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Ali Djamhuri

Universitas Brawijaya

Author-ID : 254772

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New Procedures for Model Selection in Feedforward Neural Networks for Time Series Forecasting Suhartono Suhartono
Jurnal ILMU DASAR Vol 9 No 2 (2008)
Publisher : Fakultas Matematika dan Ilmu Pengetahuan Alam Universitas Jember

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The aim of this paper is to propose two new procedures for model selection in Neural Networks (NN) for time series forecasting. Firstly, we focused on the derivation of the asymptotic properties and asymptotic normality of NN parameters estimator. Then, we developed the model building strategies based on statistical concepts particularly statistics test based on the Wald test and the inference of R2 incremental. In this paper, we employ these new procedures in two main approaches for model building in NN, i.e. fully bottom-up or forward scheme by using the inference of R2 incremental, and the combination between forward (by using the inference of R2 incremental) and top-down or backward (by implementing Wald test). Bottom-up approach starts with an empty model, whereas top-down approach begins with a large NN model. We used simulation data as a case study. The results showed that a combination between statistical inference of R2 incremental and Wald test was an effective procedure for model selection in NN for time series forecasting.

Penerapan Time Series Regression with Calendar Variation Effect pada Data Netflow Uang Kartal Bank Indonesia Sebagai Solusi Kontrol Likuiditas Perbankan di Indonesia Renny Elfira Wulansari; Epa Suryanto; Kiki Ferawati; Ilafi Andalita; Suhartono Suhartono
STATISTIKA: Forum Teori dan Aplikasi Statistika Vol 14, No 2 (2014)
Publisher : Program Studi Statistika Unisba

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29313/jstat.v14i2.1203

Bank Indonesia merupakan bank sentral Republik Indonesia yang mempunyai satu tujuan tunggalyaitu mencapai dan memelihara kestabilan nilai rupiah. Uang kartal adalah uang yang beredar dimasyarakat maupun uang kartal yang disimpan sebagai kas di bank umum. Uang kartal yangmasuk ke BI melalui setoran dari bank umum disebut inflow dan uang kartal yang keluar dari BIdisebut outflow. Selisih antara outflow dan inflow disebut netflow. Keadaan netflow ini akanmempengaruhi naik turunnya likuiditas bank. Hari raya idul fitri merupakan salah satu faktor yangmenyebabkan terjadinya fluktuasi yang cukup tinggi pada netflow. Karena setiap tahunnya hari rayaidul fitri bergeser maju 11 hari, maka metode peramalan yang tepat untuk memodelkan netflowadalah dengan menggunakan metode time series regression with calendar variation effect. Setelahdilakukan pemodelan, didapatkan model yang memuat variasi kalender dan cukup sesuai untukmenangkap pola dari data netflow sebelumnya, dan model sudah memenuhi asumsi yangdibutuhkan. Dibandingkan dengan metode yang sebelumnya sudah digunakan oleh BI yaitu metodeARIMA dan ekstrapolasi data, model ini memberikan pendekatan yang lebih baik pada netflow. Modelini dapat digunakan untuk meramalkan netflow selanjutnya yang dapat membantu BI untukmengambil kebijakan moneter yang harus dijalankan.

PERBANDINGAN ANTARA METODE ARIMA BOX-JENKINS DAN NEURAL NETWORKS UNTUK PERAMALAN DATA SIKLUS FREKUANSI FLARE Mochammad Arbi Hadiyat; Suhartono Suhartono
STATISTIKA: Forum Teori dan Aplikasi Statistika Vol 3, No 1 (2003)
Publisher : Program Studi Statistika Unisba

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29313/jstat.v3i1.538

Penggunaan flare merupakan bentuk sktivitas lain dari matahari yang mempunyai panjang siklus yang sama dengansiklus sunspot, yaitu 11 tahun. Penelitian berkaitan dengan bilangan sunspot sudah banyak dilakukan, antara lain dimulai olehYule (1927). Morn (1954) memodelkan data tahunanbilangan sunspot dan mula-mula mendapatkan model AR(2) yangselanjutnya dikembangkan dalam bentuk AR(5) sebagai model linier yangbterbaik (Box dkk, 1994). Dalam perkembangannya,fenomena bilangan sunspot diduga mempunyai pola yang nonlinier (morris 1977). Hal ini didukung oleh Subba Rao dan DaSilva (1992) yang menggunakan model time series bilinier BL(p,0,p,l) untuk mendapatkan ramalan bilangan sunspot.Tujuan dari penelitian ini adalah untuk menerapkan metode Neural Network (NN) sebagai model time series nonlinier pada datafrekuensi flare bulanan, dan membandingkan hasilnya dengan model ARIMA Box-Jenkins sebagai model time series linier. Hasilidentifikasi menunjukan bahwa data frekuensi flare bulanan ini memounyai pola musiman dengan panjang siklus 132 bulan(analoh dengan 11 tahun). Pendekatan NN untuk data ini menghasilkan arsitektur optimal untuk peramalan adalahNN([1;2;131;133], 2). Sedangkan hasil pemodelan ARIMA untuk data ini secara lengkap dapat dilihat pada widodo (2002) .secara khusus, hasil perbandingan ketepatan ramalan menunjukan bahwa pendekatan NN dapat memberikan nilai ramalan yanglebih baik dibanding pendekatan ARIMA. Hal ini secara umum mendukung hasil-hasil penelitian sebelumnya yang menyatakanbahwa fenomena yang berkaitan dengan data sunspot, dalam hal ini adalah data frekuensi flare, cenderung mempunyai pola yangnonlinier

PENERAPAN MODEL PEMBELAJARAN KOOPERATIF TIPE STAD UNTUK MENINGKATKAN HASIL BELAJAR IPA KELAS IV SDN 006 RAJA BEJAMU Zulfan Efendi; Eddy Noviana; Mahmud Alpusari
Jurnal Online Mahasiswa (JOM) Bidang Keguruan dan Ilmu Pendidikan Vol 5, No 1 (2018): WISUDA APRIL 2018
Publisher : Jurnal Online Mahasiswa (JOM) Bidang Keguruan dan Ilmu Pendidikan

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Abstract: The purpose of this research is to know the application of STAD cooperative learning model to improve student learning result of science class IV SDN 006 Raja Bejamu. Student learning outcomes have not shown the expected results, the learning outcome is only 44%. The type of research is class action research consisting of 4 stages of planning, observation, action and reflection. The variable measured in this study is learning outcomes measured using a test. Application of STAD type learning model can improve the average of student learning outcomes from 69.44 to 77.08. This study also measured teacher and student activity using observation sheets. Teacher activity increased from 58.53% to 91.67% and student activity also increased from 50% to 87.5%.Keyword: cooperatif learning , STAD, Learning Outcome IPA.

PENERAPAN METODE INKUIRI UNTUK MENINGKATKAN HASIL BELAJAR IPA SISWA KELAS V SD NEGERI 37 GAJAH SAKTI KECAMATAN MANDAU KABUPATEN BENGKALIS Sri Maharani; Lazim N Lazim N; Hendri Marhadi
Jurnal Online Mahasiswa (JOM) Bidang Keguruan dan Ilmu Pendidikan Vol 4, No 1 (2017): Wisuda Februari 2017
Publisher : Jurnal Online Mahasiswa (JOM) Bidang Keguruan dan Ilmu Pendidikan

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Abstract : For a long time, the study process still embrace conventional study model, that is study process which is centre on learn so that process and study of self supporting in learning will cannot be seen. Conventional study assumes that teacher as a source learns which assumed completely knows. This matter is strengthened by observation result which has been done by researcher before doing research, and in fact, Lessons moment started by many students conversing by themselves and looked to be once feel be fed up with method done by eye teacher of Science. This matter is anticipated will influence activity learn student in class. Studies from the problem above, generally the research are about: The Process of Study Planning Inquiry Method on Science for grade V in SD Negeri 37 Gajah Sakti Kecamatan Mandau Kabupaten Bengkalis. The execution of process inquiry method to increase the result of students in studying Science of grade V SD Negeri 37 Gajah Sakti Kecamatan Mandau Kabupaten Bengkalis. Assessment process of inquiry method to increase the study result of student in grade V SD Negeri 37 Gajah Sakti Kecamamatan Mandau Kabupaten Bengkalis. This research was done in Duri city, in SD Negeri 37 Gajah Sakti Kecamatan Mandau Kabupaten Bengkalis. This is a research of Class Research. The steps research was a cycle such as Planning, Implementation, Observation, and Reflection. The techniques used for collecting data were Observation and Measurement of result of study. Based on the result of research conclude that the used of inquiry method can increase the result of student in studying. The result of research shows that inquiry method can increase the result study of the student especially in Science. This is as a fact that the average mark of student 31,81 can increase into 72,95 in cycle I and for the cycle II its increase to 77,27.Key Words: Inquiry Method, Science study result

PENERAPAN PEMBELAJARAN PENDIDIKAN MATEMATIKA REALISTIK INDONESIA(PMRI) UNTUK MENINGKATKAN HASIL BELAJAR MATEMATIKA SISWA KELAS III SD NEGERI 124 PEKANBARU Tuti Handayani; Jesi Alexander Alim; Syahrilfuddin Syahrilfuddin
Jurnal Online Mahasiswa (JOM) Bidang Keguruan dan Ilmu Pendidikan Vol 3, No 1 (2016): Wisuda Februari 2016
Publisher : Jurnal Online Mahasiswa (JOM) Bidang Keguruan dan Ilmu Pendidikan

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Abstarck : This was a classroom research (PTK) which has two cycles which was conducted March-April 2015. The data shown the either learning process increased. The basic score of daily examination as 47,98% which 13 students passed and 17 students failed. The ending of daily examination was 60% and the average was 75,00% on the passing grade. The second daily examination also increased from basic score as 7,67% which 21 students passed and 9 students failed. The ending of second daily examination was 86,67% and the average was 80,75. Based on the explanation above it can be concluded that the implementation of realistic mathematics education (RME) increased students’ achievement the result of science studies of students IV grade of State Elementary School 124 Pekanbaru.Keywords : Realistic Mathematics Education (RME), Students Achievement The Result Of Mathematics Studies

PENERAPAN MODEL PEMBELAJARAN LEARNING CYCLE UNTUK MENINGKATKAN HASIL BELAJAR IPA SISWA KELAS IV SD NEGERI 63 PEKANBARU Dian Purnama Sari; Zairul Antosa; Lazim N
Jurnal Online Mahasiswa (JOM) Bidang Keguruan dan Ilmu Pendidikan Vol 4, No 1 (2017): Wisuda Februari 2017
Publisher : Jurnal Online Mahasiswa (JOM) Bidang Keguruan dan Ilmu Pendidikan

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Abstract: This study was conducted because of low yield IV grade social studies student of SD Negeri 63 Pekanbaru, there were many 22 students that achieve criteria minimum were just 7 students (31,80 percen) while the student not able to achieve criteria minimum were 15 students. The purpose of this research to improve outcomes IPA Students class IV Negeri 63 Pekanbaru with implementation model learning cycle. Model learning cycle is learning that centered learning. Model learning cycle is a stage activiti that organized as well in other the learning can mastery competences that must be achieve in learning whit way that active. Design this research is action research classroom that each cycle consist of two meeting. The subject of this research is Students’ class IV Negeri 63 Pekanbaru with students’ total are 22 students that consist of 11 male students and 11 female students. Instrument that used in collecting the data of the research are observation sheet teacher activities and students activities then the students exam that conducted each of cycle to measure the improvement the student output. Percentage teachers’ activity after implemented model learning cycle of the first meeting teachers’ activity percentage is 55 percent whit category good and improve of the fourth meeting become 88 percent with category very good. Implementation model learning cycle can improve output of the student. It can see from base score UH I had improvement 4,60percent and from base score to UH II had improvement also 23,50 percent. The core can conclude that implementation model learning cycle can improve outcomes Students’ class IV Negeri 63 Pekanbaru.Keyword: Learning Cycle, Learning Outcomes IPA

PENERAPAN MODEL PEMBELAJARAN LANGSUNG UNTUK MENINGKATKAN HASIL BELAJAR IPA SISWA KELAS V SDN 008 SUNGAI SEGAJAH KECAMATAN KUBU KABUPATEN ROKAN HILIR Leni Marlina; Lazim N Lazim N; Zulkifli Zulkifli
Jurnal Online Mahasiswa (JOM) Bidang Keguruan dan Ilmu Pendidikan Vol 3, No 1 (2016): Wisuda Februari 2016
Publisher : Jurnal Online Mahasiswa (JOM) Bidang Keguruan dan Ilmu Pendidikan

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Abstract: The problem in this research is in art of the science,s, studies students learning outcomes with an average grade 58,75. This researth is classroom action researth (CAR). That is suppose to increase the social studies students learning outcomes at fourth brrade of elementary school 008 Sungai Segajah Kubu in Rokan Hilir District. Formulation of this research is: Does the application of cooperative learning model pembelajaran langsung can increase the learning outcomes of science,s studies at fourth grade of elementary school 008 Sungai Segajah Kubu in Rokan Hilir district. The students learning outcomes before CAR is about 56,5% in fair category. Whereas after CAR in cycle 1 increase about 67,75% with fairly good category ard in cycle II is about 72% with good category the comparison of students learning outcomes in before and after CAR in cycle I inerease about 56,5% whereas from cycle 1 to cycle 2 incerease about 19,91 % and from leased scare to cycle 1 increase about 27,43% and from based secore to cycle increase about. The teacher is activity has an average incycle 1 is about 70%. Whereas in cycle 2 is about 85%. And the students activity have an average value in cycle 1 is about 65% and cycle 2 is about 80%. The result of this research is the application of cooperative learning model type pembelajaran langsung can increase the achievement studies students learning outcomes at fourth brade of elementary school 008 Sungai Segajah Kubu in Rokan Hilir District.Key Word : Kooperative type make a match, The science,s students achievement

PENGARUH KUALITAS PELAYANAN DAN CITRA INSTITUSI TERHADAP KEPUASAN PENGGUNA JASA RSUD KOTA MADIUN Afriza Tri Effendi; Ali Djamhuri
Jurnal Ilmiah Mahasiswa FEB Vol 2, No 2: Semester Genap 2013/2014
Publisher : Fakultas Ekonomi dan Bisnis Universitas Brawijaya

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The purpose of this study is to determine the effect of service quality and image of the institution to the satisfaction of patients either simultaneously or partially. The dependent variable used in this study is patient’s satisfaction. Independent variables used in this study are service quality and the image of the institution. This study used a 100 sample of RSUD Madiun’s patients with the simple random sampling method. The method of analyzing data used is multiple linear regression analysis. From the regression analysis it is found that the quality of service and the image of the institution simultaneously effect patient’s satisfaction. Service quality partially affect patient satisfaction, as well as the image of the institution. Keywords: service quality, the image of the institution and patient satisfaction

Mengukur Tingkat Determinasi Variabel Makroekonomi Terhadap Kinerja Reksadana Syariah Menggunakan Error Correction Model Yudhistira Ardana; Etty Puji Lestari; Suhartono Suhartono
Jurnal Masharif al-Syariah: Jurnal Ekonomi dan Perbankan Syariah Vol 5, No 2 (2020)
Publisher : Universitas Muhammadiyah Surabaya

At present, investment is considered important in line with the uncertainty of global economic conditions. The public is required to be creative in financial management. Among them is by investing in Islamic mutual funds. This study aims to analyze the short-term and long-term effects of Bank Indonesia interest rates, exchange rates and inflation on the performance of Islamic mutual funds in Indonesia using the Error Correction Model. The results show that in the short-term and long-term periods simultaneously, all variables (Bank Indonesia interest rates, exchange rates and inflation) significantly influence the performance of Islamic mutual funds in Indonesia. In the short-term period, the exchange rate and inflation partially have a positive and insignificant effect, while Bank Indonesia interest rates have a negative and no significant effect on the performance of Islamic mutual funds. In the long term period, the exchange rate and inflation partially have a positive and significant effect, while Bank Indonesia interest rates have a negative and significant effect on the performance of sharia mutual funds.

Co-Authors , Nur Izza Latifah , Widodo - Astutiningrum - Kusmuriyanto -, Kardiyem -, Wahyudi - . Asnawi, . . Aspiandi, . . Budiyanto, . . Darmawi . Ermanto . Firmansyah . Masruroh . Rosidi . Yuniarti ., Akhsaniyah ., Chaerunnisa ., Iriyadi ., Mariana ., Mukrodi .Purwantini, Mang Lely Giri 11.05.51.0061 Riyan Tri Asmoro, 11.05.51.0061 12.05.51.0052 Septian Adhi Nugroho, 12.05.51.0052 A. Intan Niken Tari A. Malikidin, Dian Ardika A.A. Ketut Agung Cahyawan W AAB Dinariyana Abd. Rasyid Syamsuri Abd. Wahid Saputra Abdul Ghofar Abdul Hakim Lukman Abdul Kholid Abdul Rahim Abdul Rohman Abdul Wakhid Abdullah Abdullah Abdullah, Muhammad Wahyuddin Abdulloh Hamid Abdussamad . Abjan, Gustamin Achmad Noerkhaerin Putra Achmad Sasmito Achmad Syarifudin, Achmad Achmad Widodo Achmad Yani Adam, Sitti Putri Fitriah Madjidir Ade Asyari Ade Rahmah Aden Aden Adewiyah, Rabiatul Adi Nur Cahyono Adib Norma Respati Adikahriani Adikahriani, Adikahriani Adil, Iswahyuni Adita Silvia Fitriana Aditin Putria, Aditin Aditya Maulana, Aditya Adji Suradji Muhammad Adnan Wantasen Adrian Sean Bein Adrianus Dhimas Setyanto Adriman, Ramzi Afan, Mochammad Ibnu Afif Nur Rahmadi Afif Nur Rahmadi Afifah, Hani Afrianto, Muhammad Ficky Afriza Tri Effendi Afrizal Sano Agassi, Reza Agung Bayu Setyono, 13.05.51.0116 Agung Bayu Setyono, 13.05.51.0116 AGUNG LUKITO Agung Purwanto Agus Dediansyah Agus Johan Agus Kristanto, Agus Agus Purwanto Agus Santosa Agus Setiawan Agus Sofyan Agus Suwandono Agus Suyatno Agusni Agusni Agustian, Ni Putu Cyntia Ahmad Abdullah Ahmad Bahrul Ulum Ahmad Heryanto Ahmad Luthfi Hamidi Ahmad Munandar Ahmad Shofiyuddin Ichsan Ahmad Syariful Jamil ahmad syauqi, ahmad Ahmad Tabrani Ahmad Yusup, Ahmad Ahmad Zakie Lutfi Ahmad Zuhri Ahmad, Arisona Ahman Kuktur Hia Ahsan, Muhammadi Ghozian Kafi Ainul Fahmi Ainun Jariyah Ainun Najib, 14.05.51.0091 Aisyah . Ajeng Kawitaning Negari Aji Pranoto Akhil, AsÃ¢â‚¬â„¢ad Nurul Akhmad Arif Musadad Akhmad Baihaqi Akhmad Fauzan Akhmad Mansyur, Akhmad Akhmad Mustofa Aklimawati Aklimawati, Aklimawati Akmal Rizki Gunawan Hasibuan Akmalia, Intan Akuba, Stefy Falentino Al Farobi, Muhammad Alam Baskara, Rizal Agung Alamsyah, Idham Alauhdin Alauhdin Albert Rufinus Alex Saleh Alfadhiyah, Siti Nur Alfat Fadri Alfred A Antoh Ali Anis Ali Maksum Alinda Saputri Almos, Rona Aloysius Duran Corebima Alvi Sahrin Nasution Alvionita, Feni Alvita, Alda Amalia, Ndaru Rizqa Amalia, Wiwit Puji Amat Damuri Ambar Harsono Amelia Khairunissa Amin Ali Mubarok Aminuyati Amir Indrabudiman Amir, Wanda Gistarini Ammiriel Kusumoayu Prawitasari Amni Adlina, Amni Amri Jahi Amriwati, Rini Amrullah Amrullah Amzul Rifin Anak Agung Gede Sugianthara Anak Agung Istri Ngurah Marhaeni Anak Agung Istri Sri Wiadnyani Anak Agung Ngurah Subawa Ananda Anugrah Nasution Ananto Aji, Ananto Anas, Moch Rizky Andalia Roza Andaru Dahesihdewi Andayani Andayani Andea Bella Friska Andi Amri Andi Bahrun Andi Fatmawati Andi Haryoko Andi Imam Machmud Andi Imrah Dewi Andi Nur Aisyah Andi Nur Rahman Andi Paluseri Andika Rante Andika Rante Andika Rante Andika Rusli Andri Satriadi Andri Setiya Wahyudi Andriyansah . Andry Mulyanto Andry Yunanto Andy ES Angela, Fitria Angga Daula Ferdian, Angga Daula Angga Dwi Mulyanto Angga Dwi Sulistya Angga Rizka Lidiawan Anggen, Kalvin ANGGI SENDI ADITYA Anggia Sari Lubis, Anggia Sari Anggreeini, Sri Wenny Angraini Mariam Saraswati Anik Lestariningrum Anis Khoirunnisa Anissa Triyanti Anita Anita Anita Firdausi Anita Maya Anita Sri Rejeki Hutagaol, Anita Sri Rejeki ANJANI AMBARINI Anne Fatma Anny Sartika Daulay Ansyar, Ihsan Azzam Antika, Cloudia Anto Hidayat Antoni Antoni Antoni Antoni Antonius Christian Chandra, Antonius Christian Antosa, Zairul Anugraini, Asri Putri Anwar Anwar Anwar Sutoyo Anwar, Khairil Anwar, Nur Hasanah apri dwi anggo Apriani, Fitri Aprianus Rofiq Apriyanti, Rini Apyudi, Apyudi Arbain, Janu Arben Virgota Ardhini Mardhiyah Ardiani, Fatmala Nur Arfan Mulyawan Ari Kamayanti ARI KURNIAWAN Ari Surya Darmawan Ari Suwondo Ariani, Dwi Arianti A Ogotan Arianti, Windy Arianti, Windy Arie Desrianty Arie Ismail Arief Rahman Arief Rahman Susila Arief, Muhamad Ariesty, Anita Arif Ainur Rofiq, Arif Ainur Arif Hidayat Arif Kurniawan Arif Rahman Hakim Arina Selawati Arinau Uswatun Hasanah Arisona Ahmad Ariyanti, Ika Mella Ariza Adela Arkham Mubtadi, Novendi Armaini, Armaini Arman Syah Putra Armansyah - Arnis En Yulia Artanayasa, Wayan Arum Setiawan Aryanti R, Dwi Aryanto, Agus Aryati, Ida Asaf Kleopas Sugih Asep Bayu Dani Nandiyanto Asep Ikin Sugandi Asfiyanti, Nurul Aini Ashaluddin Jalil Asjanti, Lidia Aslinda Aslinda Asrizal Asrowi Asrowi Astri Mutiar Astrid Puspaningrum Astutiningrum Astutiningrum Astutiningrum Astutiningrum, Astutiningrum Aswari, Zal Atep Sujana Aulia Harmiyanti Aulia Rahman Auvaria, Shinfi Wazna Awalta, Miza Awaluddin Hamzah Awwaabiin, Salmaa Ayu Cintya Paraswati Ayu Fitriani Ayu Lestari Ayuna, Novianty Elizabeth Ayuri, Septie Miranda Aziwarti Aziwarti Azmala, 'Ilya Azman, . Azmi, Sari Putri Azniah Syam Azwar, Azwar Azwar, Sri Rahmaddona Azwardi Azwardi Azwardi, Azwardi Azwir Azwir Azwir Azwir B A M, Sarah Apriani B.Sendjadja, Yoga Bagus Sediadi Bandol Utomo Baiq Farista Baiq Karni Indrayati Baisa, Hidayah Baisa Bajunaid, Sheila Maryam Balgis Balgis Bambang Budi Raharjo Bambang Hariadi Bambang Hermanto Bambang P Bambang Purwanto Bambang Sevianus Bambang Soegiyono, Bambang Bambang Wijaya Basri Basri Basri, Zainudin BASUKI BASUKI Batara Mulia Hasibuan Bawelle, Eunike Bayu Wiratama Bayu Wiratama, Bayu Bella Natalia Ginting Bhisma Murti Binuuril Fahmi Bisepta Prayogi Bondan S., Yohanes P. Bonny Murizky Buana Pustha, Fabianus Wahyu Tri Budi Afriyansyah Budi Astuti Budi Hartanto Budi Santosa Budi Utomo, Darmawan Tri Budi Yanto Budi Yanto, Budi Budiman, Kholiq Budiono, Maria Diandra Christie Budiyanti Wiboworini Budiyono Budiyono Budiyono Budiyono Budy Wiryawan Bunari, Bunari Burhanuddin Burhanuddin Bustan Bustan, Bustan C. Sudibyo Cahya Irawan, Cahya Cahyadi, Kadek Wawan Cahyono, Rohmat Cenderato Cenderato Chandra Arief, 15.05.51.0344 Choiril Azmiyawati Cholisati, Nurifatul Christiana Lethe Christina Wahyu Kartikowati Christiyani, Bintang Rumiris Clara Yolandika Clarry Sada Corry Wahyuni Hidayat CUT ANANDA STEFHANY Cut Nanda Defira Cut Nanda Defira Cut Yulvizar Cynthia Prithadevi Juwono D David D.A Wiwik Dharmiasih Dadan Irwan Dahlia, Riza Dalimunthe, Zuliani Damanik, Dedi Setiawan Danang Susena Dani Imaduddin Daniel Fajar Panuntun Daniel Lantang Dany Tri Saputro, 14.05.51.0139 Daroini, Ahsin Darsono Priono Darwin Karim daryono setiadi David Rindu Kurniawan David Victor Mamengko Dayuani Rambe Debby T. Ardi Debi Devia DEBORA FRANSISKA SITOMPUL Dede Kurniadi Dede Yusuf Rangkuti Dedet Erawati Dedi Hariyanto Dedy Suhendra Defrizal Saputra Della Raymena Jovanka Den Agung Iswanto Taofik, Den Agung Iswanto Deni Murdiani Deny Puriyani Azhary Desi Mardianti Desi Riani Desita Yurizki Desriani, D Desriantomy Desriantomy Dessi Novita Sari Dessy Adriani Dessy Adriani Dessy Dwi Risky Ayuningtias Destiana, Dwi Destiarni, Resti Prastika Deswita, Isra Desy Leistyaning Pertiwi Devita Yunianti Permatasari Dewantari, Vidya Dewanto, Cahyadi dewi novita dewi nurmala DEWI SARTIAMI Dewi Sartika Dewi Silviana Dewi, Aryani Kadarwati Dewi, Fitria Dewi, Indra Dewiati Dewiati Dhanudwitri Langgihadi, Dhanudwitri Dharminto Dharminto Diah Nurdiwaty Dian Arista Dian Sa'idah Dian Widi Astuti, Budi Irawan Prima Putra, Dian Widi Astuti, Diana Sopha Diana Vivanti Sigit Dianawati Suryaningtyas Didi Suhendi, Didi Didik Tamtomo, Didik Dika Muhammad Ilham Novtadijanto Dilla Pratama Dima, Darsilan Dina Asnawati Dinda Amelia Kusumastuti Dinda Rachma Anggiani Dini Anggorowati Dini Haiti Zulfany, Dini Haiti Diska Arliena Hafni Dita Afrilia Diyanti Hanandini Djaelani, Yustiana Djamaludin Djamaludin, Djamaludin Djasmiko, Moh Ratno Djoko Purnomo Djoko Susanto djufri, ilham Dominggus Rumahlatu Dono Guntoro Dono Indarto Dra. M.Si Rahmi Dudi Nasrudin Usman Dwi Ayu Sartika Asra, Dwi Ayu Sartika Dwi Cahyadi Wibowo, Dwi Cahyadi Dwi Destiana Dwi Hendra Kusuma, Dwi Hendra Dwi Isdestian Dwi Kurniawan, Dwi Dwi Mutia Sari Dwi Novirani Dwi Nurahmanto Dwi Putra, Achmad Irvan Dwi Retnoningsih Dwi Riyanti Dwi Sari Rizqi Dwi Sulisworo Dwi Widjanarko Dwidjono Hadi Darwanto Dwinanto Dwinanto Dwiyanti Dwiyanti Dyah Hana Kartika, Dyah Hana Dyah Ratri Nurmaningsih Dyastuti, Irma Suwaning E. H. Sujiono Ecin Sarnani Eddy Noviana Eddy Santoso Eddy Supriyono Edi Hidayat Edi Kamal, Sainal Edo Satria Winata Eduardo Hilario Bado Towary Edwin D Ngangi Edy Suryadi Edy Suryanto Efie Fadjrijah Eka Efie Fadjrijah Eka, Efie Fadjrijah Efrilianda, Devi Ajeng Eggi Septianto Eka Findi Tresnawati Eka Findi Tresnawati Eka Meigalia Eka Wardhani Ekaviana, Dessy Ekky Resha Pradita eko adi sarwoko Eko Budi Lelono, Eko Budi Eko Ganis Sukoharsono Eko Nugroho Eko Priyo Purnomo Eko Suyanto Eko Yuliastuti E.S Ekowati, Wiwik Hidayah Elief Yuniarti Elief Yuniarti, Elief Elisa Nurnawati Elisabet Yunaeti Anggraeni Elita Oktorina Pasaribu, Elita Oktorina Eliwa, Yasser Elizabeth Marthalia, Elizabeth Ella Amalia, Ella Ellianawati, Ellianawati Elni Yakub Elva Amurita Zebua Elvi Rusmiyanto Pancaning Wardoyo, Suci Lestari, Mukarlina, EMI SALMAH Emy Sadjati, Emy Emyliani, Tania Enceng Enceng Endah Rinsania Indi Endang Lukitaningsih Endang Saefuddin Mubarok Endang Sri Sunarsih ENDANG SUGIARTI Endang Susilawati ENDANG SUTARININGSIH SOETARTO Eni Rosnija Eni Sumiarsih Eny Kusrini Eny Zuhrotin Nasyi’ah Epa Suryanto Epritha Kurnia Wati Erdianto, Yoniv Erfan Muhammad, Erfan Erin Ryantin Gunawan Erlangga Praharsa Erlin Fitria Dewi Ermida Fermiana Sonbay, Ermida Fermiana Erna Hernawati, Erna Erni Suharini Ernisa, Ernisa Ertiana, Dwi Erwin Saraswati Esmaralda Nurul Amany Esti Nurmala Esti Wahyu Pratiwi Esty Kurniasih Etty Puji Lestari Eusabinus Bunau Eva Banowati Eva Soviana Evayanti, Yulistiana Evi Husniati Sya'idah Evi N. Ira A. Putri Qomariah Evi N. Qomariah, Evi N. Evy Marlinda Ezra Putranda Setiawan F.Y Khosmas Fachmi Apriyanto Fadhlan Zuhdi, Fadhlan Fadilah, Siti Sutarmi Fadli, Arizal Fadloeli, Odo Fadloeli, Odo Fahmi Fahrozi Faisaluddin Faisaluddin Fajar Dwi Setyawan Fajar Rinawati Fajar, Ligawad Fajri Hadi Fakhry Amin Fany Aditya Rahman Farida Mayar Farida Yani Farida, Yushinta Eka Farisya Nurhaeni Fariyanti, Anna Farizha Irmawati Fatika Agustina Fatimatul Khikmiyah Fatkur Kafrawi Fauzan . Fauzia, Devya Alda Febriana, Dini Febriani, Devi Febrianti, Ervina Febrianto, Nur Ahmad Febriliani Febriliani Felli Saputra, Felli Felma Tri Utami Ferdiansa Ferdiansa Ferdinandus Kewu Ferina Novianti Fetmi Silvina Fifi Herni Mustofa Fifi Lutfiah Fikram, Roy Fikri Adriansyah Fikri Adriansyah Fikri Adriansyah Fikri Fikri Filemon Marselinus Taek Fine Reffiane Firdaus, Robby Firmansyah Firmansyah Fitoyo, Ikhwan FITRA KRISTIYONO Fitra Putri Oganda Fitrah Jufiah Pratiwi Fitri Apriani Fitri Daryanti Fitri Dewi Sartika Ritonga Fitri Wahyu Ramdani Fitria Agustina Fitria Gasela Fitriani Fitriani Fitriani, Yessi Fitriasari, Nikma Fitriyani, Yani Fongusen, Chelsea Franky Slamet Frengky, . Fridiarty, Lelly Fuad Sulistio Fuad Thohari Galih Eka Deyola Gatot Setyono Gatot Sutapa Gavinov, Ivan Tinarbudi Geby Riskina Gede Kambayana Ghina Cendikia Madani GHOZALI, AULIA AL Giry Marhento Gita Destriana Rahmi Gita, Paras Purnama Grandiz Fairoza Yana Guasmin Gugus Irianto Gunadi Widi Nurcahyo Gunarhadi Gunarhadi, Gunarhadi Gunarto Gunarto Gunawan, Wawan Gurning, Rheka Astri Gusdi Sastra, Gusdi Gusmalini, Gusmalini Gustari, Rinda Gusti Ayu Dita Ariningsih Gustin Tanggulungan Gustina . H., Nurrishma S. H., Nurrishma S. Habibburahman, L. Habibi Habibi Hadi Mutamam, Hadi Hadi Pramono Hadi Sumarto Hadi Susanto Hadi Suwono Hadis, Hudzayfa Haerussaleh, Haerussaleh Hafidz Triantoro Aji Pratomo Hafni Bachtiar Haikal Rahman Adilara Erdin Hakim, Mesra Berlyn Haliani Haliani Haloho, Jonarti Hamdani M. Hamidin Hamidin Handi W Kurniawan, Handi W Hanggara Budi Utomo Hanif Fathurahman Hanny Hafiar Happy Fitria, Happy Hapsari, Endah Woro Hardi Suyitno Hardiansyah, Muhamad Firman Hardianto, Musa Hari Adianto Hari Ismanto Hari Wujoso Hariadi Subagja Hariadi, Bambang Harimao, Lukas Harimurti . Harini Abrilia Setyawati Haris Mustaqin Harjono Harjono Harliana Harliana Harry - Susanto Harry Ardhany Harsano, Susila Harsanti, Winda Hartati, Etih Hary Widjajanti Hasanah Hasanah Hasanah, Siti Nur Uswatun Hasdin Hasdin Hashim, Mohmadisa Hasibuan, Melisa Hasibuan, Riski Sakinah Hasim, Yulia Karlina Hasmanan Khair Hasyim, Muh. Farid Hasyim, Muhammad Farid Hasyim, Muhammad Farid Hayat Solihin, Hayat Hayati Embun Hayati, Resti Hazmanan Khair Hedi Sutomo, Hedi Helmi Aziz Helmie Arif Wibawa Hendang Setyo Rukmi Henderi . Hendra Azis Hendrawan Dendy Santoso Hendri Ardiansyah Hendri Marhadi Hendrika Anum Hendro Ekwarso Hendro Prassetiyo Hendromono Hendromono Hengky J. Sinjal, Hengky J. Heni Mabruroh Henita Rahmayanti Henna Rya Sunoko Henneke Pangkey Henny Hendarti Herawati Susilo Herce Farida Solossa herdianty kusuma, herdianty Heri Azwansyah Herlina Herlina Herman Herman Herman Saputro Hermanu Joebagio Hermawan, Gede Satya Hermawati, Eli Hermawati, Farah Muthi Hermes Panggabean Hernowo Danusaputro Herry Nur Hidayat Herry Prasetyo Heru Supriyono Hery Kresnadi Heryana, Toni Hesmi Aria Yanti Hetti Herawati Hetty Patmawati Hidajah Ekowati, Wiwik Hidayati, Luki Hikmawati, Lusi Hilamaya, Mahendra Prasanti HimawaN Nuryahya HIMAWAN WISMANADI Holyness Nurdin Singadimedja Hr, Sumardi Hubbul Walidainy Huber Yaspin Tandi Husain Umar Husain, H. Husaini Ibrahim Husnah Nur Laela Ermaya Husnul Hatimah Husnul Hatimah Husnul Hatimah, Husnul Hutabarat, Lidya hutagalung, leo I Dewa Ayu Devi Maharani Santika I Dewa Ayu Kristiantari I Dewa Gde Mayun Permana I Gde Parimartha I Gede Mahendra Darmawiguna I Gusti Ayu Arista Widari I Gusti Bagus Wiksuana I Gusti Ngurah Nila Putra I K Rina I Ketut Subagiasta I Ketut Sudibia I M, Sukadana I Made Ardwi Pradnyana I Made Arya Utamaningrat I Made Edy Listartha I Made Gede Sunarya I Made Pradana Adiputra I Made Satyawan I Made Suastika I Made Suryana I Made Yogi Winantara I Md. Dendi Maysanjaya I Nengah Suwastika I Nyoman Wande I Wayan Koyan I Wayan Putu Sutirta Yasa I Wayan Yuda Satria IB. ASTINA IB. ASTINA Ibrohim Ibtidau Niamilah, Ibtidau Ida Ayu Budhananda Munidewi Ida Ayu Putri Dita Helena Ida Bagus Surya Darmajaya Ida Nuryana, Ida Idris Patekkai Idwar, Idwar IKA MUSTIKA Ika Nopa Ika Puspitasari Ika Puspitasari Ika Ratnawati Ika Shohihah Ike J. Triwardhani Ike Yulianti Ikhsan Budi Riharjo Ikhsanudin . Iko Imelda Arisa Iko Yuniarto Ikraman, Muhamad Ilafi Andalita Ilham Adi Nugroho Ilmi Zajuli Ichsan Ilyas, Fitrawati Imam Basuki Imam Gozali Imam Santoso Imam Zainuri Imelsa Ika Wulandari Imran Imran Ina Yulfika Candra, 15.05.51.0179 Inda Noviani Indah Fitriani Indah Purnama Sari Indah Sukma Dewi Indika Sari, Asri Indra R. N. Salindeho Indra R.N. Salindeho Indra Sukma Ramadhani Indraddin Indrawatiningsih, Nonik Indrayani Indri Rafiani Rahmawati Indria Primiaty Diningsih Indriastuti, Novi Ingvi Asri Vilayati Innocentius Bernarto, Innocentius INTAN PRASTIHASTARI WIJAYA Iqbal Kamil Siregar Iqbal Rasyid Ridha Ira A. Putri, Ira A. Irawan, Dodi Iriandi H. Bone, Iriandi H. Iriani, Dwi Iriwi L.S Sinon, Iriwi L.S Irma Dewiyanti Irma Dewiyanti Irma Fadilah Irma Suryani Irmalisa, Irmalisa Irmasari Irmasari Irwandy Irwandy Irwani Zawawi Ishom, Sri Syamsiar Islami, Fenti Nur Addina Ismaini Ismaini Ismet Rohimat Ismu Wahyudi Isna Hikmawati Isnain, Isnain Isnayanti, Fitria Isrokatun Isrokatun Iswadi yarso Isyah Rahmini Iwan junaedi Iwan Triyuwono Iyan Haryanto, Iyan Iza Ayu Saufani izzah, lathifatul Izzati, Izzati J. Kuleh Jahidin Jahidin Jainuddin, Jainuddin Jaka Sriyana Jalaluddin Jalaluddin Jamaluddin Jamaluddin JAMALUDIN JAMALUDIN Jamaludin M Sakung Jamhari Jamhari Jamil, Ahmad Syariful Jamilah Jamilah Jamilatus Syamsiah Anwar Jamili Jamili Jamsar Kurese Jang, Johan Janitra, Jeremy Ivan Jauhar Banriadi Munir, Jauhar Banriadi Jaya Murjaya Jayadisastra, Yoenita Jayawarsa, A.A. Ketut Jeki Haryanto Jendrius Jendrius JENDRRI, JENDRRI Jesi Alexander Alim Jessica Atin Jessie Novriani Lentho Jhon D. Kalor Jhonly Solang Jihan Rahma Joan Santoso John Henry Ray Joice R.T.S.L Rimper Joppy Mudeng Juanita, Juanita Juaria Juaria Jubran, Dhwo Judi Judi Jufri Juliaan Ch. Watung Juliana Juliana Juliatri Juliatri Juliawan, Bagus Julisarnewi Julisarnewi Jumaiyah, Jumaiyah Jumirin Asyikin Jumnahdi, Muhammad Junaedi Junianto, Mochamad Bagoes Satria Juniar Ernawaty Junita Putri Rajana Harahap Kadafi, M. Amin Kadang, Yuniharce Kadang, Yuniharce Kadang, Yuniharce Kadang Kadek Eva Krishna Adnyani Kalam, Rahmad Hidayatul Kalesaran, Ockstan Y. Kalifa, Abdarahman M Kamal, Muhammad Arif Kamalliansyah Walil Kamelia Kamelia Kamelia Nopika Karan, S. Sanjay Karolus Lionkadya Malur Kasim, Jamila Kasmadi Imam Supardi Kerry Kadri, Kerry Kesumaputri, Bebbi Arisya Ketut Abimanyu Munastha Ketut Queena Fedlina, Ketut Queena Ketut Suwitra Khairi, Nur KHAIRIL IRFAN SIREGAR Khairina Taufik Khairul Khairul Khairul Shaleh Khairunnisa, Lailan Kharisma Pammai Khildah Khaerati Kiki Ferawati Kikim Mukiman Kirmizi Ritonga Kistantia Elok Mumpuni Komala Erwan Komarudin, Udin Kreckhoff, Reni L. Kresna Febriyanto Krisna Darma Yanti Kudang Boro Seminar Kudato, Vania E. Kundharu Saddhono Kus Wulandari Kusuma Adhianto kusuma, Sinar Indera Kusumadewi, Ni Made Ayu Mita Kusumastuti, Dinda Amelia Kusumastuti, Nastiti Putri Ayu Kusumo, Damarjati Kuswanto Kuswanto La Dupai, La Dupai La Ode Muhammad Andi Zulbayu La Ode Nafiu La Ode Turi La Ola, Muhammad Rusdian Laely, Cut Lahandu, Jamlis Laila Hanum Laksono Trisnantoro Laksono, Andromeda Dwi Langi, Edwin O. Latifah Hanum Laufried Laufried Lauwnadi, Sharon Angel Kezia Lawrence, Wynnie Lazim N Lazim N Lazim N Leni Handayani Leni Helmida Leni Herdiani Leny Noviani Leo Agung, Leo Leo Fandi Lestari, Prasetyaning Diah Rizky Levi Tina Sari, Levi Tina Libriani, Efany Lidia Asjanti Lies Sulistyowati Lilik Purwanti Lilit Rusyati Liman Liman, Liman Lina Jamilah Lina Juairiah Lince Bulutoding Lince Muis Linda Dwiyanti Linda Pulungan Lisa Kustina Listyarini, Sri Lisyani Suratmo Lisye Fitria Lita Permata Sari livana ph Livana PH Livana Ph, Livana Loren Pratiwi Ludigdo, Unti Ludwig, Matthias Luh Putu Kirana Pratiwi Lukas Londong Lukman Muslimin Luluk, Sri Lusiana Lusiana Lusiana, Senny Lusianto, Junaidi Fery Lusyani Sunarya Lutfi Chabib, Lutfi Lutfi Harris Luth Fimawahib Luwandi Suhartono M Azka Fadhilah M. Dian Wahyudi M. Diantoro M. Fatoni Fajar M., 13.05.51.0161 M. Fauzi, M. Fauzi M. Fuad Hadziq M. Iqbal Arsyad M. Nasrul Kamal M. Thoha B. Sampurnajaya M. Wahyuddin Abdullah M. Yogi Riyantama Isjoni M.Pd S.T. S.Pd. I Gde Wawan Sudatha . MADE KUSUMA NEGARA Made Linawati Made Sudarma Madiah, Nagri Maemonah, Maemonah Maesaroh, Eka Siti MAGPIKA HANDAYANI Maharani Suendaryanti Pratiwi Maharani, Shaffarina Annindia Mahardika Saputra Maharsih, Inggit Kresna Mahat, Hanifah Mahayu Firsty Ramadhani, Mahayu Firsty Mahmud Alpusari Mahmudah, Rifangatul Maisye Marlyn Kuhu Maiyola, Olin Majestika Septikasari, Majestika Majid, Muhammad Win Maki, Ahmad Ibrahim Maltha Kharisma Mani Festati Broto Mardi Giwa Putra Marduati Marduati Marendi, Rezhy Anca Margareta Rahayuningsih Margareta, Yuni Margono Setiawan Margono Slamet Maria Agatha Sri Maria Gracella Irawan Maria Johana Ari Widayanti Maria Sumaryati Maria Theresia, Siwi Ikaristi Maria Ulfa Marifah, Salma Marimin Marimin Marina Ery Setyawati Marina Moeliono Marinda Sari Sofiyana Marindah Rynanda Mariska Sepriani Markus Budiraharjo Markus, Nengsih Marliana Junaedi Marliana, Mila Ana marsito - Martea Hayu Nuraeni, 15.05.61.0001 Martin Bernard Marviola Hardini Marwati Marwati Maryanti, Desy Marzuki, Sahriana Mas Agus Firmansyah Maslichah Raichatul Janah Massuki Fitri, Syarifah Mateus Sakundarno Adi, Mateus Sakundarno Maulidasari, Cut Devi Mawar, Imas Maya Fitria Maya Jannah Maya Khairani Maylissabet Maylissabet Meddy Nurpratama Megawati - Megawati Megawati Meidiana Dwidiyanti Meirina Suci Ridha Melisa S.M. Sorentina Melitina Tecualu Melya Novita Memen Suwandi Menik Samiyati Merianus Merianus Merina Pertiwi Merlin Novitasari Mery Dwi Rahmawati Mhd.Buhari Sibuea Mia Rusmiati Michael Padmanaba Michrun Nisa Miftahul Jannah Mikhael Gilang Pribadi Putra Pratama Mikrayanti Mikrayanti Mila Trisna Sari Milah, Isna Lukluil Mimien Henie Irawati Min Sai’in Nikmah Minanda Oktariza Miranti Miranti Mirna Amirya Mirza HST Penggalih, Mirza HST Mirza Mirza Mirza, Rahmad Misbah Zolam Misbahul Munir Misnah Misnah MNH Kusuma, MNH Mochamad Fadli Mochammad Arbi Hadiyat Moh Salimi Moh. Hartono Moh. Tahir Mohamad Amin Mohamad Rangga Sururi Mohamad Syarif Sumantri Mohammad Asikin Mohammad Dirma Mohammad Fakhruddin Mudzakkir, Mohammad Fakhruddin Mokhtar Saidin Mokhtar Saidin Monalisa Monalisa Monica Audrey Jaya Suwana Muchlis Muchlis Muddin, Muddin Mudinillah, Adam mufrod mufrod Muftiyanto, Taufiq Nur Mugiarto, 13.05.51.0149 Mugiarto, 13.05.51.0149 Muh Faisal Muhajir Muhajir, Muhajir Muhajirin, Muhamad Iqbal Muhamad Darmawan Muhamad Darmawan Muhamad Sidik Muhamad Syukur Muhammad Amrullah Pagala Muhammad Asaad Muhammad Charisma Maghribi Muhammad Faishal Muhammad Galih Sulendra Muhammad Haikal Muhammad Hikam, Muhammad Muhammad Ikhwan Muhammad Indra Jaya Muhammad Japar MUHAMMAD MANSUR Muhammad Massyat Muhammad Mifta Fausan Muhammad Rahmat Hidayat Muhammad Rizan Muhammad Rizky Ramadhan Muhammad Rohyat. P. Muhammad Safarullah Muhammad Sulthan Mubarok Muhammad Syarif Hidayatullah Muhammad Syukur Muhammad Taufiq Tamam Muhammad Ziko Rizkyargo Muhana Gipayana, Muhana Mujibussalim Mujibussalim Mukhlisin . Mulyana, Edi Hendri Mulyasari, Windu Mulyatim Koeswo MUMU SUTISNA Munadi Munadi Munawarah . Munawaroh Munawi, Hisbulloh Ahlis Munawir Yusuf Munidewi, Ida Ayu Budhananda Munjahid Murni Sapta Sari Murniati Murniati Mursito, Bambang Murtiningsih, Ika Musa Pelu Musa, Mardiana Musahrain, Musahrain Muslim Muin Muslimin Muslimin Musmawanti Musmawanti Mustaha, Muhammad Alwi Musthofa Lutfi Mustika, Bela Nurlaela Mustofa Mustofa Musu, Juwita Trivianty Mutalazimah Mutalazimah Mutia Elida Mutmainah, Dini Nafisatul Mutmainna, Amriati Myrna Apriany Lestari Nadhila Apriadhanti Naely, Muchtar Nahla Nurkholifah Naibaho, Elisabetta Naif Fuhaid Naili Farida Nailul Fauziah Nana Suraiya Nanang Krisdinanto NANDA NURITA SARI Nandang Rusmana Nanik Suhartatik Nanik Wijayati Narita, Wa Ode Narsito Narsito Nasir, Laode Arahman Nasoha, Mohamad Natalini Nova Kristina Nauri, Silvio Wynne Navia, Zidni Ilman Nayan, Nasir Netti Tinaprilla NFN Sahwalita, NFN Ngadirin Ngadirin Ngusman Manaf Ngusman Ngusman Ni Kadek Artini Ni Komang Ayu Nila Ratna Ni Luh Putri Primasari Ni Made Adi Erawati Ni Made Ayu Krisna Cahyadi Ni Made Linawati Ni Nengah Suartini, Ni Nengah NI NYOMAN ARI MAYADEWI Ni Nyoman Lidyawati Ni Putu Diah Andini Ni Putu Sukanteri Ni Wayan Surya Wardhani Nia, Murni Niken Iriani Niken Probosari Niki Astorina Yunita Dewanti Nikie Astorina Yunita Dewanti Nikma Fitriasari nila afila Nila Kurniasih, Novi Widiastuti Erni Puji Astuti Niluh Made Dwi PYD Nina Agustyaningrum Nina Sevani Ninda Lutfiani Nindhi Kurniarum, 15.05.51.0195 Nindya Juwita Utimadini, Nindya Juwita Ningsih, Sari Deswita Ningsih, Wilda Nining Purnamaningsih Nirmala Respatiningrum, Nirmala Nisyak, Khoirun Nita Rimayanti Ni’matul Izza Nobutaka Ito Nono Sutrisno Noor Yunida Triana Nopendi, Nopendi Nor Akhlis Noval Adib Noventa Harlyn, Helen Novi Wulandari Novia Juita Novialdi . Novianti, Ferina Noviatun, Anis Novita Arianti Novita Pahlawani Novitasari, Merlin Novriska Oky Liana, Novriska Oky Novrita, Sri Zulfia Nugraha, Ivan Nugraheni Eko Wardani Nugroho Edi Kartijono Nungki Narasswati Nunuk Suryani Nunung Susilaningsih Nur Afni Nur Ainun Nur Baeti, Nur Nur Gamar Nur Hasanah Nur Khaerah, Nur Nur Khusniyah Indrawati Nur Miya Zakiya Nur Mufidatul Ula Nur Rahmah Nur Rahmawati Nur Rahmawati Nur'ain Harahap Nura Syahriani Nurbiana Dhieni Nurcholifah, Siti Nurdalilah Nurdalilah Nurdianti Nurdianti Nurhaeni Nurhaeni Nurhapsa Nurhidaya Nurhidaya Nurhidayah Nurhidayah Nurhidayat, Asep Yayat Nurhidayati Nurhidayati Nuril Auliya Nuril Huda Nurizzati Nurizzati Nurjazuli Nurjazuli Nurjazuli Nurjazulil Nurkhalisa Nurkholis Nurkholis Nurlina Nofiyanti Nurlina Nurlina Nurmah Fudzah Nurmaida Irawani Siregar Nurmaydha, Agensy Nuroniatul Khusnia Nurul Dynyyah Nurul Izza AR Nurul Khumaida Nurul Muti’ah Nurwidodo, Nurwidodo Nurwijayanti Nuryani Nenci Nuryono Nuryono Nurzaman, Istikhoroh Nusa Muktiadji Nuzulul Ilmi, Iâ€™in Roikhatun Nyimas Wardatul Afiqoh Nyoman Yudiarini Octavia Sari, Octavia Octaviany, Ayu Oktafia, Lia Oktavianus, Hendryk Onny Setiani OTTO - BUDIHARDJO Ova Novi Irama Palad, Marliana S. Pangemanan, Jeannette Pangemanan, Novie P. L. Pangemanan, Novie P.L. Panuju Panuju Pardosi1, Roy Gom-Goman Parenta, Villy D. Pasaribu, Eriko Patandung, Gerfan Patandung, Gerfan Patuan Raja Pedia Aldy Pemba, Stevi Peter Proksch, Peter Pirmansah, Adi Po Abas Sunarya Pradana, Hengki Pradana, Tedy Dian Pradnya Paramita Prahesti, Ratna Pramasdani, Gina Atika Pramono, Rudy Prasetya, Fikki Prasetyaningsih, Roh Hastuti Pratama, Arif Budy Pratiwi, Melsi Rahayu Prayoga, Rizky Fadilla Prayudi Santoso Prayudias Margawati Priandi, Asril Prihapsari, Ira Prima Hasiholan, Togi Prima Yaumil Fajri Priyo Raharjo Pudji Juniarto Puji Rosa, Nurjanah Puji Sulistiani Purhadi - Purhadi Purhadi Purindri Maharani, Purindri Purnamasari, Tri Purnamawati Purnamawati Purnomo Hadi Purnomo, Dwi Agus Purwoko, Agus Puspasari, Luky Puspita, . Putra, Ade Wahyu Yusariarta Putra, Suharto Taat Putra, Suharto Taat Putra, Yerri Satria Putri Awaliya Dughita Putri Indah Pratiwi Putri Megawati Putri Setyo Wulandari Putri, Andi Eka Purnama Putri, Dina Amrianti Andika Putri, Rizqi Apriani Putu Ratih Kumala Dewi Putu Subakthiasih Qolby, Ayu Nurul Aini Qurâ€™ani, Sunia Bil Qurba, Pujana Qurrotul Uyun R, Supriyadi Hari R. Reza El Akbar R. Sapto Hendri Boedi Soesatyo R. Susanti Rabiah Adawi Rachmawati Rachmawati Radevi Avi Yulianti, 15.05.51.0193 Rafika Duri rahayu, cucu Rahayu, Elvina Rahayu, Mintarsih Puji Rahayuningsih, Nurjanah Rahma Hayati Rahma Nur Islami Rahma Wira Nita Rahmad Purnama Rahmadianto, Ikhwan Rahman, Asmika Rahman, Milna Rahmansyah Rahmansyah Rahmasari, Ratnida Rahmat Hidayat Rahmat Rasmawan Rahmat Sigit Muliana Rahmat Sutarya Rahmatia Rahmatia Rahmawati, Rahmawati Rahmayanti, Ririn Rahmiati Rahmiati Ralda Yanti Syahdan Ramadhan, Indra Ramdan, Mohamad Ramdani, Muhammad Reza Ramdhani, Ilham Ramli Ramli Rani Oktavia Raras Kinanthi Rasyid, Riana Sari Puspita Ratna Dewi Mulyaningtiyas Ratna Hidayah Ratna Puspitaningsih Ratnawati Ratnawati Ratri Seto Karyaning Utami Ratu Ilma Indra Putri Ravik Karsidi Redi Hermanto Regina . Regina, Raissa Erya Rejeki, Sri Tanjung Renaldi Gultom Rende, Ali Mulya Rendi Indra Kusuma Rendi Pradana Rendi Salam Reni Amarwati Romli Reni Hidayati Reni Hidayati Renny Elfira Wulansari Reny Syahruni Rerung, Nensy Restina Bemis, Restina Retno Astuti Retno Harieswantini RETNO PENI SANCAYANINGSIH Retno Widiastuti Retno Widowati Reynaldo, Prima Reza Hanafi Lubis Reza Julian REZA STEFLYANDO Rezza Dewintha, Rezza rice rice Ricky Kristanda Suwignjo Ridlo Barkah Jembar Pinanggih Ridlo, M Rasyid Ridwan Melay, Ridwan Ridwan Ridwan Rifaatul Mahmuzah Rifana Agustina Rifka Rifka Rifki Muslim Rimba Hamid Rina Ningdayati Rina Saras Wati Rina Sri Kasiamdari Rindri Ruri Suryani Rini Puspitaningrum Rini Susana Rio Kurniawan Rionaldi Yuliant Riri Mahmuriyah Riri Novayelinda Riska Septifani Riska Tajuddin Riski Ananda Putra Riski Sangaji Risma Niswaty Rismahareni, Ayu Rismaya Marbun Rispianda Rispianda Rita Adriani Benya Adriani Rita Anggraini Rita Dwi Susiowati, Rita Dwi Rita Nurmalina Riyadi, Raden Sugeng Riza Septian Sudrajat Rizal Agung Alam Baskara Rizal Fathurohman Rizal Munadi Rizal Rizal Rizal Rizal RIZALDI YUDHA AULIA Rizka Amelia Ningrum Rizki Mahriady Rizky Pasca Fatmayanti Rizky, Dwi Agung Rizqiana Fauziyyah Rob W.M. Van Soest, Rob W.M. Robert Kristaung Robets Christiawan Robi Sugara Rochman Gagas Wicaksono Roedy Sulistyono Roekhudin, Roekhudin Rohmad Rohmad, Rohmad Rohmawati, Siti Aminah Rokyal Harjanty Rondonuwu, Yonatan Y. Rony, Zahara Tussoleha Roosevelt, Alfreds Rosa Canina Pissera Rosa, Silvia Rosidi . Rosidi Rosidi Rosmaya, Rosmaya Rosna Rosna Rosnelli, Rosnelli Rosti Setiawati Rosye H.R. Tanjung Rozmita Dewi Yuniarti, Rozmita Dewi Rr Sarah Fadhilah Nafisa RR. Ella Evrita Hestiandari Ruaida Ruaida RuAngelie Edrada, RuAngelie Rudi Salam Rukmini, Meme Rum Hastuti Ruri Agung Wahyuono Rury Febrina Rusdiana, Eva Rusdiawan, Afif Rusdy Priwibowo, Rusdy Rustam, Astin Rustan, Edhy Ryantin G, Erin S., Ernawati sa'diyah, khalimatus Sabri, Ikram Sabrin Sabrin, Sabrin Sabrina Fadilah Az-zahra Safira Fatichaturrachma Sagita, Yolanda Ayu Said Achmad Kabiru Rafiie Saifuddin Azwar Sajati, Dwicky Unggul Salahuddin Salahuddin Saleh, Yazid Salindeho, Indra R. Salisnanda, Randy Pratama Salni Salni Salonten, Salonten Sama’ Iradat Tito Sambali, Hariyani Samiaji Wicaksono, 14.05.51.0208 Samidi, Raden Sammy N. J. Longdong Samsirun Halim Samsudin Samsudin Samsudin Sanjaya, Zabila Tomy Sanmadimantara, I Kadek Dwi Saptono Putro Saputra, Cahya Annaas Saputra, Hendy Jaya Sarah Nur Nafisah Sarah Uliya Sari Listyorini Sari, Eprini Endah Sari, Kumala Purba Sari, Mia Zultrianti Sari, Tri Indah Sari, Windy Aulia Sarif Surorejo Sarif, Abdul J. Sariyatun Sariyatun Sarmiana Batubara Sarmini Sarmini Sasmita, Veronika Teresa Sasongko Pramono Hadi Satiman Satiman SATRIYAS ILYAS Saut Sagala, Saut Sawva Yura Selviana Selviana Sem Paulus Semangat Juang Lahagu Sembiring, Rinawati Septiawan, Firman Septina Restu Nurhalimah Seru, Gaudensia Seruni Marsella Seswita, Seswita Setiadi Wedasmara Setiadi, Daryono Setiarsih, Ari Setiyo Prajoko Setyana Widyastuti Setyo Admoko Setyo Admoko Setyoko Setyoko shara, yuni Shelly Efwinda Shelvie Nidya Neyman Shintasiwi, Fitri Amalia Shiva Awallu Nissa Siauw Welly Sigit Aprisama, Sigit Sigit Ardiansyah Sih Ayuwatini Sijono Silaban, Rosalia Jennie A. Silvester B Pratasik Silviasih . Sim, Mellisa Simatupang, Yessica Sinaga, Rohana Sinamo, Sopan Singgih Wibowo SINTA MEGASARI, DINDY Sipri Paramita Sipriana S. Tumembouw Sir Kalifatullah Ermaya Siregar, Risdalina Sisca Hermayeni Siska Br. Hutabarat Siswanti Siswanti Sitaba, Rifan D. Siti Asmaul Mustaniroh Siti Fatimah Siti Harlina Siti Karlinah Siti Maimunah Siti Nurindah Sari Siti Nuurlaily Rukman Siti Raudhatul Hamdiyati Siti Rodliyah Siti Rusdiana Puspa Dewi SITI S. ANGGUNISA HERYENI Siti Thomas Zulaikhah Siti Thomas Zulaikhah Siti Wardani Bakri Katti Sitorus, Mido Ester Sitti Maesuri Patahudin Sity Utami Makalalag Soelaiman, Nuraini Soetardjo, Meitha Sofia Achnes Sofwan Nurzaman Sofyan Sofyan Solimun, Solimun Somakim, Somakim Sonezza Ladyanna Soni Sulistyarto Sonki Prasetya Sony Sukmala, 12.05.51.0161 Sony Sukmala, 12.05.51.0161 Sorni Paskah Daeli, Sorni Paskah Sotianingsih, Sotianingsih Sri Agriyanti Mestari Sri Anggraeni Sri Anitah W Sri Ayu Andayani Sri Budhi Lestari Sri Dwiastuti Sri Hartati Sri Haryati Sri Hermuningsih Sri Hermuningsih Sri Huning Anwariningsih Sri Indrawati, Sri Sri Marmoah Sri Ndayani Ratna Safitri Sri Niken Ariati Sri Ningsih Sri Ningsih Mallombasang Sri Panuntun, Sri Sri Pertiwi Estuningsih Sri Ratna Suminar Sri Seno Handayani Sri Sugiarsi Sri SUMIYATI Sri Susanti Sri Utami Sri Wahyuni Sri Wahyuningsih Sri Widayati Sri Widayati Sri Widodo Sri Winarni Sri Yoseva Sriono, Sriono Sriwahyuningsih, A. Erna Sriwardany Stephanie Purimas Subagus Wahyuono Suci Noor Hayati Suci Tresnasari Suciati Sudarisman Sudiro Sudiro Sudjiono Sugeng Wahyudi, Sugeng Sugih Arijanto Sugihantoro Sugihantoro Sugitanata, Arif Sugiyono . Suhaimi, Syifaâ€™ Suharni Suharni Suharno Suhartini Suhartini Suhartini Suhartini Suhendar Nurdiansyah Suheri, Tatang Sujiliani Heristian Sujiono, E. H. Sukaesih Pradjadinata Sukerta, I Kadek Agus Sukestiyarno Sukestiyarno Sulaeman Sulaeman Sulaiman, T.N Saifullah Sulastri Sulastri Sulfiyana H. Ambo Lau Sulia - Sulistiya Nengse Sulistiyadi, Andi Sulistiyowati, Lisa Harry Sulisworo Kusdiyati Sumarwati Sunardi Sunardi Suparjono Suparjono Suparto Suparto Suparto Suparto Supeni Sufaati Suprapti Suprapti Supriyadi Supriyadi Supriyanto Supriyanto Supriyono Supriyono Suriani Suriani Surianti Surianti, Surianti Surmiyati . Surniati Chalid Suryansyah, Ah Susanti Mariam Susanti, Weni Susi Wendhaningsih Susilo, Indri Suskamiyadi Suskamiyadi Suskamiyadi Suskamiyadi Susy Susanty Sutanta Sutardi Hapal Sutia, Trisna sutiyono sutiyono Suwahyuni Suwahyuni Suwandi Sumartias Suwanto, Aprila Lintang Suwardi Suwardi Suwoto Suwoto Suyud, Suyud Suzanne L Undap Syafitria, Riana Syafriani, Sinta Syafrizal " Syahdiman - Syahri, Mohammad Syahrilfuddin Syahrilfuddin Syahrir Syahrir Syaiful Amin Syaiful Bahri Syamsi Mawardi Syamsiar, Syamsiar Syamsiati . Syamsu Nur Syamsuddin Laude Syamsul Arifin Syarah Septiani Syarif Husin Syarifah Massuki Fitri Syarifudin Syarifudin Syukri Syukri Syukur, Amin Syukur, Amin T A F Sumantri Tambunan, Khairina Tamjuddin Tamjuddin Tan, Alfian Tania Emyliani Taopik Rahman Taqrim Ibadi Tarigan, Pingko Abdianta Tarimakase, Yulianus Tarisya Ramadhan Taslimah Taslimah Tati Harihayati Mardzuki Tati Rostiwati Tatik Wardiyati Tatong Hariyanto Taufik Baidawi, Taufik Taufik, Abd Rahman Taufiqurrohman Taufiqurrohman Tavi Supriana Tayeb, Abd. Muhaimin Teguh Taruna Utama Tendi Wahyudi Tengku Riza Zarzani N Teuku Mohamad Iqbalsyah Teuku Zahrial Helmi Theresia Octastefani Thoriq Al Aziz Thulus Hidayat Thulus Hidayat, Thulus Tian Lestari Tien Setyaningtyas Tina Kartini Titi Yuniarti Titik Setyowati Titin Fatimah Tjokorda Raka Putra Toar, Debby Tontowi Jauhari Totong, - Tressyalina Tressyalina Tri Arini Febrianti Tri Budiyanto Tri Fousa Pasaribu Tri Lestari Mardiningsih Tri Oktaviantari Tri Saptuti Susiani Triana Hertiani TRIANA WINATA Triana, Noor Yunida Trianda, Syahrial Trisnawati, Ice Triwuyono, Iwan Triya Agung Pahlevi Tununu, Riky R. Ucu Cahyana Ucu Nurwati Ujang Suryadi Uki Retno Budihastuti ulfah agus sukrillah Ulpa, Fitria ULUM MUNAWAROH Umi Wisudawaty Unti Ludigdo Unti Ludigdo Untung Raharjo Untung, Timbun Upi Indria urai salam Urip Triandri Usman Ahmad Usman Oemar Usmeldi Usmeldi Ustantini, Sinta Utama, Rozi Satria Utomo, Djoko Prijo Veftisia, Vistra Veny Betsy Saragih Veny Iswantiningtyas Vera Kristiana Verena Agustini Vica Dian Aprelia Resti Vidianto Risan Vilzati, Vilzati Vina Asna Afifah Vina Kumalasari Vira Selvi Yonika Vita Ratnasari Vitasari Indriani Waeniati Waeniati Wahdaniah Wahdaniah Wahidullah Wahidullah, Wahidullah Wahyu Hamidi Wahyu Hardyanto Wahyu Hendrarti Wahyu Hidayat Wahyu Julianda Wahyu Tri Saputra Wahyu Widayati, Wahyu Wahyudi Wahyuni, Ririn WAKHIDAH, UMI Wakhyu Dwiono Walhidayah, Irfan Wan Mohd Dasuki Wan Hasbullah Wardah . Wardah Wardah Wardati, Wardati Warto Warto Wasilah Rochmah Wasilah Wasilah Wasino Wasino Wasis Rizki Widyanto Wasisto Utomo Weaniati Weaniati Wen Chi Huang Wibisono, Roy WIDHI SALLY SUFINAH ROSADI Widi Wulansari, Widi Widodo, Puguh Priyo Widyaningrum, Tri Rahayu Widyaningtyas, Shinta Wijaya, Agung Kusuma Winda Mercedes Mingkid Windi Rayina Rosa Windy, . WINNY ANGGIA CAHYANI Wirawan Purwa Yuwana Wirdianti, Nina Wisnu Ananta Kusuma Wita Harmaini Wiwik Hidajah Ekowati Wiwik Hidayah Ekowati Wiwin Dinar Prastiti, Wiwin Dinar Wiwin Dinar Pratisti Wiyantoro, Lili Sugeng Wiyarni Wiyarni Woro Sumarni Wulandari, Ayati Wuri Septi Handayani Wuryan Andayani Wuwuh Eti Setiani y S Darmanto y Widodo, y Y. Gatot Sutapa. Y Y. Gatot Y Sutapa Y. Gatot Y. Sutapa, Y. Gatot Yadi Purwanto Yaktiworo Indriani Yani Nurhadryani Yanti Helianty Yanti Sofiyanti Yanto, Nur Witdi Yasa, I Gede Agus Sukariana Yasbiati, Yasbiati Yasir Maulana Rambe Yasman Sandung Yazied, Naufal Yekti Widyaningrum Yeney Widya Prihatiningtias Yeney Widya Prihatiningtyas Yeney Widya Prihatiningtyas Yeni Puspita Yeniar Indriana Yenni Idrus Yenny Aulya Yesika Yanuarisa Yeti Rohayeti Yoanita Yuniati Yogatama, Muhammad Tatag Yogi Purnawan Yogi Sugito Yogi Suparman Yohandes Rabiqy Yosef Rago Andalan Nusa Putra Yosevien Yosevien Yosi Febrianti, Yosi Yosi Mardoni Yoyok Heru P.I Yoyok Heru P.I, Yoyok Yuana Nurulita Yuanita Windusari Yuanita Windusari Yuanita Windusari Yudha Dariyanto Yudha Permadi Yudha Permana Yudhistira Ardana Yudhistira Yudhistira Yudith A Frans Yuli Haryati Yulia Afrina Nasution Yulia Dwi Indriani YULIA IRNIDAYANTI Yulia Sarah Yuliana Yuli Wahyuningsih Yulianih Yulianih Yulianta, Yulianta YULIANTI PRATAMA Yulianto Ade Prasetya Yuliet Yuliet Yum Eryanti Yunanda O Yunarni Martha Doloksaribu Yundari, Yundari Yuni Kurniasih, Yuni Yuni Rhamayanti Yuniar Yuniar Yuniarto, Iko Yunis Sulistyorini Yunis Sulistyorini, Yunis Yunita Sari Yunnise Putri Yuri Pratiwi Utami Yurindra yurindra Yusak Maryunianta Yusnaini Yusnaini Yusniar Hanani Darundiati Yusnita, Nina Yusran Khery, Yusran Yusran Yusran Yusrianti Yusrianti Yusrizal, Mirza Yustini Ardillah, Yustini Yusuf Abdurachman Yusuf Giri Wijaya Yusuf Hendrawan Yuswan Jaya Yuwana, Wirawan Purwa Yuwana, Wirawan Purwa Zaelani, Diki Zahir Ahmad Zahrotun Hasanah Zaim, Rifqi Aulia Zainab Kamarga AP Kamarga, Zainab Kamarga AP Zainab Zainab Zainal Abidin Zainal Abidin Muchlisin Zainal Arifin zairul Antosa Zaki Baridwan Zalukhu, Juniaro Zamzam Buchory Shidiq, Zamzam Buchory Zarah Puspitaningtyas zea zea Zeni Eka Putri Zeni Eka Putri Zuhair Zuhair Zul Azhar Zuldin, Dedek Zuldin, Dedek Zulfahmi Helmi Zulfi, A. Zulfiah, Zulfiah Zulia Widiyani Zulkaidah, Zulkaidah Zulmi Ramdani

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