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All Journal IAES International Journal of Artificial Intelligence (IJ-AI) Jurnal Agronomi Indonesia (Indonesian Journal of Agronomy) MANAJEMEN HUTAN TROPIKA Journal of Tropical Forest Management Jurnal Ilmu Pertanian Indonesia Jurnal Penyuluhan MEDIA KONSERVASI Jurnal Manajemen dan Agribisnis FORUM STATISTIKA DAN KOMPUTASI Forum Pasca Sarjana Media Gizi dan Keluarga Buletin Peternakan Media Statistika Statistika Jurnal Manajemen Teknologi IPTEK The Journal for Technology and Science CAUCHY: Jurnal Matematika Murni dan Aplikasi Jurnal Ilmu Komunikasi Sains Tanah Journal The Winners Journal of Economics, Business, & Accountancy Ventura Gadjah Mada International Journal of Business JAM : Jurnal Aplikasi Manajemen Journal of the Indonesian Mathematical Society Jurnal RISET Geologi dan Pertambangan Journal of Regional and City Planning JUITA : Jurnal Informatika Jurnal Pengelolaan Sumberdaya Alam dan Lingkungan (Journal of Natural Resources and Environmental Management) Binus Business Review JURNAL HAMA DAN PENYAKIT TUMBUHAN TROPIKA Journal of Economic Education Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) Jurnal SEPA (Social Economic and Agribusiness Journal) Informatika Pertanian BAREKENG: Jurnal Ilmu Matematika dan Terapan JTAM (Jurnal Teori dan Aplikasi Matematika) Agrisocionomics: Jurnal Sosial Ekonomi Pertanian Jurnal Kebijakan Sosial Ekonomi Kelautan dan Perikanan KEK (Kajian Ekonomi dan Keuangan) STI Policy and Management Journal JURNAL PANGAN FIBONACCI: Jurnal Pendidikan Matematika dan Matematika InPrime: Indonesian Journal Of Pure And Applied Mathematics ESTIMASI: Journal of Statistics and Its Application Jurnal Statistika dan Matematika (Statmat) MEANS (Media Informasi Analisa dan Sistem) Jurnal Risalah Kebijakan Pertanian dan Lingkungan BISNIS & BIROKRASI: Jurnal Ilmu Administrasi dan Organisasi JURNAL ILMIAH GLOBAL EDUCATION Malcom: Indonesian Journal of Machine Learning and Computer Science Xplore: Journal of Statistics STATISTIKA Scientific Journal of Informatics Journal of Mathematics, Computation and Statistics (JMATHCOS) Society Media Penelitian dan Pengembangan Kesehatan Indonesian Journal of Statistics and Its Applications Journal on Mathematics Education eJEBA

ASEP SAEFUDDIN

Departemen Statistika, Fakultas Matematika Dan Ilmu Pengetahuan Alam, Institut Pertanian Bogorm, Kampus IPB Darmaga, Bogor 16688

Author-ID : 234691

Agriculture, Biological Sciences & Forestry Humanities Biochemistry, Genetics & Molecular Biology Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Dentistry Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Mathematics Mechanical Engineering Medicine & Pharmacology Physics Social Sciences Transportation Veterinary Other

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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

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

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

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

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

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

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

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.

Do the Government Support Salt Small and Medium Enterprisesâ€™ Competitiveness? Rahmadi Sunoko; Asep Saefuddin; Rizal Syarief; Nimmi Zulbainarni
Binus Business Review Vol. 14 No. 1 (2023): Binus Business Review
Publisher : Bina Nusantara University

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21512/bbr.v14i1.8580

As a strategic commodity, salt in Indonesia faces the challenges of increasing imports rather than the capacity to produce locally, which SMEs almost produce. Therefore, the research explored the extent of the governmentâ€™s role in the competitiveness of salt SMEs. The research applied a descriptive method with a qualitative approach. For policy analysis, literature review, observation, and in-depth interviews were conducted to analyze the effectiveness of government policies using Regulatory Impact Assessment (RIA) and Cost-Benefit Analysis (CBA). The results find that at least six issues on the existing policies need concern. It consists of local people who are allowed to produce salt, the President Decree 69/1994 role and position, the salt consumption, which is mandatory to have SNI, the changeable salt classification, the other SNI than voluntary iodized consumption salt, and SNI for food-grade salt and caustic soda (chlor-alkali products). The situation shows the governmentâ€™s significant role in influencing the competitiveness of sustainable salt SMEs. Subsequently, the research proposes recommendations for the sustainable competitiveness of Small and Medium Enterprises (SMEs) on salt industry development, such as arranging new regulations or revising the existing regulation by integrating and harmonizing the interest cross-ministries, establishing the task force under the Coordinating Ministry for Economic Affairs or directly under the president to prepare the national salt industries development. The national salt classification needs to be considered as the applicable classification internationally. Salt is salt, so there is no need to differentiate it into local and imported salt. Therefore, the imported salt can be classified into food-grade and Chlor-Alkali products (CAP) salt, which should meet international standards and be mandatory.

Pattern Detection of Economic and Pandemic Vulnerability Index in Indonesia Using Bi-Cluster Analysis Wiwik Andriyani Lestari Ningsih; I Made Sumertajaya; Asep Saefuddin
JUITA : Jurnal Informatika JUITA Vol. 10 No. 2, November 2022
Publisher : Department of Informatics Engineering, Universitas Muhammadiyah Purwokerto

Bi-clustering is a clustering development that aims to group data simultaneously from two directions. The Iterative Signature Algorithm (ISA) is one of the bi-clustering algorithms that work iteratively to find the most correlated bi-cluster. Detecting economic and pandemic vulnerability using bi-cluster analysis is essential to get spatial patterns and an overview of Indonesia's economic and pandemic vulnerability characteristics. Bi-clustering using ISA requires setting the row and column threshold to form seventy combinations of thresholds. The best is chosen based on the average value of mean square residue to volume ratios. In addition, the similarity of the best bi-cluster with the other is also seen based on the Liu and Wang index values. The -1.0 row and -1.0 column threshold combinations were selected and produced the best bi-cluster with the smallest average value of mean square residue to volume ratios (0.00141). Based on Liu and Wang index values, it has more than 95% similarity with the combination of -1.0 row and -0.9 column thresholds and the -0.9 row and -1.0 column thresholds. These selected threshold combinations produce three bi-clusters with five types of spatial patterns and different characteristics because of the overlap between these three bi-clusters.

PERBANDINGAN METODE PERAMALAN MENGGUNAKAN SINGLE EXPONENTIAL SMOOTHING DAN RANDOM FOREST PADA DATA OUTLIER Lukmanul Hakim; Asep Saefuddin; Ristu Haiban Hirzi; Agustifa Zea Tazliqoh
STATMAT : JURNAL STATISTIKA DAN MATEMATIKA Vol 4, No 2 (2022)
Publisher : Math Program, Math and Science faculty, Pamulang University

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32493/sm.v4i2.27349

ABSTRACT The progress of a country is seen from various indicators and one of them is the welfare of its population. The most basic welfare of the population in an agrarian country like Indonesia can be seen from the welfare of its farmers. The indicator that is commonly used to measure the welfare of farmers is by using Farmer Exchange Rates (NTP). However, it is known that the exchange rate of farmers during the Covid 19 pandemic has experienced a very drastic decline. This is difficult for the government to make predictions. So a special method is needed in handling it. In this study, two methods were used, namely single exponential smoothing and random forest. From the research results, it was found that the MAPE value in single exponential smoothing was smaller when compared to the random forest. However, the fact is that the exchange rate of farmers every year always increases. Therefore it can be concluded that exponential smoothing is weak against outlier data.Keywords: Exponential ,Smoothing, Random Forest, MAPE, Forecasting ABSTRAKMaju atau tidaknya suatu negara dilihat dari berbagai indikator dan salah satunya yaitu kesejahteraan penduduknya. Kesejahteraan penduduk yang paling mendasar pada negara agraris seperti Indonesia dapat dilihat dari kesejahteraan petaninya. Indikator yang umum digunakan untuk mengukur kesejahteraaan petani yaitu dengan menggunakan Nilai Tukar Petani (NTP). Akan tetapi diketahui bahwa nilai tukar petani selama pandemi covid 19 melangalami penurunan yang sangat drastis. Hal ini sulit pagi pemerintah dalam melakukan prediksi. Sehingga di butuhkan metode khusus dalam penanganannya. Dalam penelitian ini menggunakan dua metode yaitu singgel exponential smoothing dan random forest. Dari hasil penelitian didapatkan hasil bahwa nilai MAPE pada single exponential smoothing lebih kecil jika dibandingkan dengan random forest. Akan tetapi faktanya nilai tukar petani setiap tahunnya selalu mengalami peningkatan. Oleh karena itu dapat disimpulkan bahwa exponential smoothing lemah terhadap data outlier. Kata Kunci: Exponential ,Smoothing, Random Forest, MAPE, Peramalan

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 Alifviansyah, Kevin Alinda F. M. Zain Alkahfi, Cahya Ananda Shafira Ananda, Frisca Rizki Anang Kurnia Andres Purmalino Ani Suryani Anik Djuraidah Arief Daryanto Arista Marlince Tamonob Arman Arman 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 Indahwati 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 Maghfiroh, Firda Aulia 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 Rahardiantoro, Septian 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

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