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ANALYZING THE CONSUMER’S RICE PRICE USING MULTIPLE LINEAR REGRESSION AND X-12 ARIMA Dian Kusumaningrum,; Asep Saefuddin; Anang Kurnia
STATISTIKA: Forum Teori dan Aplikasi Statistika Vol 4, No 2 (2004)
Publisher : Program Studi Statistika Unisba

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29313/jstat.v4i2.876

Abstract

Rice is one of the main foods in Indonesia. A change of rice price will cause a major effect in the lives of consumers. Onthe other hand, there are so many factors that influence the rice price. Thus finding key factors which are significant to therice price, as well as forecasting the consumer’s rice price are needed in order to maintain the stabilization of rice price.The second objective is to find key factors which influence the rice price by using multiple linear regression models. Theparameters were estimated by ordinary least square methods. There are 6 variables that are significant at α=5%, which arethe consumer’s rice price at the previous period, rice production at the current and previous period, farmer’s GKP price,realization of domestic stock, and total rice import. The rice price will increase if the GKP price and realization of domesticstock increase whereas total rice import and the consumer’s rice price at the previous period have negative influencestowards the rice price. In this model rice production at the current and previous period have positive signs, contradictory tothe microeconomic theory where when the rice production increases, there will be an excess supply and the price will drop.That condition will occur only if the commodity is a free commodity and the rice is at the sufficiency level but inIndonesia, rice is affected by the government’s policy and the rice productivity is left behind by the demand. Forecastingthe consumer’s rice price for the next five years was the last objective of this research. ARIMA Box–Jenkins Method, X-12ARIMA, Winter’s Method, and Trend Analysis were compared to find the best statistical model to forecast the consumer’srice price. X-12 ARIMA turns out to be the best method because it has the smallest MAPE, MAD, and MSD value. Thisresult is a satisfactory because according to Findley et al. (1998) X-12 ARIMA has the capability to adjust seasonal andtrading day factors which usually causes fluctuations in an economic time series data. Besides that, the X-12 ARIMAmethod also enhances the lack of other forecasting techniques used in this research to add regression effects. TheregARIMA makes it possible to add the user defined parameters, in this case the length of month parameter. The length ofmonth parameter rescales the monthly observation by a weight corresponding to the month relative length with respect tothe average length. The seasonal adjusted data from the original time series data is aimed to simplify the data withoutloosing important information.
PRE-PROCESSING PADA DATA KALIBRASI RIMPANG JAHE UNTUK MENINGKATKAN KEBAIKANMODEL Arnita Arnita; Asep Saefuddin,; Khairil Anwar Notodiputro
STATISTIKA: Forum Teori dan Aplikasi Statistika Vol 4, No 2 (2004)
Publisher : Program Studi Statistika Unisba

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29313/jstat.v4i2.872

Abstract

Gejala-gejala aneh dan tidak diharapkan sering terjadi pada dunia nyata. Hal ini juga terjadi pada kemometrik khususnyapada data kalibrasi. Ketidak sesuaian model yang akan mencerminkan respon aslinya dapat disebabkan oleh adanya outlier, bentuk data yang sangat tidak linier, multikolinier, dan lain-lain. Dalam tulisan ini akan ditunjukkan teknik untukmengatasi permasalahan-permasalahan tadi dengan melakukan reduksi peubah, pendeteksian outlier dan transformasispektroskopi. Dapat ditunjukkan bahwa dengan melakukan pengendalian terhadap permasalahan-permasalahan di atasdapat mereduksi KTG (Kuadrat Tengah Galat) dan meningkatkan ketepatan model sampai 30 %.
MODEL PENGENDALIAN MUTU LAHAN KERING BERBASIS PEMBERDAYAAN MASYARAKAT DI KABUPATEN PONOROGO Rimun Wibowo; Sjafri Mangkuprawira; Asep Saefuddin; Sumarjo Gatot Irianto
Jurnal Pengelolaan Sumberdaya Alam dan Lingkungan (Journal of Natural Resources and Environmental Management) Vol. 2 No. 2 (2012): Jurnal Pengelolaan Sumberdaya Alam dan Lingkungan (JPSL)
Publisher : Graduate School Bogor Agricultural University (SPs IPB)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29244/jpsl.2.2.94

Abstract

To control quality of rainfed areas as well as improvement of farmers’ welfare is efforts already has been done by local government (Ponogoro) however it’sstill not success yet because it used to partial approach. Therefore, it is very important to research and develop model how to control quality of rainfed based on community empowerment with integrated (system) ap­proach.The location of research is in Ponorogo Districtwith 326 respondens, consist of 6experts, 20 linkage agencies staff and 300 farmers. Beside useAnalytical Hierarchy Process (AHP), Interpretative Structural Modelling (ISM), and System, this re­search also use univariat and bevariate analyze (Chi- Square and Structure Equation Model- SEM).Based on data and informa­tion that collected and analyzed, this research develop model that reflected the the real situation (fact), that can be simulated and validated. The model is established with system approach of population, local government services and ecology. The model vali­dated by absolute mean error (AME) and absolute variation error (AVE) that reflected variance between actual and value from model less than 10%, it show the model is a valid.This mean model able to simulate any changing of rainfed areas quality con­trol both in short or long term period.Other significant factors that related with rainfed areas quality control is farmers know­ledge (p-value= 0,030) and farmers behavior (p-value=0,040).The empowerment of farmers indicated by food and nutrition security (γ = 1), settlement and sanitation security (γ = 0.23), healthy security (γ = 0.01)and education security (γ = 0.24). The empowerment of farmers influenced by coping strategy (β=0.41), that reflected by how farmer survive in production, consump­tion and marketing of agriculture with respective of γ is0.59, 0.27, 037 and 0.42. In line with these statistic analysis AHP, ISM results and validation model, this research formulated empowerment policy focus on life skill development through farmer group. In the beginning process of life skill development focus on soft skill and then hard skill later on up to achieve sustainable self help group in managing their rainfed areas.Keywords: rainfed, quality, control, empowerment, model, system, coping strategy
ANALISIS KEBERLANJUTAN PT EAST JAKARTA INDUSTRIAL PARK DALAM MEWUJUDKAN KAWASAN INDUSTRI YANG BERWAWASAN LINGKUNGAN Pien Budiyanto; Asep Saefuddin; Eka Intan Kumala Putri
Jurnal Pengelolaan Sumberdaya Alam dan Lingkungan (Journal of Natural Resources and Environmental Management) Vol. 5 No. 2 (2015): Jurnal Pengelolaan Sumberdaya Alam dan Lingkungan (JPSL)
Publisher : Graduate School Bogor Agricultural University (SPs IPB)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29244/jpsl.5.2.199

Abstract

Sustainability analysis of an industrial estate in multidimensional aspects is one of the important steps as an evaluation and review of the operation. Evaluation and review are very useful to evaluate whether the purpose of the existence of an industrial estate follows in PP 4 2009 on environmental procedures. Avoiding this procedures will affect the sustainability of the industrial estate. The Research was carried out in the industrial park EJIP 25-year-old base on ecological dimension economic, social, technological and management criteria for good governance principle. This analysis used Multi Dimensional Scaling (MDS) with techniques of Rapid Appraisal for Industrial Park (Rap Industrial Park). The result of the research showed that status of the sustainability of the industrial estate based on the ecological dimension was quite sustainable. While the perspective of the economic, social, technological and management were obtained good sustainable statusKeywords: Industrial estate, Sustainability, Rap Industrial Park
IDENTIFIKASI PREDIKTOR POLA HIDUP BERSIH DAN SEHAT SISWA SEKOLAH MENENGAH: EKSPLORASI DATA SEKUNDER LOMBA SEKOLAH SEHAT Tagor Alamsyah Harahap; Asep Saefuddin; Etty Riani; Bambang Indriyanto
Jurnal Pengelolaan Sumberdaya Alam dan Lingkungan (Journal of Natural Resources and Environmental Management) Vol. 8 No. 1 (2018): Jurnal Pengelolaan Sumberdaya Alam dan Lingkungan (JPSL)
Publisher : Graduate School Bogor Agricultural University (SPs IPB)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29244/jpsl.8.1.62-66

Abstract

Strengthening character education becomes important thing nowadays as stated in Presidential Decree No. 87 year 2017. Student’s clean and healthy lifestyle reflects from their mind and character. To implement the character education, there are many factors involved in it. The purpose of this research is to identify the variable predictors of student’s clean and healthy environment considering teacher role model variables as intervening variables. The analysis of this relationship pattern is based on an interactionist perspective arguing that student behavior does not occur in isolation, but as an impact of interaction results. School environment is faced daily by students. The intensity of this interaction can lead to healthy and hygienic behavior habits through teacher’s role model. Regression analysis used to prove the perspective of interactionist is based on secondary data of Healthy School Competition period 2016 and 2017. This competition is a junior high school and high school/vocational school competitions representing the province to be included in the national competition. The data used in this study comes from an observation instrument filled by Healthy School Competition Officers at the National level, and students at schools designated as provincial representatives. Students who were selected as subjects were selected randomly. By using regression analysis, empirical tendency showed that school environment factor namely clean and healthy environment become predictor to the formation of student’s clean and healthy behaviour.
Predicting Potential Co-Authorship Using Random Forest: Case of Scientific Publications in Indonesian Institute of Sciences Rizka Rahmaida; Asep Saefuddin; Bagus Sartono
STI Policy and Management Journal Vol 4, No 2 (2019): STI Policy and Management
Publisher : Center for Science and Technology Development Studies, Indonesian Institute of Sciences

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (1248.561 KB) | DOI: 10.14203/STIPM.2019.170

Abstract

Research collaboration is one of the strength in research management due to its advantages in quantity and quality of the research. Co-authorship network is one of the proxies to evaluate the emerging research collaborations. Co-authorship that happens for the first time among a pair of author plays an important role as the key of success for their co-authorship in the future. Therefore, the research aims to build a model predicting new co-authorship as potential co-authorship. This research used scientific articles in Indonesian biodiversity research published in Scopus during 2006-2015. New co-authorship of between 4,628 pair of authors were analyzed in terms of their similarity in co-authorship network, research interest, and community to predict whether a pair of author will have a new co-authorship in future. Random forest classifier was used to build the model after applying 10-fold cross validation in various parameter and random undersampling technique as preprocessing procedures. The result shows that the similarity in network, community network, and research interest and becomes good features to predict the potential co-authorship among a pair of author. Furthermore, paired authors that predicted to be co-authored and involving authors from Indonesian Institute of Sciences are identified as the potential patners recommended for development of research teams.
Analisis Persepsi, Perilaku Konsumsi dan Preferensi Terhadap Pangan Tradisional (Perception Analysis, Consumption Behavior, and Preference Toward Traditional Food) Eri Purnomohadi; Ujang Sumarwan; Asep Saefuddin; Eva Z Yusuf
JURNAL PANGAN Vol. 21 No. 3 (2012): PANGAN
Publisher : Perum BULOG

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33964/jp.v21i3.190

Abstract

Tujuan penelitian adalah menganalisis persepsi konsumen terhadap berbagai jenis makanan ringan tradisional, pola konsumsi berbagai jenis makanan ringan tradisional, dan menganalisis faktorfaktor yang mempengaruhi preferensi terhadap makanan ringan tradisional. Dalam studi ini diuji model Preferensi Makanan yang dikembangkan Khan (1981) yang menyatakan preferensi makanan dipengaruhi oleh beberapa faktor antara lain faktor pribadi, pendidikan, biologi dan psikologi, budaya, religi dan regional, ekstriksik dan instrinsik. Sementara faktor pribadi dan pendidikan saling dipengaruhi oleh factor sosial ekonomi. Lokasi penelitian ini berada di wilayah Jakarta, Bogor, Tangerang, Depok dan Bekasi (Jabodetabek). Penelitian dilakukan dengan menggunakan metode deskriptif dengan pendekatan survey melalui penyebaran kuesioner kepada masyarakat (responden) yang berusia 16-60 tahun sebanyak 503 orang. Pengambilan data dilakukan dengan wawancara tatap muka. Metode sampling yang digunakan dalam penelitian ini adalah multistage random sampling. Analisis Persamaan Model Struktural atau Structural Equation Modeling (SEM) digunakan untuk menguji faktor-faktor yang mempengaruhi preferensi konsumen terhadap makanan ringan. Hasil penelitian menunjukkan bahwa faktor biologi dan psikologi (meliputi indikator usia, jenis kelamin, dan pengaruh psikologi), faktor instrinsik (meliputi rasa, aroma, SEM penampilan, dan kualitas makanan), faktor pribadi (meliputi indikator selera, emosi, dan kepribadian) memberikan pengaruh langsung yang signifikan terhadap preferensi konsumen dalam memilih dan mengonsumsi makanan ringan tradisional. Hasil penelitian juga menunjukkan bahwa faktor sosialekonomi berpengaruh terhadap faktor pribadi secara signifikan sedangkan faktor pribadi berpengaruh terhadap preferensi konsumen. Hal ini menunjukkan bahwa faktor sosial ekonomi berpengaruh tidak langsung terhadap preferensi konsumen melalui faktor pribadi. Demikian pula dengan faktor ektrinsik yang memiliki hubungan dengan faktor biologi dan psikologi, serta faktor intrinsik. Sedangkanfaktor biologi dan psikologi,serta faktor intrinsik berpengaruh terhadap preferensi konsumen. Sehingga dapat dikatakan bahwa factor ektrinsik berpengaruh tidak langsung terhadap preferensi konsumen melalui faktor biologi dan psikologi serta faktor intrinsik.The objectives of the study were to analyze the perception, preference, and consumption patternon traditional snack foods and to determine factors influencing consumers'preference on traditional snack foods. The study tested a model of food preferences developed by Khan (1981) which stated that food preference was a function ofpersonal factors, economics, education, biology and psychology, extrinsic and intrinsic factors, cultural, regional andreligious factors. The data were randomly selected from the Greater Jakarta (Jakarta, Bogor, Tangerang, Depok and Jakarta) in July 2011. The number of samples was 503 respondents. Structural Equation Model was employed to analyze factors influencing preferences toward traditional snack food. The results showed that personalfactors, biology andpsychology, andintrinsic factors had significant effects on consumer preferences toward traditional snack food. Socio economic factors had significant influence on personal factors which meant that socio economic factors had significant indirect effect onconsumerpreferences through their effect onpersonal factor. Similar finding wasalso found in the effect of extrinsic factor which had indirect effect on consumer preferences through their effect of intrinsic factor and biological/psychological factors. 
ANALISIS PENDUGAAN UKURAN KEMISKINAN MONETER PADA CONTOH BERUKURAN KECIL Nurul Hidayati; Asep Saefuddin; Anang Kurnia
FIBONACCI: Jurnal Pendidikan Matematika dan Matematika Vol 5, No 1 (2019): FIBONACCI: Jurnal Pendidikan Matematika dan Matematika
Publisher : Fakultas Ilmu Pendidikan Universitas Muhammadiyah Jakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (1113.09 KB) | DOI: 10.24853/fbc.5.1.37-54

Abstract

Kemiskinan merupakan sebagian dari masalah pembangunan yang berkaitan dengan berbagai dimensi yang meliputi sosial, ekonomi, budaya, politik, regional dan waktu.Penelitian ini bertujuan untuk menilai ukuran sampel dari ukuran kemiskinan moneter yang digunakan oleh Badan Pusat Statistik Indonesia (BPS) dan juga untuk mencari solusi alternatif dalam mengestimasi ukuran kemiskinan moneter dalam contoh berukuran kecil. Metode yang digunakan dalam penelitian ini adalah estimasi langsung yang dilengkapi dengan simulasi yang bertujuan untuk mengevaluasi ukuran sampel dalam perhitungan estimasi pengukuran kemiskinan dan Bayes empiris sebagai solusi alternatif dalam mengestimasi ukuran kemiskinan moneter dengan ukuran sampel kecil. Hasil penelitian ini menunjukkan nilai estimasi memiliki varians kecil dan tidak bias jika ukuran sampel yang digunakanbesar, dan sebaliknya. Ini terbukti dalam perbandingan ukuran sampel, seperti yang ditunjukkan padaperilaku indeks bias Relative Bias (RB), Absolute Relative Bias, dan Relative Mean Square Error (RMSE). Dengan demikian, estimasi langsung dapat dikoreksi dengan estimasi Bayesian empiris dalam menangani masalah ukuran sampel yang kecil.
VALUASI EKONOMI EROSI LAHAN PERTANIAN DI SUB DAERAH ALIRAN SUNGAI KEDUANG KABUPATEN WONOGIRI JOKO SUTRISNO; BUNASOR SANIM; ASEP SAEFUDDIN; SANTUN R.P. SITORUS
SEPA: Jurnal Sosial Ekonomi Pertanian dan Agribisnis Vol 8, No 2 (2012): FEBRUARY
Publisher : Universitas Sebelas Maret

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.20961/sepa.v8i2.48861

Abstract

Natural resources management especially agriculture land management at Keduang Sub-Watershed will be influence of environment quality, physic (erosion, sedimentation, and debit Keduang River), chemistry (water quality) and socio economic aspect. This research aim to know the level of erosion happened in Keduang Sub-Watershed and to know the economic value of erosion in Keduang Sub-Watershed, Wonogiri Regency.
Proteksionisme dan Standardisasi Garam Konsumsi Beryodium Rahmadi Sunoko; Asep Saefuddin; Rizal Syarief; Nimmi Zulbainarni
Jurnal Kebijakan Sosial Ekonomi Kelautan dan Perikanan Vol 12, No 2 (2022): Desember 2022
Publisher : Balai Besar Riset Sosial Ekonomi Kelautan dan Perikanan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15578/jksekp.v12i2.11077

Abstract

Garam memiliki peranan penting sebagai bagian ekonomi masyarakat pesisir serta sejarah yang panjang, khususnya di wilayah pesisir Jawa dan Madura. Dalam praktik tata niaga, garam hasil produksi petambak garam dibeli oleh pedagang/produsen yang sebagian besar diolah untuk memenuhi pasar garam konsumsi beryodium dan kebutuhan garam bahan baku industri, seperti industri aneka pangan. Dengan melakukan pendekatan analisis deskriptif dan pengamatan langsung terhadap proses produksi garam dari bahan baku hingga menjadi produk olahan serta wawancara kepada petambak garam, pedagang garam, dan pengolah garam, penelitian ini mengeksplorasi lebih lanjut bagaimana praktik standardisasi garam konsumsi beryodium di Indonesia. Penelitian ini juga menganalisis kebijakan standardisasi garam konsumsi beryodium, apakah merupakan bagian dari proteksionisme atau tidak serta bagaimana pengaruhnya terhadap daya saing petambak garam dan industri kecil menengah (IKM) pengolah garam. Standardisasi garam konsumsi beryodium dengan kandungan NaCl>94% berada di bawah rekomendasi Codex (>97%). Implementasi SNI garam konsumsi beryodium merupakan contoh pseudo-protectionism dalam bentuk under-standardization. Kebijakan ini mampu memberikan pasar bagi produksi garam nasional dengan tetap menjunjung fairness dalam perdagangan global. Implikasi atas kebijakan ini mempertegas posisi pemerintah yang memiliki andil besar dalam rangka meningkatkan daya saing petambak garam dan industri kecil menengah (IKM) pengolah garam. Namun, under-standardization sebagai suatu bentuk proteksionisme tidak akan efektif ketika tidak terjadi peningkatan kualitas bahan baku garam di hulu. Kebijakan ini memiliki manfaat jangka pendek, tetapi tidak mampu menjadi katalis bagi peningkatan daya saing IKM pengolah garam dan petambak garam itu sendiri. Meskipun terdapat jaminan tersedianya pasar bagi garam produksi petambak garam nasional, itu tidak menjamin harga yang baik. Hal itu disebabkan oleh pasar garam konsumsi dan pengasinan ikan yang tidak mampu menyerap seluruh produksi nasional. Sementara itu, industri lainnya menggunakan garam impor yang sesuai dengan spesifikasi kebutuhan industrinya.Tittle: Protectionism and Iodized Food Salt Standardization Salt has a significant role as a part of the coastal economy communities and has a long history, especially in coastal areas of Java dan Madura Islands. In commercial practice, solar salt is produced by farmers and delivered to the market as raw material.  In the processing plant, solar salt is processed to be iodized food salt and to fulfill industry needed. By conducting a descriptive analysis approach and direct observation of the salt production process from raw materials to processed products as well as interviews with salt farmers, salt traders,and salt processors, this study aims to explore further how the practice of standardizing iodized food salt in Indonesia. This study also analyzes the policy of standardization of iodized consumption salt, whether it is part of protectionism or not and how it affects the competitiveness of salt farmers and small and medium industries (SMEs) for processing salt. The standardization of iodized consumption salt with NaCl content >94% is below the Codex recommendation (>97%). The implementation of the Indonesia National Standard (SNI) for iodized consumption salt is an example of pseudo-protectionism in the form of understandardization. This policy can provide a market for national salt production while upholding fairness in global trade. The implication of this policy emphasizes the position of the government which has a major role in increasing the competitiveness of salt farmers and IKM for processing salt. However, under-standardization as a form of protectionism will not be effective if there is no improvement in the quality of salt raw materials upstream. This policy has short-term benefits but cannot be a catalyst for increasing the competitiveness of salt processing SMEs and salt farmers themselves. Although there is a guarantee that there will be a market available for salt produced by national salt farmers, it does not guarantee a good price. This is due to the market of iodized consumption salt and fish salting which are unable to absorb the entire national production. Meanwhile, on the other hand, other industries use imported salt according to the specifications of the industrial needs.
Co-Authors . Marzuki . Sutriyati Achmad ACHMAD . Achmad Ramzy Tadjoedin adwendi, satria june Agus M Soleh Agus Mohamad Soleh Agustifa Zea Tazliqoh Ahmad A. Mattjik Ahmad Ansori Mattjik Aji H. Wigena Aji Hamim Wigena Aldi, Muhammad Nur Alif Supandi Alinda F. M. Zain Alkahfi, Cahya Ananda Shafira Anang Kurnia Andres Purmalino Ani Suryani Anik Djuraidah Arief Daryanto Arista Marlince Tamonob Arman Arman Arman Arman Arman Arman Arnita Arnita Azagi, Ilham Alifa Bagus Sartono Bambang Indriyanto Basita Ginting Budhi Purwandaya, Budhi Budi Marwoto Budi Susetyo Bunasor Sanim Cece Sumantri Chalid Talib Citra Jaya Daowen Zhang Dede Dirgahayu Domiri Dede Dirgahayu Domiri, Dede Dirgahayu Dewi Juliah Ratnaningsih Diah Krisnatuti Dian Handayani Dian Kusumaningrum Dian Kusumaningrum, Doni Suhartono Dudung Darusman Eka Intan Kumala Putri Embay Rohaeti Eminita, Viarti Enny Kristiani Enny Kristiani Erfiani Erfiani Erfiani Eri Purnomohadi Etih Sudarnika Etty Riani Euis Sunarti Eva Z Yusuf Fatah Sulaiman Fitrah Ernawati Frisca Rizki Ananda Fulazzaky, Tahira H. R. Eddie Gurnadi HAJRIAL ASWIDINNOOR Hanny Nurlatifah Harapin Hafid H. Hardiansyah . Hardinsyah Hari Wijayanto Hartoyo, harry Hasnataeni, Yunia Hendra Prasetya Hengki Muradi Heny Suwarsinah Hermanto Siregar Hidayat Syarief Hilman Dwi Anggana Husaini . I Made Sumertajaya I Wayan Mangku Ida Mariati Hutabarat Itasia Dina Sulvianti Jajang Jajang Jodi Vanden Eng Joko Affandi Joko Affandi Joko Sutrisno JOKO SUTRISNO Khairil Anwar Notodiputro Kristiani, Enny Kusman Sadik Lia Budimulyati Salman Lia Ratih Kusuma Dewi Lilik Noor Yuliati Lismayani Usman Lukmanul Hakim Lukmanul Hakim M. Yunus M. Yunus Mangara Tambunan Margono Slamet Marimin , Marimin Marimin Marizsa Herlina Marliati . Marliati Marliati Mirnawati Sudarwanto Muggy David Cristian Ginzel Muhammad Nur Aidi Muradi, Hengki Musa Hubeis mutiah, siti Ni Nyoman Sawitri Nimmi Zulbainarni Ningsih, Wiwik Andriyani Lestari Ninuk Purnaningsih Nirawita Untari Nunung Nuryartono Nuramaliyah, Nuramaliyah Nurlatifah, Hanny Nurul Hidayati Nusar Hajarisman Pang S. Asngari Pien Budiyanto Prabowo Tjitropranoto Pradina, Fathia Anggriani Priyadi Kardono Purnomohadi, Eri R. Ruswandi Rahmadi Sunoko Rahmadi Sunoko Ratna Megawangi Rimun Wibowo Ristu Haiban Hirzi, Ristu Rita Kusriastuti Rizal Syarief Rizal Syarief Rizka Rahmaida Ronny Rachman Noor Rudy Priyanto S. Damanhur, Didin Santun R.P. Sitorus SANTUN R.P. SITORUS Sarah Putri Sarsidi Sastrosumarjo Sausan Nisrina Setiadi Djohar Setiawan Setiawan Siti Sundari Sitti Nurhaliza Sjafri Mangkuprawira Sjafri Mangkuprawira Soedijanto Padmowihardjo Soekirman Soekirman Soetrisno Hadi Sony Sunaryo Sri Yusnita Burhan Suhartono . Suhartono . Sumardjo Sumarjo Gatot Irianto Sumartono Sumartono Sutarman Sutarman . Suwarsinah, Heny Syafri Mangkuprawira Syafri Mangkuprawira Syarifah Iis Aisyah TADJOEDIN, ACHMAD RAMZY Tagor Alamsyah Harahap Talib, Chalid Tati Rajati Tati Suprapti Tiyas Yulita triguna, gunadi Ujang Sumarwan Umi Cahyaningsih Upik Kesumawati Hadi Utami Dyah Syafitri Wahida Ainun Mumtaza William A. Hawley Wiwik Andriyani Lestari Ningsih Yani Nurhadryani Yekti Widyaningsih Yenni Angraini Yudhistira Arie Wijaya Yuni Ros Bangun Yusuf, Eva Z Zinggara hidayat