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International Conference on Information Management and Technology (ICIMTech)

作者： Santo Fernandi Wijaya Harjanto Prabowo Raymondus Raymond Kosala Meyliana Information Systems Department BINUS Graduate Program - Doctor of Computer Science Bina Nusantara University Jakarta Indonesia Management Department BINUS Graduate Program - Doctor of Computer Science Bina Nusantara University Jakarta Indonesia Computer Science Department BINUS Graduate Program - Doctor of Computer Science Bina Nusantara University Jakarta Indonesia Information Systems Department School of Information Systems Bina Nusantara Universit Jakarta Indonesia

Since ERP solution facilitates has changed in business environment and also has helped in supporting managerial level to make decision. Therefore, ERP system is important strategy for organization's survival. One of the critical issues that affect a successful ERP implementation is the implementation method. In previous research, it showed that many organizations had faced complexity when they were implementing ERP in order to meet their requirements. In other cases, the ERP systems are unable to provide solution which is a simplicity of the necessary business processes. The ERP implementation complexity is one of the factors that lead the failures. Thus, here, we intend to propose an agile approach to reduce complexity and eventually our intention is to improve ERP implementing to become more successful. In this study, we are employing a systematic literature review (SLR) approach to identify the principles factors of the agile methods for ERP implementation. In result of employing this SLR method, we found that agile values and principles are correlated in ERP implementation complexity.

关键词： Complexity theory Organizations Information systems computer science Bibliographies Systematics

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A Simple Butterfly Lifecycle Algorithm for Measuring Company's Growth Performance

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IOP Conference Series: Materials science and Engineering 2019年第1期598卷

作者： D N Utama A Mitchell B Fieri H Richard Computer Science Department BINUS Graduate Program - Master of Computer Science Bina Nusantara University Jakarta Indonesia 11480 Computer Science Department School of Computer Science Bina Nusantara University Jakarta Indonesia 11480

Five states of butterfly metamorphoses in its lifecycle naturally inspire algorithm creation. A simple butterfly lifecycle algorithm (BLCA) was successfully created by imitating a real butterfly lifecycle in five stages study; preliminary analysis, literature review, input-process-output analysis, logic analysis, and algorithm construction. The algorithm was represented thru activity diagram, pseudo-code, and class diagram. The dummy case of measuring company growth performance used to experimentally test the algorithm.

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Hypermedia Driven Application programming Interface for Learning Object Management

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Procedia computer science 2018年 135卷 120-127页

作者： Herru Darmadi Suryadiputra Liawatimena Bahtiar Saleh Abbas Agung Trisetyarso Computer Science Department School of Computer Science Bina Nusantara University Jl. Kebun Jeruk Raya No 27 Kemanggisan Jakarta 11480 Indonesia Computer Engineering Department Faculty of Engineering Bina Nusantara University Jl. Kebun Jeruk Raya No 27 Kemanggisan Jakarta 11480 Indonesia Industrial Engineering Department BINUS Graduate Program - Doctor Computer Science Bina Nusantara University Jl. Kebun Jeruk Raya No 27 Kemanggisan Jakarta 11480 Indonesia Computer Science Department BINUS Graduate Program - Doctor Computer Science Bina Nusantara University Jl. Kebun Jeruk Raya No 27 Kemanggisan Jakarta 11480 Indonesia

The research purpose is to create a hypermedia driven API for learning object management. The research focuses on conception, design, implementation and evaluation of the learning object management hypermedia API. The hypermedia API was designed based on learning object models, hypermedia concepts, and related studies. Learning object model can be represented and manipulated as a hypermedia resource. It contains page resources with text and links to multimedia elements. The hypermedia API was designed using UML and represented in HTML5 because of its rich affordance. The implementation and evaluation phase were conducted by testing the API using three different client’s software to prove the concept of hypermedia as the engine of application state for managing learning objects. The results show that the hypermedia API for learning object management is accessible, consistent, and discoverable by heterogonous client applications.

关键词： hypermedia API HTML5 learning object content management

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Ramadhan short-term electric load: A hybrid model of cycle spinning wavelet and group method data handling (CSW-GMDH)

IAENG International Journal of Computer Science

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IAENG International Journal of computer science 2019年第4期46卷 670页

作者： Caraka, Rezzy Eko Chen, Rung Ching Toharudin, Toni Pardamean, Bens Bakar, Sakhinah Abu Yasin, Hasbi College of Informatics Chaoyang University of Technology Taichung City41349 Taiwan Department of Statistics Padjadjaran University Bandung Indonesia College of Informatics Chaoyang University of Technology Taichung City41349 Indonesia Bioinformatics Data Science Research Center Bina Nusantara University Indonesia BINUS Graduate Program-Master of Computer Science Bina Nusantara University. Indonesia School of Mathematical Sciences FST The National University of Malaysia Malaysia Department of Statistics Diponegoro University Semarang Indonesia

In general, performing a nonlinearity time series analysis in the modeling of data can reach a robust and increase the quality of the results. Wavelet methods have successfully been applied in a great variety of applications for modeling also forecasting. Wavelet Transform divided into two categories. There is continuous wavelet (CWT) and a discrete wavelet transform (DWT). Cycle spinning unlike the discrete wavelet transform (DWT), is highly redundant, non-orthogonal, also defined naturally for all sample sizes. There is a Group Method of Data Handling (GMDH) algorithm, which is a multivariate analysis method can be used in modeling and identifying uncertainty on linear also nonlinearity systems. In this paper, we aim to explain the combination of A-Trous wavelet transforms applied on cycle spinning and group method of data handling (GMDH) in data of short-term electric load holy month of Ramadhan from 2014 to 2015. © 2019, International Association of Engineers.

关键词： Discrete wavelet transforms

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Generative Indonesian Conversation Model using Recurrent Neural Network with Attention Mechanism 3

Generative Indonesian Conversation Model using Recurrent Neu...

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3rd International Conference on computer science and Computational Intelligence, ICCSCI 2018

作者： Chowanda, Andry Chowanda, Alan Darmasaputra Computer Science Department School of Computer Science Bina Nusantara University Jl. KH. Syahdan No. 9 Jakarta11480 Indonesia GDP Labs Jl. Aipda K.S. Tubun IIC No.8 Jakarta11410 Indonesia

This research contributes to data collection for Indonesian Language conversation corpus or dataset collected from conversation in the movies through 1961 subtitles with 1678320 unique words. The dataset collected thus trained with deep learning algorithm, a dual encoder Recurrent Neural Network (RNN), Long-Short Term Memory (LSTM) with Attention mechanism with the best result was 2.37% unknown words, loss rate was 1.66, and perplexity of 4.96, trained with vocabulary size of 24000. The dataset could be used for many machine (deep) learning for Natural Language Processing Problem in Indonesian Language, while the pre-trained model can be integrated into several system such as agent-based system, be they a chat-bot or an Embodied Conversational Agent (ECA). For future work, more data will be collected not only from the movie conversation but also natural human-human conversation in Indonesian Language. © 2018 The Author(s).

关键词： Long short-term memory

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An adaptive e-leaming model based on myers-briggs type indicator(MBTI) 3

An adaptive e-leaming model based on myers-briggs type indic...

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3rd International Conference on Informatics and Computing, ICIC 2018

作者： Yel, Mesra Betty Sfenrianto, Sfenrianto Meistiawan, Elisa Tri Faculty of Computer Science STI and KOM CKI Jakarta Indonesia Information Systems Management Department BINUS Graduate Program Master of Information System Management Bina Nusantara University Jakarta Indonesia

ISBN: (纸本)9781538669204

Adaptive e-learning system is widely used to customize the content of teaching materials to student learning styles. This study aims to propose an adaptive e-learning model that is able to determine the MBTI learning styles of students. It can be used by the system as to provide learning materials or e-learning activities in each phase of learning. In this study, adaptive e-learning model there are learning sessions namely: Introduction, Content, Assignment, and Exercise. Each learning session is based on MBTI learning style. © 2018 IEEE.

关键词： Learning systems

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Spatio-Temporal Poverty Analysis with INLA in Hierarchical Bayes Ecological Regression 3

Spatio-Temporal Poverty Analysis with INLA in Hierarchical B...

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3rd International Conference on computer science and Computational Intelligence, ICCSCI 2018

作者： Rachmawati, Ro'Fah Nur Pusponegoro, Novi Hidayat Statistics Department School of Computer Science Bina Nusantara University Indonesia Statistics Department Sekolah Tinggi Ilmu Statistik Jl Otista No. 64C Jakarta13330 Indonesia

Spatio-temporal analysis widely used to describe geo-referenced data that contain information about space and time, with many important response variables and predictors. The models are usually presented as maps to represent the spatial dependence and temporal correlation from time to time. Spatio-temporal models presented in this paper are designed with hierarchical fashion and estimated with INLA (Integrated Nested Laplace Approximation) as the current estimation method for Bayesian analysis. INLA based on latent Gaussian posterior distribution which provides great computational benefit and solve the convergence issue in MCMC (Markov Chain Monte Carlo) algorithm. We model the poverty data set using classical, dynamic and space-time interaction of spatio-temporal models, and investigate the poverty relationship with socio-economics predictors. Using R-INLA package and deviance information criteria for models best fit selection, we conclude dynamical non-parametric is the most proper model on its ecological regressions. © 2018 The Authors. Published by Elsevier Ltd.

关键词： Markov processes

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Deep learning for imbalance data classification using class expert generative adversarial network

arXiv

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arXiv 2018年

作者： Fanny Cenggoro, Tjeng Wawan Computer Science Department School of Computer Science Bina Nusantara University Jakarta11480 Indonesia Bioinformatics and Data Science Research Center Bina Nusantara University Jakarta11480 Indonesia

Without any specific way for imbalance data classification, artificial intelligence algorithm cannot recognize data from minority classes easily. In general, modifying the existing algorithm by assuming that the training data is imbalanced, is the only way to handle imbalance data. However, for a normal data handling, this way mostly produces a deficient result. In this research, we propose a class expert generative adversarial network (CE-GAN) as the solution for imbalance data classification. CE-GAN is a modification in deep learning algorithm architecture that does not have an assumption that the training data is imbalance data. Moreover, CE-GAN is designed to identify more detail about the character of each class before classification step. CE-GAN has been proved in this research to give a good performance for imbalance data classification. Copyright © 2018, The Authors. All rights reserved.

关键词： Generative adversarial networks

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Design Metric Indicator to Improve Quality Software Development (Study Case: Student Desk Portal)

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Procedia computer science 2018年 135卷 616-623页

作者： Reina Setiawan Zulfany Erlisa Rasjid Andy Effendi Computer Science Department School of Computer Science Bina Nusantara University Jl. K.H. Syahdan No. 9 Jakarta 11480 Indonesia Computer Science Department BINUS Graduate Program - Doctor of Computer Science Bina Nusantara University Jl. K.H. Syahdan No. 9 Jakarta 11480 Indonesia Information Systems Department School of Information Systems Bina Nusantara University Jl. K.H. Syahdan No. 9 Jakarta 11480 Indonesia

The development of Information Technology and Communications facilitate people running their daily lives. One of the important role in development is application development which is the main element in the development of technology. Due to this reason, it is required to have an application that would satisfy the criteria of standard qualities without any tolerance towards error and failure during process. This paper focused on the design of indicator that can be used in measuring qualities in application development, with Student Desk Portal at bina nusantara University used as case study is accessed by thousands of students each week. For this reason, the quality of the application is extremely important. The designed indicators are applied in the development of 35 modules in the Student Desk Portal application. The result shows that after applying the designed indicators in the application development, the number of bugs and errors found in the implementation drastically reduced from 43% to 23%.

关键词： Quality Software Application Indicator Software Metric Student Desk Portal

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Information as a service on cloud computing technology: A review

Information as a service on cloud computing technology: A re...

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2018 International Seminar on Research of Information Technology and Intelligent Systems, ISRITI 2018

作者： Taryana, Ujang Fajar, Ahmad Nurul Utama, Ditdit Nugeraha Universitas Mercu Buana Jakarta Indonesia Information Systems Management Bina Nusantara University BINUS Graduate Program-Master of Information Systems Management Jakarta11480 Indonesia Computer Science Department BINUS Bina Nusantara University Graduate Program-Master of Information Systems Management Jakarta11480 Indonesia

ISBN: (纸本)9781538674222

Information as a service (IAS) allows any applications to access all types of information thru using the application interface. A service based on everything or 'anything as a service' or 'everything as a service' is a fundamental configuration of developing IAS term that has not been studied comprehensively yet before. Based on systematic review study and also immersed analysis, IAS is proposed as part of the emerging service and specified service in the cloud technology service evolution. Thus, IAS is academically possible to be attached in the cloud service model that is realized in the cloud computing technology. © 2018 IEEE.

关键词： Distributed database systems

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