201 research outputs found

    Anomaly-Based DNN Model for Intrusion Detection in IoT and Model Explanation: Explainable Artificial Intelligence

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    IoT has gained immense popularity recently with advancements in technologies and big data. IoT network is dynamically increasing with the addition of devices, and the big data is generated within the network, making the network vulnerable to attacks. Thus, network security is essential, and an intrusion detection system is needed. In this paper, we proposed a deep learning-based model for detecting intrusions or attacks in IoT networks. We constructed a DNN model, applied a filter method for feature reduction, and tuned the model with different parameters. We also compared the performance of DNN with other machine learning techniques in terms of accuracy, and the proposed DNN model with weight decay of 0.0001 and dropout rate of 0.01 achieved an accuracy of 0.993, and the reduced loss on the NSL-KDD dataset having five classes. DL models are a black box and hard to understand, so we explained the model predictions using LIME.Green Open Access added to TU Delft Institutional Repository 'You share, we take care!' - Taverne project https://www.openaccess.nl/en/you-share-we-take-care Otherwise as indicated in the copyright section: the publisher is the copyright holder of this work and the author uses the Dutch legislation to make this work public.Cyber Securit

    Pembuatan interface aplikasi basis data pasien rawat inap pada rumah sakit Banyumanik

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    Keinginan untuk mendesain tampilan (interface) semakin meningkat seining dengan meningkatnya kebutuhan akan sistem komputerisasi. Salah sate instansi yang membutuhkan bantuan komputer dalam menyelesaikan tugasnya adalah rumah sakit, khususnya Rumah Sakit Banyumanik O1 eh karena itu dibuatlah tampilan (interface) aplikasi basis data pasien rawat Map di Rumah Sakit Banyumanik. Sistem interface yang digunakan adalah sistem GUI (graphical user interface) yang memudahkan user dalam berinteraksi dengan komputer. Sehingga dengan adanya interface aplikasi basis data pasien rawat Map di Rumah Sakit Banyumanik, user akan mudah dalam mendapatkan informasi mengenai pasien rawat inap di Rumah Sakit. Banyumanik. The interest in designing interface has grown rapidly as the utilization of computer systems has become a necessity. One of department which needs computer's help to solve its task is hospital, especially Banyuman ik Hospital. So interface of database application hospital is made in Banyumanik Hospital. The interface system which is used in here is GUI (graphical user interface). This system makes user feel easy to communicate with computer. By the way, interface of impatient database application in Banyumanik Hospital makes user easier to get information they need. 1 This ocument is Undip Institutional Repository Collection. The author(s) or L___.,,, ,,,, _ chan ing the content, translate the submission to any medium or format for the purpose ownei(s) also agree that UNDIP-IR may keep more than one copy of this submission for purpose ( http://eprXts.undip.ac.id

    The Immortal King Rao

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    This is a pre-copyedited, author-produced version of an article accepted for publication in American Historical Review following peer review. The version of record Ramnarayan S Rawat, The Immortal King Rao, The American Historical Review, Volume 129, Issue 3, September 2024, Pages 1029–1031, https://doi.org/10.1093/ahr/rhae236 is available online at: https://doi.org/10.1093/ahr/rhae236. © The Author(s) 2024. Published by Oxford University Press on behalf of the American Historical Association. All rights reserved. For permissions, please email: [email protected]. This article is published and distributed under the terms of the Oxford University Press, Standard Journals Publication Model (https://academic.oup.com/pages/standard-publication-reuse-rights). This article will be embargoed until 09/06/2026.Vauhini Vara. The Immortal King Rao. New York: W. W. Norton & Company, 2022. “We should be free to pursue our ambitions” (Chinna Rao, owner, coconut grove) “My ambition is to program” (King Rao) The Immortal King Rao is an innovative piece of writing that captures the social life of caste and provides a rich ethnography of Dalit ambition, initiative, and achievement through hard work. Several reviewers have written of the novel’s dystopian themes, the existence of a single shareholder’s government managed by an algorithm that has replaced nation-states, and the “exes” or large groups of people who have rejected this system and live in autonomous island zones. Vauhini Vara uses this original framework to offer new insights into Dalit lives by showcasing Dalit ambition and achievement, simultaneously tracing Dalit lives and mobility in India and in the United States while also expanding the genre of caste fiction. As a Dalit woman whose father grew up on a coconut farm in India, Vara has written a formidable novel on breaking free from the shackles of caste through education and migration—in India and abroad

    PERANCANGAN SISTEM INFORMASI PENDAFTARAN RAWAT JALAN BERBASIS WEB DI. RSAU DR.M. SALAMUN

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    Abstrak-sSistem informasi rekam medis rawat jalan adalah suatu system yang bertujuan untuk mengelola data pasien sampai pasien ,keluar dari rumah sakit atau klinik dalam jangka waktu tertentu. Artinya, sistem informasi yang dirancang dengan baik membantu mencegah kesalahan prosedural yang umum terjadi dalam kinerja pencatatan  dan pengelolaan data. Penggunaan teknologi informasi, computer, dan teknlogi internet merambah ke dunia pelayanan kesehatan salah satunya adalah pelayanan tertib administrasi yaitu pelayanan pendaftaran Rawat jalan online ataupun offline yang di lakukan oleh petugas. Perancangan Sistem informasi ini bertujuan untuk merancang sistem atau disain baru untuk mengembangkan suatu program informasi elektronik yang bertujuan memudahkan dalam penyelenggaraan pendaftaran rawat jalan berbasis web yang terintegrasi sehingga menjadi salah satu alternatif sistem yang berkulitas dan baik. sesuai dengan tempat observasi yang penulis  lakukan pada 25 september  2019 di RSAU dr. M.salamun. perancangan Program Aplikasi yang penulis buat ini adalah sistem aplikasi pendaftaran rawat jalan berbasis web menggunakan perangkat lunak framework php yaitu Laravel dan freeware phpMyadmin yang mendukung databse MySQL. Metodelogi pengembangan system ini adalah metode UML Usecase Diagram, dan Activity Diagram.Abstract- An outpatient medical record information system is a system that aims to manage the data of patients who are seeking treatment until the patient is discharged from the hospital or clinic.The information system designed is very important to prevent procedural errors in the implementation of registration and data management. The use of information technology, computers, and internet technology has penetrated into the world of health services, one of which is     administrative orderly services, namely online or offline outpatient registration services carried out by officers. The design of this information system aims to design a new system or design to develop an electronic information program that aims to facilitate the implementation of integrated web-based outpatient registration so that it becomes one of the alternative systems that are of good quality and good. in accordance with the place of observation that the author made on September 25, 2019 at RSAU dr. M.salamun. designing the Application Program that the author made  is a web-based outpatient registration application system using php framework software i.e. Laravel and phpMyadmin freeware that supports MySQL databse. The methodologies for developing this system are the UML Usecase Diagram method, and the Activity Diagram

    PERANCANGAN APLIKASI ELECTRONIC MEDICAL RECORD (EMR) PADA INSTALASI RAWAT INAP BERBASIS WEB

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    Pelayanan medik dewasa ini membutuhkan sistem yang lebih efektif dan efisien, baik dalam penggunaan waktu, tenaga maupun sarana. Dalam pengelolaan rekam medik, kenyataan masih umumnya penggunaan rekam medik manual yang dinilai tak lagi andal menangani data medik melahirkan ide konversi rekam medik manual kertas ke rekam medik elektronik karena efektivitas dan efisiensinya. Penelitian ini bertujuan menciptakan aplikasi rekam medik elektronik yang lebih dikenal sebagai EMR (Electronic Medical Record) dari rekam medik kertas di Instalasi Rawat Inap Rumah Sakit Umum Ananda Salatiga. Rekam medik elektronik dirancang dengan membuat form-form isian catatan-catatan medik dalam proses perawatan pasien selama dirawat. Data-data medik ini kemudian disimpan dalam basis data sistem dan dikelola secara digital. Setiap kali pengisian data medik pada form-form tertentu, sistem akan menghasilkan kode yang membawa informasi khusus. Pada akhirnya, sistem akan menghasilkan deret kode ICD (International Statistical Classification of Diseases and Related Health Problems) dari kode-kode yang dihasilkan pada pengisian form-form catatan medik. Deretan kode-kode ini mampu menggambarkan perkembangan kondisi pasien dan penanganan medik yang diberikan selama perawatan. Data-data medik yang tersimpan dapat ditampilkan kembali dalam bentuk catatan medik digital. Kata kunci: rekam medik, rawat inap, EMR, IC

    ICT based Learning Environment

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    The paper discusses the new approach of imparting education through Information and Communication Technology. The author also briefly deals with various aspects of e-education, especially in higher education. It also discusses the tools of e-education and perspectives of different components of e-education system

    Karakteristik pasien diabetes melitus tipe-2 pada poliklinik rawat jalan

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    Abstrak.   Prevalensi   Diabetes Melitus Tipe-Z   dari tahun  ketahun  semakin  meningkat,  yang temyata didahului  oleh berbagai  faktor  resiko  penyakit  kardiovaskuler   seperti   kegernukan,    hipertensi,   dislipidemia    yang  pada dasarnya diawali   oleh  resistensi  insulin.   Tujuan penelitian  ini  adalah   untuk  mengetahui    prevalcnsi    pasien Diabetes Melitus Tipe-2  di poliklinik   rawat jalan  Penyakit  Dalam  RSUZA  pasca  bencana  tsunami  dan  beberapa  karakteristiknya. Penelitian   ini  bersifat deskrlptif  retrospektlf  untuk semua  pasien    Diabetes  Melitus   Tipe-2  yang berobat jalan  di poliklinik rawatjalan   pada periode Juni 2005-Maret 2006.  Pengarnbilan   data dilakukan  melalui  penelusuran  rekam medis rawat jalan  RSU.Dr.Zainoel   Abidin  Banda Aceh.  Dari 2606 pasien  yang  datang  berobat jalan pada periode penelitian   dijurnpai   900  pasien (35%)  didiagnosis  sebagai   penderita  Diabetes   Melitus Tipe-2  (DMT2),   sebagian besar  berjenis  kelamin   perempuan,   berada ctikelompok   usia  40-60  tahun,  menggunakan  obat  hipcglikemia   oral, serta menggunakan asuransi   ASKES. Peneliti  juga  mendapatkan   prevalensi    amputasi   kaki diabetik sebesar 4,6 %. (JKS 2008; 2: 67-72) Kata kunci : karakteristik,  diabetes melitus,  RSUZA Abstract.  The  prevalence  of Type 2 Diabetes  Mellitus   has increased   recently, apparently    it was began  from some risk factors of cardiovascular  disease  such as obesity,   hypertension,  dislipidemia,     that  basically  caused by insulin resistance.  The  objective   is  to  know  the  prevalence   of  patient  with  Type  2  Diabetes  Mellitus  in outpatient department of internal  medicine, School of Medicine  Syiah Kuala University/Zainoel    Abidin Hospital Banda Aceh after Tsunami  Disaster  and  its  characteristic.   This  is retrospective    descriptive    research  to all  Type 2  Diabetes Mellitus  who  were  treated  in  out  patient  department   of  internal   medicine  from  June  2005-March  2006.   Data collecting  has been done through medical  record of out patient department  in  Dr. Zainoel   Abidin   Hospital Banda Aceh. From 2606 of outpatient  in observation period,  there was 900 patients  (35%)  diagnosed  with Type 2 Diabetes Mellitus,   most of them were women,  in age of 40 -  60 years old,  used oral  hypoglycemia   drugs,  and with  health insurance.  The author also  found that the incidence of amputated diabetic food was 4,6%.  (JKS 2008; 2: 67-72)   Key word:  characeristic, diabetes melitus, RSUZ

    Designing for Usability: A Statistical Disclosure Control Tool for Microdata Sets

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    Governments across the world looking to implement Open Government Data (OGD) initiatives undergo many problems. One such problem is the risk to privacy from opening data sets as most of the data is at a microdata level which corresponds to specific individuals. A solution to such a predicament is the application of Statistical Disclosure Control (SDC) techniques on microdata. SDC methods anonymize microdata that reduces the risk of disclosure while also maintaining the value of the data. SDC methods can be applied by using software tools, however, these tools are designed from the perspective of experts or for the purpose of demonstration. Moreover, ongoing research has led to the slow progress in not only the development of these tools, but also their adoption. Resulting in limited support material and even smaller user base. As a consequence, individuals or organizations looking to adopt these tools to satisfy their data privacy objectives cannot use them. Out of many SDC tools, ARX is a stable application that equips its users with an arsenal of techniques to anonymize microdata sets. It also undergoes regular updates, thus keeping pace with the current developments in the field of SDC techniques. Despite this, ARX is not widely used due to its perceived complexity. This thesis addresses the problem of the complexity that is associated with ARX which makes it difficult to adopt them to anonymize their data sets. The thesis provides a solution to this problem by developing a prototype tool which reduces the complexity of SDC techniques through a simplified, user-friendly approach to data anonymization. The thesis does not aim to enhance privacy methods or improve the functionalities of already existing tools by proposing a replacement. The thesis tries to bridge the gap which implicitly occurs when privacy tools are designed from the perspective of experts. It is understood that the protection of private data should only be handled by experts. However, to build that expertise, people have to be introduced to simpler tools without being overwhelmed by the complexity that is immanent with concepts of SDC

    Cross-Platform Expertise Characterization for Question Routing

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    Community Question-Answer(CQA) services are online portals with a community of people that share similar interests, and post question-answers for solving the difficulties they have. These services have huge social impact and have become a place where knowledge is created and distributed. Despite the advances in Question Routing and Recommendation Systems, CQA still struggles in handling large number of unanswered questions and suffer with the quality of answers provided in general. An effective solution to tackle this problem is to consider the expertise of users when routing a question to its potential answerers. There are many existing methods for measuring expertise but they tend to favour more active users rather than expert users. To address this problem, we look into cross-platform behaviour of a user and incorporate his cross-platform expertise. We provide insights into performance of question routing with this method. We perform an extensive literature survey about the CQA system, question routing, recommendation systems and types of expertise, to map a users' cross-platform behavior with a certain type of expertise. We propose a methodology to match users across multiple platforms, with which we measure expertise according to mapped user behaviour on those platforms. Finally we estimate the reliability of expertise measurement when applied to question routing. We study and discuss the effect of parameters such as division of data into training and test set sizes and use factorization machine for recommendation system.Computer Scienc
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