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Journal : JURNAL SISTEM INFORMASI BISNIS

SISTEM INFORMASI GEOGRAFIS BERBASIS WEB UNTUK PEMETAAN SEBARAN ALUMNI MENGGUNAKAN METODE K-MEANS Handoko, Slamet; Sediono, Eko; Suhartono, Suhartono
JSINBIS (Jurnal Sistem Informasi Bisnis) Vol 1, No 2 (2011): Volume 1 Nomor 2 Tahun 2011
Publisher : Universitas Diponegoro

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (868.306 KB) | DOI: 10.21456/vol1iss2pp80-85

Abstract

The  graduates  of  State  Polytechnic  of  Semarang  are  not  only  the  member  of  social  community  but  also part  of  State Polytechnic  of Semarang  community  who  have  academic  knowledge  and  special  skills.  Based  on  the  researcher  observation  the  graduates  of  State Polytechnic  of  Semarang  are  not  recorded,  the  management  of  State  Polytechnic  of  Semarang  has  not  provided  a  system  that  can facilitate  the  interaction  between  State  Polytechnic  of  Semarang  and  graduates.  In  this  thesis,  the  system  for  mapping  the  graduates distribution is aimed to measure the level of the  graduates  compliance skill with the competence area of their job. The method of KMeans Clustering is used for grouping the distribution of State Polytechnic of Semarang graduates. Grouping or clustering mechanism in this system is based on four variables. They are  type of company, job classification, working area, and competency of study program. While  the geographical position of graduates is used to filter the data when the users are searching the graduates location in a ce rtain province.  In  this  research  the  cluster  is  divided  into  three,  they  are,  cluster  one:  graduates  have  matching  competence,  cluster  two: graduates have matching enough competence, and cluster three: graduates have no matching competence.Keywords: Clustering;  GIS ;  K-Means
IDENTIFIKASI CITRA UNTUK MENGIDENTIFIKASI JENIS DAGING SAPI MENGGUNAKAN TRANSFORMASI WAVELET HAAR Kiswanto, Kiswanto; Sediyono, Eko; Suhartono, Suhartono
JSINBIS (Jurnal Sistem Informasi Bisnis) Vol 1, No 2 (2011): Volume 1 Nomor 2 Tahun 2011
Publisher : Universitas Diponegoro

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (718.603 KB) | DOI: 10.21456/vol1iss2pp73-79

Abstract

In this research, conducted research on the identification of the image to  identify the type of ground beef using the Haar wavelet transform. The study was intended To check the performance of Haar wavelet in identifying the types of beef. The process  of  image  processing  is  done  by  calculating  the  value  of  R,  G  and  B  in  each  image  of  the  meat,  then  do  the normalization process to get the index value of R, G and the index B index and do the conversion from RGB to a model of HSI models to get the magnitude of the hue, saturation and intensity. The resulting value of the image processing used as input parameter verification program. The highest accuracy produced by the Haar wavelet is 80% on the kind of fresh beef, fresh frozen beef, beef rotten, rotten dried beef, while the lowest accuracy was 0% for frozen beef rotten.Keywords: Identification; Haar Wavelet Transformation
SISTEM INFORMASI PEMETAAN PENDIDIKAN MENGGUNAKAN ALGORITMA DATA MINING Musa, Olha; Suhartono, Suhartono
JSINBIS (Jurnal Sistem Informasi Bisnis) Vol 5, No 1 (2015): Volume 5 Nomor 1 Tahun 2015
Publisher : Universitas Diponegoro

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (445.509 KB) | DOI: 10.21456/vol5iss1pp26-32

Abstract

in this study to identify the increase in educational services based on the quality of non-formal education is an indicator, having tiered in terms of education, non-formal education (training) to be one of the prerequisites in multiplying the potential for self-development. Data mining algorithms is a basic k-means clustering to put the object based on the average (Means) nearest cluster. Aims to design mapping information system education with the k-means cluster. Application k-means cluster is part of a non-hierarchical method, the mapping system of education in 171 samples of data Isalam Students Association (HMI) were tested in this study showed that the non-hierarchical method (k-means cluster) has a good degree of accuracy because they specify the number of clusters in advance. Education information system mapping is used to cluster the data level, corresponding formal education and training has been followed. Education information system mapping is used to cluster the data level, corresponding formal education and training has been followed . The test results have in me some real, the spread of the data in each cluster are similar.  At the time of  the iteration process is not visible difference in the results of the mapping study using the k-means cluster. Results of a cluster centroid information models with variable 4 educated members include S1, S2, has entered basic training cluster  0, educated S1, S2, S3 has entered basic training cluster 1, S1 has educated basic training and training of incoming intermediate cluster 2, educated S1 has entered basic training cluster 3. formal education, education tiered seen in cluster 1 for non-formal education  (training) tiered education seen in cluster 2. Based the test results k-means cluster.   Keywords: Information Systems; Educational Mapping; Cluster; K?means
PENCARIAN INFORMASI BERBASIS ONTOLOGI MENGGUNAKAN SEMANTIK INDEXING PADA WEBSITE JEJARING SOSIAL Henry, Christian Lilik; Sediyono, Eko; Suhartono, Suhartono
JSINBIS (Jurnal Sistem Informasi Bisnis) Vol 3, No 3 (2013): Volume 3 Nomor 3 Tahun 2013
Publisher : Universitas Diponegoro

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21456/vol3iss3pp

Abstract

Pada penelitian ini telah dibangun kerangka ontologi  untuk domain travel and tourism menggunakan sumber data dari twitter. Sebuah crawler telah dibangun untuk mengambil data dari twitter. Penelitian ini didasarkan adanya jumlah informasi yang cukup banyak pada twitter namun informasi tersebut cukup singkat sehingga ketika melakukan pencarian informasi, hasilnya kurang relevan. Dengan pembangunan ontologi, tujuan yang ingin dicapai adalah hasil pencarian yang lebih relevan karena knowledge dari informasinya telah diperluas. Terdapat tiga tahap yang dilakukan dalam penelitian ini yaitu pembangunan crawler, pembangunan ontologi dan evaluasi dengan mesin pencari Solr server. Metode yang digunakan dalam pembangunan ontologi adalah kombinasi pendekatan top-down dan bottom-up. Pada tahap evaluasi digunakan perhitungan nilai average precission untuk menghitung tingkat akurasi hasil pencarian. Hasil penelitian ini adalah sebuah aplikasi crawler untuk mengambil data dari twitter, sebuah kerangka ontologi untuk domain travel and tourism, dan didapatkan hasil evaluasi pencarian data. Telah didapatkan nilai mean average precission dari data sederhana hasil crawler sebesar  36,60% dan pada data ontologi sebesar 91,50%. Hasil tersebut menunjukkan bahwa akurasi pada data ontologi lebih baik dari data sederhana hasil crawler. Kerangka ontologi ini dapat dikembangkan untuk cakupan domain yang lebih luas, dan aplikasi crawler juga dapat dikembangkan untuk dapat mengambil sumber data lainnya. Kata kunci : Ontologi, Semantik, Social Media, Pencarian, Indexing
PERBANDINGAN KINERJA JARINGAN SARAF TIRUAN MODEL BACKPROPAGATION DAN GENERAL REGRESSION NEURAL NETWORK UNTUK MENGIDENTIFIKASI JENIS DAGING SAPI Nugroho, Nugroho; Sediyono, Eko; Suhartono, Suhartono
JSINBIS (Jurnal Sistem Informasi Bisnis) Vol 1, No 1 (2011): Volume 1 Nomor 1 Tahun 2011
Publisher : Universitas Diponegoro

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (645.868 KB) | DOI: 10.21456/vol1iss1pp33-40

Abstract

The research on image identification has been conducted to identify the type of beef. The research is aimed to compare the performance of  artificial  neural  network  of  backpropagation  and  general  regression  neural  network  model  in  identifying  the  type  of  meat.  Image management is processed by counting R, G and B value in every meat image, and normalization process is then carried out by obtaining R, G, and B index value which is then converted from RGB model to HSI model to obtain the value of hue, saturation and intensity. The resulting value of image processing will be used as input parameter of training and validation programs. The performance of  G RNN model is more accurate than the backpropagation with accuracy ratio by 51%.Keyword: Identification; Backpropagation; GRNN
SISTEM PAKAR MENDETEKSI KERUSAKAN RAMBUT MENGGUNAKAN BASIS ATURAN (RULE BASE REASONING) DENGAN METODE FORWARD CHAINING Al Amin, Imam Husni; Suhartono, Suhartono
JSINBIS (Jurnal Sistem Informasi Bisnis) Vol 2, No 3 (2012): Volume 2 Nomor 3 Tahun 2012
Publisher : Universitas Diponegoro

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (594.432 KB) | DOI: 10.21456/vol2iss3pp134-138

Abstract

One part of the human body that has a psychological role, especially in terms of self-confidence is hair. Application of expert system is designed as a tool for diagnosing hair damage. Base rules compiled into a database in such a way so as to facilitate the performance of the system. The method used in the forward chaining inference expert system to detect damage to the hair so that the user can know what kind of hair damage, solutions and how to treat them. Conformity or similarity between the results of expert diagnosis and testing of the system shows that this expert system design can be used easily, quickly and accurately.   Keywords : forward chaining, hair damage, the rule base reasoning, expert systems.
PENERAPAN MODEL HUMAN COMPUTER INTERACTION (HCI) DALAM ANALISIS SISTEM INFORMASI Prihati, Prihati; Mustafid, Mustafid; Suhartono, Suhartono
JSINBIS (Jurnal Sistem Informasi Bisnis) Vol 1, No 1 (2011): Volume 1 Nomor 1 Tahun 2011
Publisher : Universitas Diponegoro

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (631.808 KB) | DOI: 10.21456/vol1iss1pp01-08

Abstract

Information system Analysis is very important to do to produce easy, effective, efficient, and proper use system for the user. This research is meant to design and apply information system analysis model with the concept of Human Computer Interaction (HCI), Jacob Nielsen?s usability criteria which are learnability, efficiency, memorability, errors and satisfaction. The model of information system analysis Human Computer Interaction (HCI) with five usability criteria can be used as a standard to analyze how far Human Computer Interaction can be applied into the system so that every weakness will be known and system maintenance can be performed. The application Human Computer Interaction model in analysis of Sistem Administrasi Sekolah (SAS) produce a conclusion that only half of Human Computer Interaction concept applied into SAS Dikmenti DKI Jakarta. SAS is easy to be learned and to remember but SAS is not efficient and not yet have the ability to cope the mistake well. Users are satisfied enough with the result achieved through SAS but the facility provided by SAS is considered not enough to accommodate the need of the users.
DETERMINASI FAKTOR-FAKTOR KEAMANAN E-BANKING TERHADAP KEPERCAYAAN DENGAN PENDEKATAN TECHNOLOGY ACCEPTANCE MODEL Qamaruzzaman, M. Haris; Surarso, Bayu; Suhartono, Suhartono
JSINBIS (Jurnal Sistem Informasi Bisnis) Vol 1, No 2 (2011): Volume 1 Nomor 2 Tahun 2011
Publisher : Universitas Diponegoro

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (369.956 KB) | DOI: 10.21456/vol1iss2pp64-68

Abstract

Safety  and  convenience  factor  is  important  for  confidence  in  the  use  of  e-banking.  This  study  aimed  to  investigate  the  factors determination  using  e-banking  approach  to  technology  acceptance  model,  and  analyze  the  determination  of  the  factors  the  use  of  ebanking  with  the  Technology  Acceptance  Model  approach.  Technology  Acceptance  Model  (TAM)  is  a  model  used  to  explain  the acceptance of the technology to be used by users of the technology. In the context of this study, TAM raises the safety factor and the factor of ease of use of e-banking to e-banking trust uses. This research is a field research (field research) with a quantitative approach that examines the issues being studied. Sampling method using random sampling technique as much as 100 respondents. Data collection techniques are the primary data by distributing questionnaires to the users e-banking. While the secondary data that other reports related to research. The data analysis techniques used include descriptive statistics and analysis phases of statistical regression analysis. These results prove that the safety factor has a significant and positive effect on user confidence in e-banking proven Ho is rejected and Ha accepted  with  a  significance  level  of  0.001  (<0.05),  while  the  convenience  factor  also  has  a  positive  and  significant  impact  on  user confidence in e-banking proven Ho is rejected and Ha accepted with a significance level of 0.000 (<0.05).Keywords: Factor Security; Ease; Confidence Use of e-banking; Technology Acceptance Model (TAM)
STUDI PENGAMANAN LOGIN PADA SISTEM INFORMASI AKADEMIK MENGGUNAKAN OTENTIFIKASI ONE TIME PASSWORD BERBASISIS SMS DENGAN HASH MD5 Imam Santoso, Kartika; Sediyono, Eko; Suhartono, Suhartono
JSINBIS (Jurnal Sistem Informasi Bisnis) Vol 3, No 1 (2013): Volume 3 Nomor 1 Tahun 2013
Publisher : Universitas Diponegoro

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (1207.166 KB) | DOI: 10.21456/vol3iss1pp07-12

Abstract

Pengamanan login untuk mengakses Sistem Informasi Akademik berbasis WEB, berupa pengamanan menggunakan OTP(One Time Password) yang di bangkitkan dengan Hash MD5 yang menghasilkan sebuah kode lewat SMS untuk otentikasi.Aplikasi OTP menggunakan masukan untuk hash MD5 dari tabel mahasiswa yang diambil adalah field NIM, No telp, danwaktu akses. Hasil dari fungsi hash tersebut menghasilkan 32 digit bilangan hexadesimal, kemudian mengganti denganangka bila ditemukan huruf di dalamnya. Selanjutnya diambil enam digit dari bilangan tersebut. Enam angka tersebut yangdikirimkan sebagai OTP dengan layanan aplikasi Gammu berupa SMS dan juga disimpan dalam tabel. OTP yang dikirimkankepada pengguna akan dicocokkan dengan yang tersimpan dalam tabel untuk mengecek validitasnya. Apabila cocok antaraOTP yang dikirimkan dengan yang tersimpan dalam tabel, maka pengguna baru bisa mengakses Sistem Informasi Akademik(SIAKAD). OTP yang dihasilkan adalah untuk otentifikasi pengamanan akun pengguna SIAKAD setelah Login denganmemasukkan username dan password. Waktu aktif untuk pengamanan login dengan OTP berbasis SMS selama tiga menit,pembatasan tersebut adalah untuk mempersempit waktu hacker untuk menyadap dan menyusup. Selain itu juga sesuai denganuji coba yang telah dilakukan dengan beberapa layanan operator selular di IndonesiaKata kunci : Sistem Informasi Akademik; Login, Hash MD5; One Time Password; SMS; Gammu
STUDI INFERENSI FUZZY TSUKAMOTO UNTUK PENENTUAN FAKTOR PEMBEBANAN TRAFO PLN Thamrin, Fanoeel; Sediyono, Eko; Suhartono, Suhartono
JSINBIS (Jurnal Sistem Informasi Bisnis) Vol 2, No 1 (2012): Volume 2 Nomor 1 Tahun 2012
Publisher : Universitas Diponegoro

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (433.995 KB) | DOI: 10.21456/vol2iss1pp001-005

Abstract

One  of  the  strategic  components  of  the  power  system  is  the  transformer.  Disruption  of  the  transformer  can  cause  the  transformer  to burning  and the  transformer  performance to decrease.  Therefore,  in this case  maintenance  and  detection of  damage to  the transformerneeds to  be done regularly  so that  the transformer  can  work within the  period of  maximum  usage. But,  the problem  is the  substantial costs  required  to  ask for  an expert  in  transformer  maintenance  and  inspection  on a regular basis.  Based on  these  issues  it  is necessary to develop software with capabilities equal or close to an expert diagnosis of a transformer with high accuracy and speed of maintenance ontransformers  before  irreparable  damage.  Application  of  expert  system  with  fuzzy  inference  Tsukamoto  for  PT.  PLN  transformer maintenance is an expert system used to detect other types  of disturbances in PT PLN distribution transformers so that maintenance can be performed in accordance with the type of damage or disturbance that occurred in the transformer. This application is equipped with transformer  loading  calculation,  an  imbalance  of   load  on  trafo.  Input  variables  used  in  determining  transformer  loading  and  load imbalance on the current transformer is rated at each phase transformer, the voltage of each phase, power factor and the tra nsformer capacity.Keywords : Expert System,  Fuzzy Tsukamoto, Transformers Maintenance
Co-Authors A J Endharta A. Haris A. Rusgiyono Abdul Hamid Abdul Haris Abdul Karim Achmad Mauludiyanto Adi Soeprijanto Aditia, Dita Selvia Ag Soemantri Agus Setyawan Agus Subagio Agus Suwandono Agustinus Soemantri Ahmad Arsyadmunir, Ahmad AHMAD MUNIR Ahmad Sulaeman Aiman Farag Mohammed Ali, Aiman Farag Mohammed Aisiah Aisiah, Aisiah Aji Winara Aji, Mahendra Puji Permana Akhmad Fathurrohman al azizi, aulia Albertus Ata Maran Ali Rosidi Alice Ximenis Naben Alif Rahman Dhani Alim, Kusuma Yati Amalia Sakina, Nova Ana Setyowati Anggraeni, Ika Esti Anggun Marlina Puspitasari, Anggun Marlina Ani Margawati Anies Anies Anna Nur Nahari, Anna Nur Apoina Kartini Apryanti, Yohana Putri Ardiani, Hanifah Ari Dwi Kurniawati, Ari Dwi Ari Suwondo Arif Harjanto Arifian Rahman Arimoto, Takafumi Aris Puji Widodo Aris Sudomo, Aris Armini, Ni Kadek Arnelli Arnelli Arono Arono Artikasari, Artikasari Arulita Ika Fibriana Arum Siwiendrayanti Arum, Silfia Sekar Ary Widiyanto Aryanti, Yulia Ashanur Jenni, Ashanur Asril Aminullah Astari, Karina Ayu Cintya Paraswati, Ayu Cintya B. Raharjo Bagoes Widjanarko Bahati, Rahayuni Basuki Basuki Bayu Surarso Beni Lestari, Beni Beta Noranita Boediman, Drajat Boediman, Drajat Bon, Abdul Talib Bin Brodjol Sutijo BRW. Indriasari, BRW. Budhi Setianto budi manfaat, budi Budi Santosa Budi Setiawan Budianto, Anwar Budiyono Budiyono Cahya Rosyida, Desta Ayu Castro, Toto Castro, Toto Chamdani, Muhammad Chandra, Annisa Christian Lilik Henry, Christian Lilik Corry Wahyuni Hidayat, Corry Wahyuni Cut Nanda Defira, Cut Nanda Cut Yulvizar D. Ispriyanti Dana, I Made Gde Meranggi Dana, I Made Gde Meranggi Darmayanti, Tri Darmayanti, Tri Darsono Darsono Darwis, Darsef Dasrul Dasrul Dedi Dedi Dedi Hariyanto, Dedi Dedi Natawijaya Dedy Dwi Prastyo Deny Yudi Fitranti Devi Valeriani Dewanti, Nikie Dewi Andriyani Dharminto Dharminto Dhoriva Urwatul Wutsqa Diah Rahayu Wulandari Diah Ratnasari Dian Rahmawati Dias Aji Bantarwati Didik Setiyo Widodo Dina Tania Dinda Rachma Anggiani, Dinda Rachma Diyah Fatmasari Djalal Er Riyanto Djokomoeljanto, Sri Dwi Astuti, Siti Choirul Dwi Kusrianto Putro, Dwi Kusrianto Dwi Marinajati Dwi Novitasari Dwi Pudjonarko Dwi Wastoro Dadiyanto, Dwi Wastoro Dyah, Dyah E. Setiawati Edy Suryadi Eijsvogels, Thijs Eka Sudarsana Eko Adi Sarwoko Eko Eko Sediyono Eko Sediono Eko Sediyono Endang Ambarwati, Endang Endang Pujiastuti, Rr Sri Eni Mahawati Enny Dwi Lestariningsih, Enny Dwi Epa Suryanto Erdawati Erdawati, Erdawati Erlin Fitria Dewi, Erlin Fitria Erna Setiawati, Erna Esty Kurniasih, Esty Esty Yunita Sari, Esty Etik Susanti, Etik F. Ariyanto Fachrul Kurniawan Faisal, Muh Falah, Nurul Fanoeel Thamrin Fany Aditya Rahman Farikhin Farikhin Faturohman, Akhmad Fauziah, Syifa Fauziyyah, Rizqiana Fernando, Okta Fidiyatun Fidiyatun Firdaus, Ismi Zahrotul Firdaus, Zulfia Fitria Agustina Fitriani, Ella Frayudha, Angga Debby Gamantyo Hendrantoro Gasela, Fitria Gautama, Mada Ghassani, Fildzah Gumono Gumono, Gumono Gunawan Gunawan H. Sutanto Hadinata, Erlangga Hajar, Muhammad Abduh Ibnu Hamidah, Tasya Hanafi Kamarz Hanan Lanang Dangiran, Hanan Lanang Handini, Yuslinda Dwi Hapsari, Ratih Indri Hardhono Susanto Hari Ismanto Hartanti Hartanti, Hartanti Hartuti Purnaweni Haryanto Haryanto Hasanah, Zahrotun Hayati, Amalia Mustika Helmi Arif Wibawa Helmie Arif Wibawa Hendra Budi Sungkawa, Hendra Budi Henry Setyawan, Henry Herdina, Sela Putri Heri Kuswanto Heri Nugroho Heri Susanto Heriyadi, Nur Widi Astanto Agus Tri Herni Utami Hertanto Wahyu Subagio Heru Tjahjana Hery Setiawan, Hery Hery Setiyawan Hiasa, Fina Hidayat, Syarief Thaufik I Made Sudiana I Made Widagda, I Made I. Marhaendrajaya Ibrahim, Mochammad Malik Ida Ariyanti, Ida Ika Nur Jannah, Ika Nur Ikawati, Kartika Ike Ani Windiastuti Ikrar Hanggara, Ikrar Ilafi Andalita Ilmiyah, Nita Imaduddin, Dani Imam Djamaluddin Mashoedi Imam Husni Al Amin Imam Suyanto Imelsa Ika Wulandari, Imelsa Ika Imran, Bahtiar INDARTI, TITIK Indi, Endah Rinsania Indramawan, Anik Iqbalsyah, T.M. Iqlima Safitri, Iqlima Irma Dewiyanti Irmawati Irmawati Iskandar, Arif Ismaini Ismaini Isnawati, Salafiyah Izza Hananingtyas J. E. Suseno Jamaludin Jamaludin James Khristian Imbiri Jamilah Jamilah Jatmiko Endro Suseno JC. Susanto Joharman Joharman Juliana, Cut Juwana, Ferditia Karna Kamilah Budhi Kamilah Budhi R, Kamilah Budhi Karimizzah, Diyani Ayu Kartika Chrysti Suryandari Kartika Imam Santoso, Kartika KARTINI ERIANI Karyadi, Hari Khasanah, Wahyu Khoiriyah Khoiriyah Khoirul Huda Khoirunnisa, Anis Khotimah, Khusnul Kiki Ferawati Kintan Arifa Shafirin, Kintan Arifa Kiswanto Kiswanto Komsiyah, Komsiyah Kurniawati, Yasinta Dian Kushartantya Kushartantya Kusmiyati Tjahjono Kuswandari, Diah Kuswaningrum, Okta Kuswati Kuswati Kusyogo Cahyo Laila Kamilla Laila, Ratih Larasati, Yuniar Widya Laraswati, Iranada Lee, Muhammad Hisyam Lenni Arta F.S. Sinaga, Lenni Arta F.S. Lentho, Jessie Novriani Lestari, Susanti Lily Gunawan Lince Bulutoding, Lince Lokaprasida, Prameshi Lopulalan Octovianus, Lopulalan Lukman Hakim Lukmono, Djoko Tri Hadi M ROMLI, M M. Arifin M. Haris Qamaruzzaman M. Izzati M. Nur M. Zen Rahfiludin Ma'arif, Muhammad Imam Mado, Ismit Mahalul Azam Mardiyono Mardiyono Maria Mexitalia Martha Irene Kartasurya Martini Martini Marwanto, Andriana Masfufatun Juni, Masfufatun Maskinah, Eni Mateus Sakundarno Adi, Mateus Sakundarno Mateus Sakundarno, Mateus Maulidah, Nashri Maulidiyah Salim Mauridhi Hery P Melawati, Cyntia Meliana Sari, Meliana Metusala, Destario Mexitalia Setiawati Mifbakhuddin Mifbakhuddin, Mifbakhuddin Miftahul Munir, Miftahul Mindhayani, Iva Mintowati, Mintowati Mochammad Abdul Mukid, Mochammad Abdul Mochammad Arbi Hadiyat Mohammad Sulchan Mohammad Zen Rahfiludin Monitasari, Diah Mubarok, Muhammad Sulthan Muchlis Achsan Udji Sofro Muchtar Mawardi Mufidatul Khasanah, Mufidatul Muhammad Nur MUHAMMAD RIZAL Muntoha Muntoha Murifal, Badar Murni, Ni Nengah Arini Mursid Rahardjo Musbir Musbir Muslih Muslih Mustafid Mustafid Mustafidah, Luthfiyatul Mustofa, Siti Maisaroh Mutmainna, Mutiara Mutmainnah Mutmainnah Nafngiyana, Ulin Narapadia, Febri Ngadiyono Ngadiyono, Ngadiyono Ngatman, Ngatman Ni Luh Sakinah Nuraini, Ni Luh Sakinah Niki Astorina Yunita Dewanti, Niki Astorina Yunita Nikie Astorina Yunita Dewanti Nimah, Anis Nikmatun Novi Hidayati Novia Rina Dewi Novianti, P.W. Nugroho Nugroho Nur Azizah, Eka Putri Nur Endah Wahyuningsih Nur Endah Wahyuningsih Nur Fadhilah Nur Faizah Nur Khafidhoh, Nur Nurdin Bahtiar Nuretza, Juwita Ayang Nurhalimah, Septina Restu Nurjazuli Nurjazuli Nurjazuli Nurjazulil, Nurjazuli Nurmala, Esti Nyoman Suci Widyastiti Ofianto Ofianto, Ofianto Oktariza, Minanda Olha Musa, Olha Onny Setiani Palupi, Bening Sri Pamuji, Siti Erniyati Berkah Pandiangan, Paken Paristiowati, Maria Parmin, J. Parmitasari, Rika Dwi Ayu Pasiyan Rahmatullah Patma, Rosi Patta, Abd Rahman Patta, Abd. Rahman Pradita, Ekky Resha Prakoso, Aryo Pramukarso, Dodik Tugasworo Pratami, Azmi Zakiyya Prihati Prihati Priyo Sidik Sasongko Priyono Priyono Pujiono Pujiono Purhadi Purhadi Purnomo Sidhi Purwa, Taly Purwadi, Agus Joko Puspita, Intan Dewi Putra, Tatag Kurnia Putri Setyo Wulandari, Putri Setyo Putri, Nurbiah Saheba R. Djoko Nugroho, R. Djoko R. Hariyati R. Hastuti Rachmawati, Latifa Rahmadani, Ayu Ramadhani, Achmad Rani Novianis Rizky Saputri, Rani Novianis Rizky Rara Marisdayana, Rara Rasipin Rasipin Ratna Dian Kurniawati, Ratna Dian Ratna Hidayah, Ratna Ratnasari Kusumawati Rebecha Prananta, Rebecha Renny Elfira Wulansari Rianasari Rianasari, Rianasari Riandi, Masfa'if Rifatul Masrikhiyah, Rifatul Rio Kurniawan Ririn Sulpiani Risa Nursanty Rismawati Rismawati Riwayatiningsih, Rika Riyandika Andhi Saputra Riyaningsih Riyaningsih Roesipin, Sri Wahyuningsih Rofi'i, Muhamad Rokhmaniyah Rokhmaniyah, Rokhmaniyah Ronny Ronny Rosnizar, Rosnizar Roziana Roziana, Roziana RRJ. Sri Djokomoeljanto Rudi Anshari, Rudi Rudi Pangarsaning Utami Rukmanah, Rukmanah Rusiyati Rusiyati Ryana Ayu Setia Kurniasari S. Tana sabil sabil, sabil Saepudin, Malik Safira Fatichaturrachma, Safira Safitri, Nurul Febi Safitri, Tria Mugi Safriansyah Safriansyah Sah, Suciati Sah, Suciati Salehah, Novi Ajeng Salimi, Moh Salimi, Moh Samekto, Marek Samiyati, Menik Samsul N Hidayat, Samsul N Samuel Samuel Sandhi, Dwi Pungky Ari Sandra, Tuti Sandra, Tuti Santi Puteri Rahayu Santoso, Rame Santoso, Yusuf Dwi Sapruddin Sapruddin Sari, Betania Ratna Sari, Nisa Sarwendah Dewi Astuti, Sarwendah Dewi Satria Gunawan Zain, Satria Gunawan Satriyo Adhy Selamat Budijitno Seno, Heri Nugroho Hario Setiawan, Anton Setyarsih, Liani Shofa Chasani Sholichah, Amaliyah Mutiatus Sholihati, Nina Siti Fatimah Siti Fatimah Muis Siti Maghfirotun Amin Siti Zaenab Slamet Budiono Slamet Handoko Slamet Handoko Handoko Slamet Widodo Soeharyo Hadisaputro Soewardini, Herfa Maulina Dewi Sofia Sofia, Sofia Sofro, Muchlis AU Sofro, Muchlis AU Sofyan Cholid, Sofyan Soleh Mulyana Solihati, Euis Novi Sri Handayani Sri Mulyaningsih Sri Rahayu Sri Ratna Rahayu, Sri Ratna Sri Sumiyati Sri Wahjuni Sri Wahyuni Sri Wahyuningsih Sri Winarni Sriharyani, Leni Subagio, Hertanto W. Subagio, Hertanto W. Subanar Subanar Subiharto Subiharto Suci Rahmadani Sucipta Sucipta Sudarno Sudarno Sudarto, Yoharwan Dwi Sudirman Sudirman Sugeng Purnomo Sugito Sugito Suhari Suhari Suharyo Hadisaputro Suhermi, Novri Sukro, Sukro Sulistiawati Sulistiawati SULISTIYANI SULISTIYANI Sulistya, Angga Dwi Sulistyani Sulistyani Sulistyawati Sulistyawati Sumarno Sumarno Supangat Supangat, Supangat Suparno Suparno Supriyana Supriyana, Supriyana Suratman Suratman Suripto Suripto Suryati Kumorowulan Susilowati, Devi Ayu Susilowati, Devi Ayu Sutardi Sutardi Suwito Suwito Suyono Suyono T. Windarti Tati Tati Tatiek Dyah Wardani, Tatiek Dyah Thamrin, Jumianti Lestari Thamrin, Jumianti Lestari Theresia Patty, Fara Imelda Theresia Ristadeli Titi Suherni Titi, Dea Astri Titiek Praptini, Titiek Tjahjono Kuntjoro Tjahjono, Achmad Toni Prahasto Tresnasari, Suci Tri Joko Tri Murti Tri Saptuti Susiani, Tri Saptuti Trimanto Trimanto Trismianto Asmo Sutrisno Sutrisno Triwid Syafarotun Najah, Triwid Syafarotun Ucu Cahyana, Ucu Udi Harmoko Udin Bahrudin, Udin Ulandari, Githa Ulfa Nurullita Umi Athiyah, Umi Umrah, Siti Undang, Undang Utami, Nunik Tri Virana, Irna Vita Ratnasari W. H. Rahmanto Wahono, Puji Wahyu Utami, Wahyu Wibowo, Yermia Nugroho Agung widowati widowati Widyastuti, Setyana Wijaya, Norra Hendarni Windarningsih, Farida Windi Rayina Rosa Winita Sulandari Wiwid Widiyatni, Wiwid Wiwit Artika Yadanur Alim Yahya, M Ubayu Yana, Grandiz Fairoza Yanti, Nafri Yohanes, Budinuryanta Yuliani, Hamda Yulianto, Mochamad Rizal Yulistio, Didi yundri, yundri Yuniawatika Yuniawatika, Yuniawatika Yunik Susanti Yunita Alfabet, Cristin Oktaviani Goslesia Yunita Ardilla Yunita Dewanti, Nikie Astorina Yunitasari, Esty Yusniar Hanani D., Yusniar Yusniar Hanani Darundiati Z. Muhlisin Zaki, Solikhin Zaman, Achmad Qomaru Zenurianto, Mohamad