must be enabled to continue!
Analisis Sistem Temu Balik Sertifikat Pendidik Menggunakan Metode Cosine Similarity
View through CrossRef
Educator certificates are official documents that play a crucial role for teachers, as they serve as legal proof of professional competence and are required for various administrative purposes, such as professional allowance applications, promotion, transfer, and institutional accreditation. Along with the increasing number of educators in Indonesia, the volume of educator certificate data managed by educational institutions has also grown significantly. However, certificate management is still largely conducted in a conventional manner, functioning merely as digital or physical archives without an effective search mechanism, resulting in inefficiencies and difficulties in retrieving relevant documents. Therefore, an information retrieval approach is needed to support fast and accurate document searching. This study aims to analyze and implement an information retrieval system for educator certificates using the Cosine Similarity method. The research data consist of educator certificate documents, including professional educator certificates, training certificates, and competency certificates. The retrieval process involves text preprocessing, term weighting using TF-IDF, and similarity measurement using Cosine Similarity. The results show that document d1 (Professional Mathematics Educator Certificate) has the highest similarity value to the query “educator certificate,” as it contains all query terms with relatively high TF-IDF weights. Document d3 ranks second due to partial term similarity, while document d2 has the lowest similarity value because it shares only one common term with the query. These findings indicate that the Cosine Similarity method is effective in ranking educator certificate documents based on their content relevance in an objective and measurable manner. The proposed system can improve the efficiency and accuracy of educator certificate document management and retrieval in educational institutions.
Fakultas Hukum, Universitas Katolik Widya Karya Malang
Title: Analisis Sistem Temu Balik Sertifikat Pendidik Menggunakan Metode Cosine Similarity
Description:
Educator certificates are official documents that play a crucial role for teachers, as they serve as legal proof of professional competence and are required for various administrative purposes, such as professional allowance applications, promotion, transfer, and institutional accreditation.
Along with the increasing number of educators in Indonesia, the volume of educator certificate data managed by educational institutions has also grown significantly.
However, certificate management is still largely conducted in a conventional manner, functioning merely as digital or physical archives without an effective search mechanism, resulting in inefficiencies and difficulties in retrieving relevant documents.
Therefore, an information retrieval approach is needed to support fast and accurate document searching.
This study aims to analyze and implement an information retrieval system for educator certificates using the Cosine Similarity method.
The research data consist of educator certificate documents, including professional educator certificates, training certificates, and competency certificates.
The retrieval process involves text preprocessing, term weighting using TF-IDF, and similarity measurement using Cosine Similarity.
The results show that document d1 (Professional Mathematics Educator Certificate) has the highest similarity value to the query “educator certificate,” as it contains all query terms with relatively high TF-IDF weights.
Document d3 ranks second due to partial term similarity, while document d2 has the lowest similarity value because it shares only one common term with the query.
These findings indicate that the Cosine Similarity method is effective in ranking educator certificate documents based on their content relevance in an objective and measurable manner.
The proposed system can improve the efficiency and accuracy of educator certificate document management and retrieval in educational institutions.
Related Results
Perspektif Hukum Tentang Sertifikat Ganda
Perspektif Hukum Tentang Sertifikat Ganda
Tujuan penelitian ini, untuk mengetahui apa penyebab kemunculan sertifikat ganda dikabupaten kolaka, siapa yang harus disalahkan dan bagaimana meminalisir terbitnya sertifikat gand...
KEPASTIAN HUKUM PEMBATALAN SERTIFIKAT HAK MILIK AKIBAT CACAT ADMINISTRATIF
KEPASTIAN HUKUM PEMBATALAN SERTIFIKAT HAK MILIK AKIBAT CACAT ADMINISTRATIF
Undang - Undang Nomor 5 Tahun 1960 tentang Pokok Pokok Agraria telah memberikan landasan hukum baik bagi pemerintah dalam tugasnya sebagai pelaksana dari peraturan perundang-undang...
Improved Cosine Similarity Measures for q-Rung Orthopair Fuzzy Sets
Improved Cosine Similarity Measures for q-Rung Orthopair Fuzzy Sets
In this paper, we introduce some novel cosine similarity measures for \(q\)-rung orthopair fuzzy sets (\(q\)-ROFSs), which capture both direction and magnitude aspects of fuzzy set...
Improved cosine similarity measures for q-Rung orthopair fuzzy sets
Improved cosine similarity measures for q-Rung orthopair fuzzy sets
In this short correspondence, we introduce some novel cosine similarity measures tailored for \(q\)-rung orthopair fuzzy sets (\(q\)-ROFSs), which capture both the direction and ma...
PENDAMPINGAN UMKM DALAM MEMENUHI PERSYARATAN SERTIFIKASI HALAL UNTUK MENINGKATKAN DAYA SAING
PENDAMPINGAN UMKM DALAM MEMENUHI PERSYARATAN SERTIFIKASI HALAL UNTUK MENINGKATKAN DAYA SAING
Sertifikat halal adalah pengakuan resmi bahwa suatu produk atau layanan memenuhi persyaratan kehalalan sesuai dengan ajaran agama Islam. Sertifikat halal diberikan oleh lembaga ser...
Pemanfaatan Teknologi Blockchain Untuk Mengoptimalkan Keamanan Sertifikat Pada Perguruan Tinggi
Pemanfaatan Teknologi Blockchain Untuk Mengoptimalkan Keamanan Sertifikat Pada Perguruan Tinggi
Penerapan Teknologi Blockchain guna memberikan keamanan terhadap keamanan sertifikat di era digital 4.0 agar tidak terjadinya manipulasi oleh pihak yang tidak bertanggung jawab. De...
Analisis Kompetensi Guru Non Sertifikasi Pendidik Dalam Menanamkan Nilai-nilai Religius Pada Mata Pelajaran Pendidikan Agama Islam di Madrasah Aliyah An-Nur Rambipuji
Analisis Kompetensi Guru Non Sertifikasi Pendidik Dalam Menanamkan Nilai-nilai Religius Pada Mata Pelajaran Pendidikan Agama Islam di Madrasah Aliyah An-Nur Rambipuji
Kompetensi guru sebagai kemampuan yang harus dimiliki dalam mengemban tugas sebagai pendidik, sebab ini sebagai syarat dalam mengemban tugas dalam pelaksanaan pembelajaran. sertifi...
ANALISIS KONEKTIVITAS SIMPANG TEMU LEBAK BULUS DALAM MENGHUBUNGKAN STASIUN MRT LEBAK BULUS TERHADAP JUMLAH PENGUNJUNG MALL POINS
ANALISIS KONEKTIVITAS SIMPANG TEMU LEBAK BULUS DALAM MENGHUBUNGKAN STASIUN MRT LEBAK BULUS TERHADAP JUMLAH PENGUNJUNG MALL POINS
Jakarta, as one of the largest metropolitan cities in Indonesia, continues to improve its public transportation system to support the growing mobility needs of its population. One ...

