Implementasi Pattern Based Approach Pada Question Answering System (Studi Kasus Buku Pedoman Pendidikan Program Teknologi Informasi Dan Ilmu Komputer)

DwihanuResnu (2013) Implementasi Pattern Based Approach Pada Question Answering System (Studi Kasus Buku Pedoman Pendidikan Program Teknologi Informasi Dan Ilmu Komputer). Sarjana thesis, Universitas Brawijaya.

Abstract

Setiap mahasiswa pasti membutuhkan acuan atau pedoman dalam melakukan kegiatan akademik di dunia perkuliahan. Buku Pedoman Pendidikan Program Teknologi Informasi Dan Ilmu Komputer dimaksudkan untuk dapat menjadi acuan bagi setiap mahasiswa di PTIIK, akan tetapi pemanfaatannya masih memiliki beberapa keterbatasan. Untuk dapat meningkatkan pemanfaatan Buku Pedoman Pendidikan tersebut, dalam skripsi ini diimplementasikan sebuah Question Answering System dengan memanfaatkan metode Pattern Based Approach. Input pertanyaan pada Question Answering System diinterpretasikan dengan menggunakan pola pertanyaan. Hasil interpretasi pertanyaan tersebut digunakan untuk mencari dokumen yang relevan yang akan menjadi kandidat jawaban. Kandidat jawaban melalui proses filtering dan scoring untuk membuang kandidat yang tidak sesuai. Pola jawaban digunakan untuk mengekstrak potongan kalimat yang menjadi jawaban pada kandidat jawaban. Tahap perancangan terdiri dari perancangan Question Answering System, dan Perancangan Algoritma Pattern Based Approach. Perancangan Question Answering System terdiri dari System Plan, Arsitektur Sistem, dan Perancangan Database. Perancangan algoritma terdiri dari pengumpulan dokumen, pembentukan pola, dan algoritma yang diimplementasikan pada tiap komponen arsitektur sistem. Pengujian algoritma Pattern Based Approach dilakukan dengan menguji tingkat akurasi jawaban yang dihasilkan Question Answering System. Hasil pengujian akurasi adalah presisi sebesar 80,85% dan recall sebesar 100%.

English Abstract

Every undergraduate student needs references or guidelines for their academic activities. Educational Handbook of Information Technology and Computer Science Program is meant to be a reference for every student in PTIIK, but its utility still has some limitations. Question Answering System can be used to maximize the Educational Handbook utilization. Pattern Based Approach method was implemented into the Question Answering. Question accepted by Question Answering System interpreted using Question Patterns. Interpreted question was used to search the relevant documents and became answer candidate. Answer candidate was filtered and scored, and then answer was extracted using Answer atterns.The Design phase consists of Question Answering System design and lgorithm design. The Question Answering System design consists of System Plan, system Architecture, and Database Design. The algorithm design consists of the documents collection, the patterns formations, and the algorithm that was implemented on each component of the system architecture. The result of the test are 80.85% precision and 100% recall.

Item Type: Thesis (Sarjana)
Identification Number: SKR/FTIK/2012/31/051300961
Subjects: 000 Computer science, information and general works > 005 Computer programming, programs, data
Divisions: Fakultas Ilmu Komputer > Teknik Informatika
Depositing User: Hasbi
Date Deposited: 01 Apr 2013 10:03
Last Modified: 23 Oct 2021 08:55
URI: http://repository.ub.ac.id/id/eprint/145724
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