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Relevance Feedback using Genetic Algorithm on Information Retrieval for Indonesian Language Documents Salman Dziyaul Azmi; Retno Kusumaningrum
Journal of Information Systems Engineering and Business Intelligence Vol. 5 No. 2 (2019): October
Publisher : Universitas Airlangga

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (727.1 KB) | DOI: 10.20473/jisebi.5.2.171-182

Abstract

Background: The Rapid growth of technological developments in Indonesia had resulted in a growing amount of information. Therefore, a new information retrieval environment is necessary for finding documents that are in accordance with the user’s information needs.Objective: The purpose of this study is to uncover the differences between using Relevance Feedback (RF) with genetic algorithm and standard information retrieval systems without relevance feedback for the Indonesian language documents.Methods: The standard Information Retrieval (IR) System uses Sastrawi stemmer and Vector Space Model, while Genetic Algorithm-based (GA-based) relevance feedback uses Roulette-wheel selection and crossover recombination. The evaluation metrics are Mean Average Precision (MAP) and average recall based on user judgments.Results: By using two Indonesian language document datasets, namely abstract thesis and news dataset, the results show 15.2% and 28.6% increase in the corresponding MAP values for both datasets as opposed to the standard Information Retrieval System. A respective 7.1% and 10.5% improvement on the recall value at 10th position was also observed for both datasets. The best obtained genetic algorithm parameters for abstract thesis datasets were a population size of 20 with 0.7 crossover probability and 0.2 mutation probability, while for news dataset, the best obtained genetic algorithm parameters were a population size of 10 with 0.5 crossover probability and 0.2 mutation probability.Conclusion: Genetic Algorithm-based relevance feedback increases both values of MAP and average recall at 10th position of retrieved document. Generally, the best genetic algorithm parameters are as follows, mutation probability is 0.2, whereas the size of population size and crossover probability depends on the size of dataset and length of the query.Keywords: Genetic Algorithm, Information Retrieval, Indonesian language document, Mean Average Precision, Relevance Feedback 
Hybrid Mobile Executive Information (m-EIS) System Using Quasar Framework for Indonesia Financial Service Authority Dina Fitria Murad; Wirianto Widjaya; Dwi Rahmania Noviani; Nur Fitriyyah; Liany Minarni Saputri
Journal of Information Systems Engineering and Business Intelligence Vol. 5 No. 2 (2019): October
Publisher : Universitas Airlangga

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (1668.443 KB) | DOI: 10.20473/jisebi.5.2.195-207

Abstract

Background: Given the digital transformation in currently emerging digital era in Financial Service Industry; marked by the rise of Fintech; Financial Service Authority (FSA) is challenged to mitigate new type of risks that are introduced by it. As first step, Indonesia FSA seeks for an effective and efficient way to present up-to-date Strategic Information to its Top Executive Leaders to enable informed strategic decision making.Objective: This study aimed to find the solution to provide information strategic information to Indonesia FSA executives at any-time any-where. The researchers hypothesize that mobile Executive Information System could effectively serve the purpose.Methods: The research activities are laid out based on the Unified Process (UP) Methodology and use Unified Modelling Language (UML) diagrams to communicate the design. At the end of the study, a survey-based on TAM2 is conducted to confirm the study result. The survey is tested to measure its validity, reliability and correlation analysis using SPSS.Results: The study produce mobile executive information system (m-EIS) geared with the latest UI technology framework; Quasar; and microservice pattern. The m-EIS is deployed and implemented. The survey result shows the overall users’ acceptance of the implementation.Conclusion: The study recommends the further enhancement of m-EIS and highlights limitation of the current study for which future study could address and improve.Keywords:Executive Information System, Financial Service Authority, Financial Service Industry, Hybrid Mobile Application, Unified Modelling Language, Unified Process
Implementation of Accurate Accounting Information Systems To Mid-Scale Wholesale Company Aloysius Putra; Adi Suryaputra
IC-ITECHS Vol 1 (2014): Prosiding IC-ITECHS 2014
Publisher : IC-ITECHS

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (1567.51 KB)

Abstract

Company with medium scale has a problem in the recording business processes and financial reporting. With the increasing number of their transactions, it is not possible if it should always be handled manually. The purpose of this research is to determine the method of ACCURATE accounting information system implementation at mid-scale wholesale companies and to analyze the factors that influence the decision of a mid-scale wholesale company adopts accounting information systems for their business process. The method used in this research is by conduct a literature study and apply the method of implementation on the three mid-scale wholesale company. The authors formulate a right method of ACCURATE accounting information system implementation applied to mid-scale wholesale company, which through the process of needs analysis, setup database, and training. The authors also analyze and find the factors that influence a mid-scale wholesale company's decision to adopt an accounting information systems in the company, which is the background of the owner of the company, in addition to other factors such as price, time, and the scale and complexity of an accounting information system.
ANALISIS USER EXPERIENCE APLIKASI ACADEMIC INFORMATION SYSTEM (AIS) MOBILE UNTUK USER-CENTERED METRICS MENGGUNAKAN HEART FRAMEWORK Ananda Vickry Pratama; Aprillia Dian Lestari; Qurrotul Aini
Sistemasi: Jurnal Sistem Informasi Vol 8, No 3 (2019): Sistemasi: Jurnal Sistem Informasi
Publisher : Program Studi Sistem Informasi Fakultas Teknik dan Ilmu Komputer

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (938.446 KB) | DOI: 10.32520/stmsi.v8i3.527

Abstract

Aspek User Experience (UX) sangat penting diperhatikan dalam pengembangan aplikasi mobile. AIS Mobile merupakan sistem yang mampu menangani permasalahan akademik di UIN Syarif Hidayatullah Jakarta. Berdasarkan hasil observasi dan wawancara kepada lima pengguna AIS Mobile, ditemukan bahwa UX yang sekarang ternyata kurang baik, serta adanya beberapa review negatif di Playstore. Tujuan penelitian ini adalah melakukan pengukuran UX pada AIS Mobile untuk user-centered metric menggunakan HEART (Happiness, Engagement, Adoption, Retention, Task Success) Framework supaya bisa mendukung keputusan pengembangan produk sesuai kebutuhan penggunanya. Pada penelitian ini, kuesioner disebarkan kepada 100 responden. Hasil data kuesioner diuji dengan pengujian validitas dan reliabilitas, kemudian diolah untuk divisualisasikan dalam bentuk dashboard. Berdasarkan data yang sudah diolah, tidak ada satupun set Goal-Signal-Metrics pada HEART framework yang tercapai karena nilai metrics yang didapatkan masih di bawah nilai yang diharapkan. Nilai metrics yang didapatkan adalah Happiness sebesar 62.27%, Engagement sebesar 71.28%, Adoption sebesar 64%, Retention sebesar 68.48%, dan Task Success sebesar 61.11%. Untuk mencapai set Goal-Signal-Metrics pada HEART framework, perlu dilakukan re-design terhadap tampilan AIS Mobile secara UX maupun UI (User Interface), pembuatan fitur push-notification untuk info update aplikasi, sosialiasi pemakaian AIS Mobile ke mahasiswa, serta perbaikan atau peningkatan kualitas fitur-fitur di AIS Mobile.
Law Number 9 of 2017 as Automatic Financial Information Exchange and Comparison with Malaysia Bambang Sugeng Ariadi Subagyono; Agus Yudha Hernoko; Zahry Vandawati Chumaida; Asri Wijayanti
Justitia Jurnal Hukum Vol 3, No 2 (2019): Justitia Jurnal Hukum
Publisher : Universitas Muhammadiyah Surabaya

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (1023.36 KB) | DOI: 10.30651/justitia.v3i2.3628

Abstract

Taxpayer data and information from banking and finance institution could be guidance on any development. Therefore, it could be a corrective act to do the law enforcement on increasing Inland Revenue. Financial information exchange regarded to tax interests, besides by demanding way also could automatically way done (Automatic Exchange of Financial Account Information/AEol). Indonesia commitment was manifested by Multilateral Competent Authority Agreement signed after AEOI on 3rd June 2015. Indonesia agreed to start the financial information exchange automatically on September 2018. The followed-up Indonesia government commitment was on 8th May 2017. It had approved the financial information access no.1 2017 legislations as to tax interests. Then, one year later was set to be no.9 2017 legislations.Keywords : Automatic, Exchange, Financial Account
INFLUENCE THE QUALITY OF THE SYSTEM AND THE QUALITY OF THE INFORMATION ON E- FILING USERS SATISFACTION Mar’atus Solikah; Dian Kusumaningtyas
UNEJ e-Proceeding the 3rd International Conference on Economics, Business, and Accounting Studies
Publisher : UPT Penerbitan Universitas Jember

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Abstract

E-filing is a service of charging and delivering Letter of Notification (SPT) electronically to Directorate General of Taxes, by utilizing internet communication channel. The purpose of this research is to test and analyze some factors that influence satisfaction of the e-filing users. That factors are quality of the system and quality of the information. The indicators of quality of the system are accuracy, database content, ease of use, ease of learning and realization of user requirement. Quality of the information indicators are relevance, informativeness, forma, content, accuracy, currency, timeliness, usableness, and clarity. The population in this study are all personal tax payers in Kediri, the sampling technique is judgement sampling with a total of 200 samples. Data collection using questionnaire. Data analysis technique using SPSS. The results of the research shows that system quality and information quality has been proved significantly has positive influence to the satisfaction of e- filing users.
ADOPTER CATEGORY AND PREFERENCE OF INFORMATION SOURCE ON THE ADOPTION OF HERBAL FEED ADDITIVE ON BROILER FARM Ayu Intan Sari
UNEJ e-Proceeding International Conference on Agribusiness Marketing (ICAM) 2012, Faculty of Agriculture, University o
Publisher : UPT Penerbitan Universitas Jember

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Abstract

The first aim of this research is to analyze the effect of social economic characteristics and communication behavior of the farmer on the probability of adopter category differences and on the preference of source of information. The second aim is to analyze the effect of adopter category on the preference of source of information. This research has been conducted in the broiler farm at Karanganyar, Sragen, and Boyolali Central Java by using research based method of descriptive analysis. The result of the research shows that there are differences in social economic characteristics and communication behavior of the farmer between early and late adopter categories; they are age (p0.01), formal education level (p0.01), cosmopoliteness level (p0.01), and farming experience (p0.05). The result of logistic binominal regression test on social economic characteristics shows that age and formal education level influence the difference of adopter category significantly (p0.05). The characteristics of farmers haveeffect on the preferences of personal and non personal information source, namely age, formal education level, and cosmopoliteness level, which have significant effect (p0.05). Additionally, the result shows that the adopter category has very significant effect (p0.01) on the preference of information source. The conclusion of the research is that the younger farmers, higher formal education level, longer experience, and higher level of active searching information seemed to have higher probability to become the early adopter. The farmers have higher preference on non personal information source.
End User Satisfaction of Accounting Information System (AIS) Mobile Based for Small Medium Enterprises (SMEs): Actual Usage and TAM Approach Mardiana Andarwati; Diana Zuhroh; Fikri Amrullah
Journal of Development Research Vol. 3 No. 2 (2019): Volume 3, Number 2, November 2019
Publisher : Lembaga Penelitian dan Pengabdian Masyarakat Universitas Nahdlatul Ulama Blitar

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (371.185 KB) | DOI: 10.28926/jdr.v3i2.79

Abstract

Increasing end-user satisfaction (EUS) on mobile-based AIS is influenced by an actual usage (AU). AU increases if Small Medium Enterprise managers feel the perceived ease of use (PEOU) and perceived usefulness (PU) of using mobile-based AIS. This study aims to (1) analyze the effect of PEOU and PU on AU, (2) analyze the effect of PEOU and PU on EUS on mobile-based AIS, (3) analyze the effect of AU on EUS on mobile-based AIS, and (4) analyze the effect of PEOU and PU to EUS on mobile-based AIS through AU. The results of this study are (1) PU has a positive effect on AU and PEOU has a negative effect on AU because to improve AU requires a guidebook that is easy to learn and the lack of ability to use system applications make it not easy, (2) PEOU and PU affect EUS on Mobile-based AIS but the most positive and dominant influence on EUS on mobile-based AIS is PU, (3) AU has a positive effect on EUS on mobile-based AIS, and (4) PEOU negatively affects EUS on mobile-based AIS through AU due to the use of AIS based on mobile, which is done repeatedly and for a long time is still unable to mediate PEOU and SME managers feel difficult to use the purchasing and sales system application to produce on time reports.
Analysis and Design of E-Commerce Information Systems Using the User Centered Design Method at PT. Pure Healthy Nature Amelia Andi; Yakub Yakub
Tech-E Vol 2 No 2 (2019): Tech-E
Publisher : Fakultas Sains dan Teknologi-Universitas Buddhi Dharma

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (919.61 KB) | DOI: 10.31253/te.v2i2.200

Abstract

PT.Murni Alam Sehat is one of company sell medical device and medicine by prescription or without doctor’s prescription. The problem in marketing department in this company do not have promotion media for offer the products to consumer, no online sell, and order only by phone. To solve the problem in marketing department is build up e-commerce system. E-commerce system use Unifed Modelling Languange (UML); Activity Diagram, Use Case Diagram, Sequence Diagram, and Class Diagram. User Centered Design (UCD) as design method. Program language for e-commerce system is PHP and MySQL for database. The result of research is a e-commerce system website base to help search information product, company could get report easier, consumer can do purchase by online everywhere and everytime.
Information Systems for New Students Assesment at Setia Bhakti Junior High School Using the Simple Additive Weighting (SAW) Method Felisia Fransiska; Yakub Yakub
Tech-E Vol 2 No 1 (2018): Tech-E
Publisher : Fakultas Sains dan Teknologi-Universitas Buddhi Dharma

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (339.338 KB) | DOI: 10.31253/te.v2i1.281

Abstract

Technology has a big role in today's life, especially helping the business process activities within a company or organization, making the business process easier. For this reason the creation of a new student admission system and entrance examination in a high school, which affects the speed and accuracy of the final grades in the process. The method used is the Simple Additive Weighting (SAW) method, which has more precise and accurate advantages compared to other decision-making models, because its ability to conduct an assessment is based on the value of criteria and weighted preferences that have been determined. The design and analysis of new student admissions and entrance examination exams can help and overcome existing problems. New student admission and admission test programs have the advantage of being a computerized student registration, conducting computer-based entrance examination exams and can process data through the system thereby reducing the risk of errors in making reports.

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