Judul: Temu Kembali Informasi Dokumen XML dengan Pembobotan per Konteks
Abstrak: Various research in the field of information retrieval using XML documents have been conducted.However, those systems didnot consider the structure or tags of the XML documents. To improve the performance of the information retrieval system, we develop an information retrieval system using context weighting. Each weight which is implemented on each context is obtained from the result of correlation between the similarity of each context of the document to the queries and the similarity of the whole document to the queries using linear regression method. The information retrieval system that has been developed using the context weighting is evaluated by using 30 queries. It is found that this experiment decreases the average Mean Average Precision (MAP) value by 1.15% if compared with the information retrieval system without context.
Keyword: XMLtag weighting, information retrieval

Judul: Studi Komparatif Pembobotan Kata untuk Temu Kembali Informasi Dokumen Bahasa Indonesia
Abstrak: One of the classical models of Information Retrieval (IR) systems is the vector space model. Vector in this model represents the weight of terms contained in the documents and queries. A term can be a word, a phrase, or a unit in a document describing the context of the document. Since each term has a different level of importance in the document, weighting is needed. The commonly used weighting method is TF-IDF (Term Frequency Inverse Document Frequency). Previous research indicates that the distribution of term weighting follow the Poisson distribution, hence a method called RIDF (Residual Inverse Document Frequency) was developed. Other weighting methods by considering the query is called Query Term weighting. Both of the latter methods has not been implemented for documents in Indonesian. This research implements the methods TF-IDF, RIDF and Query Term Weighting on search engine for documents in Indonesian. The result of this research is a search engine with an average precision of 63,9%.
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Judul: Production and Purification of Glucose Oxidase Enzyme (EC 1.1.3.4) from Aspergillus Niger Isolate (IPBCC.08.610).
Abstrak: Glukosa oksidase (GOD) merupakan enzim yang mengkatalisis oksidasi ß-D-glukosa menjadi glukonolakton dan hidrogen peroksida, dengan molekul oksigen sebagai akseptor elektronnya. Glukosa oksidase diproduksi oleh banyak mikroorganisme seperti Penicillium notatum, Penicillium chrysosporium, Aspergillus niger, dan Botrytis cinerea. A. niger diketahui dapat menghasilkan enzim glukosa oksidase yang lebih stabil dibandingkan Penicillium sp. Penelitian ini bertujuan menentukan waktu inkubasi optimum untuk produksi glukosa oksidase dari isolat A. niger (IPBCC.08.610), serta menentukan aktivitas spesifik dari ekstrak kasar dan fraksi amonium sulfat enzim tersebut. Melalui data tersebut dapat diketahui fraksi terbaik enzim glukosa oksidase yang dapat digunakan dalam aplikasi enzymatic fuel cell. Produksi glukosa oksidase di dalam media dilakukan dengan kecepatan aerasi 200 rpm, suhu 30 oC dengan lima variasi waktu, yaitu 48 jam, 72 jam, 96 jam, 120 jam, dan 144 jam. Hasil penelitian menunjukkan bahwa glukosa oksidase pada isolat A.niger (IPBCC.08.610) lebih banyak diproduksi dalam bentuk enzim intraseluler daripada enzim ekstraseluler. Waktu inkubasi optimum untuk produksi glukosa oksidase ialah 72 jam dengan aktivitas spesifik enzim mencapai 1568.20 unit/mg. Nilai aktivitas spesifik enzim semakin meningkat setelah dilakukan pemurnian dengan amonium sulfat 80%, yaitu menjadi sebesar 12409.64 unit/mg. Proses pemurnian tersebut berhasil meningkatkan kemurnian enzim sampai 8 kali, dengan rendemen sebesar 23.21%.
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