?url_ver=Z39.88-2004&rft_id=1717051042&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Adc&rft.title=IMPLEMENTASI+TEXT+MINING+TERHADAP+UNDANG-UNDANG+BERBASIS+OMNIBUS+LAW+MENGGUNAKAN+WORD2VEC+DAN+SOFT+COSINE+SIMILARITY+MEASURE&rft.creator=ADINDA+RIZKY+FEBIYANTO%2C+1717051042&rft.subject=000+Ilmu+komputer%2C+informasi+dan+pekerjaan+umum&rft.description=Perkembangan+sebuah+negara+tidak+bisa+terlepas+dari+perkembangan+legislasi+yang+terjadi+didalamnya.+Salah+satu+contoh+perkembangan+legislasi+yang+fleksibel+adalah+penerapan+Omnibus+law+yang+dimulai+oleh+Presiden+Joko+Widodo+untuk+penyederhanaan+legislasi.+Namun%2C+penerapan+Omnibus+law+dengan+pendekatan+manual+akan+memakan+banyak+waktu+dan+biaya.+Oleh+karena+itu+untuk+menyelaraskan+penerapan+Omnibus+law+di+Indonesia+yang+mewarisi+sistem+hukum+Civil+Law%2C+diperlukan+pendekatan+teknologi+terbaru+agar+proses+penyelarasan+dapat+dilakukan+dengan+efektif+dan+efisien+untuk+setiap+jenis+peraturan+perundang-undangan+yang+ada+di+Indonesia.%0D%0ASalah+satu+pendekatan+yang+dapat+digunakan+sebagai+solusi+penyederhanaan+legislasi+adalah+menggunakan+Text+mining+dan+Natural+Language+Processing+(NLP).+Penelitian+sebelumnya+dalam+bidang+hukum+terfokus+untuk+dapat+menemukan+similaritas+antar+dokumen+yang+dapat+dimanfaatkan+untuk+menemukan+relevansi+antar+dokumen+Undang-Undang.+Beberapa+metode+yang+pernah+digunakan+dalam+penelitian+sebelumnya+antara+lain+pendekatan+network-based+dan+embedding-based+serta+metode+pengukuran+similaritas+cosine+similarity.%0D%0ABerbeda+dengan+penelitian+sebelumnya+yang+mayoritas+menggunakan+pengukuran+similaritas+menggunakan+cosine+similarity%2C+penelitian+ini+dilakukan+dengan+menggunakan+kombinasi+embedding-based+Word2Vec+dan+pengukuran+similaritas+soft+cosine+similarity+measure.+Peneltian+dilakukan+melalui+dua+skenario+pengukuran.+Hasil+pengukuran+skenario+pertama+mendapatkan+nilai+Precision+sebesar+67%25%2C+Recall+sebesar+80%25%2C+Accuracy+sebesar+80%25+dan+F-%CE%B2+measure+sebesar+73%25.+Hasil+pengukuran+similaritas+skenario+kedua+mendapatkan+nilai+Precision+sebesar+67%25%2C+Recall+sebesar+67%25%2C+Accuracy+sebesar+73%25%2C+dan+F-%CE%B2+measure+sebesar+67%25.%0D%0A%0D%0AKata+Kunci+%3A+Text+mining%2C+Natural+Language+Processing%2C%0D%0APengukuran+Similaritas%2C+Word2Vec%2C+Soft+Cosine+Similarity+Measure%0D%0A%0D%0A%0D%0A%0D%0A%0D%0A%0D%0A%0D%0A%0D%0AABSTRACT%0D%0A%0D%0AThe+development+of+a+country+cannot+be+separated+from+the+development+of+legislation+that+occurs+in+it.+One+example+of+the+development+of+flexible+legislation+is+the+implementation+of+the+Omnibus+law+initiated+by+President+Joko+Widodo+to+simplify+legislation.+However%2C+implementing+the+Omnibus+law+with+a+manual+approach+will+take+a+lot+of+time+and+money.+Therefore%2C+to+harmonize+the+application+of+Omnibus+law+in+Indonesia%2C+which+inherits+the+Civil+Law+legal+system%2C+the+latest+technological+approach+is+needed+so+that+the+alignment+process+can+be+carried+out+effectively+and+efficiently+for+each+type+of+legislation+in+Indonesia.%0D%0AOne+approach+that+can+be+used+as+a+solution+to+simplifying+legislation+is+to+use+Text+mining+and+Natural+Language+Processing+(NLP).+Previous+research+in+the+field+of+law+has+focused+on+finding+similarities+between+documents+that+can+be+used+to+find+relevance+between+legal+documents.+Several+methods+that+have+been+used+in+previous+research+include+network-based+and+embedding-based+approaches+and+cosine+similarity+measurement+methods.%0D%0AIn+contrast+to+previous+studies+which+mostly+used+similarity+measurements+using+cosine+similarity%2C+this+research+was+conducted+using+a+combination+of+embedding-based+Word2Vec+and+soft+cosine+similarity+measures.+The+research+was+conducted+through+two+measurement+scenarios.+The+results+of+the+first+scenario+measurement+get+a+Precision+value+of+67%25%2C+Recall+of+80%25%2C+Accuracy+of+80%25%2C+and+F-%CE%B2+measure+of+73%25.+The+results+of+the+second+scenario+similarity+measurement+get+a+Precision+value+of+67%25%2C+Recall+of+67%25%2C+Accuracy+of+73%25%2C+and+F-%CE%B2+measure+of+67%25.%0D%0A%0D%0AKeywords%3A+Text+mining%2C+Natural+Language+Processing%2C+Similarity+Measurement%2C+Word2Vec%2C+Soft+Cosine+Similarity+Measure&rft.publisher=FAKULTAS+MATEMATIKA+DAN+ILMU+PENGETAHUAN+ALAM&rft.date=2022-02-04&rft.type=Skripsi&rft.type=NonPeerReviewed&rft.format=text&rft.identifier=http%3A%2F%2Fdigilib.unila.ac.id%2F59936%2F1%2FABSTRAK.pdf&rft.format=text&rft.identifier=http%3A%2F%2Fdigilib.unila.ac.id%2F59936%2F2%2FSKRIPSI%2520FULL.pdf&rft.format=text&rft.identifier=http%3A%2F%2Fdigilib.unila.ac.id%2F59936%2F3%2FSKRIPSI%2520TANPA%2520BAB%2520PEMBAHASAN.pdf&rft.identifier=++ADINDA+RIZKY+FEBIYANTO%2C+1717051042++(2022)+IMPLEMENTASI+TEXT+MINING+TERHADAP+UNDANG-UNDANG+BERBASIS+OMNIBUS+LAW+MENGGUNAKAN+WORD2VEC+DAN+SOFT+COSINE+SIMILARITY+MEASURE.++FAKULTAS+MATEMATIKA+DAN+ILMU+PENGETAHUAN+ALAM%2C+UNIVERSITAS+LAMPUNG.+++++&rft.relation=http%3A%2F%2Fdigilib.unila.ac.id%2F59936%2F