AREA OF EXPERTISE (DIVISION / GROUP / FIELD)
- COMPUTER SCIENCE/ INFORMATION RETRIEVAL/ DATA AND SOFTWARE ENGINEERING
- COMPUTER SCIENCE/ SPATIO-TEMPORAL DATA MINING/ DATA AND SOFTWARE ENGINEERING
EDUCATION BACKGROUND
- Undergraduate, Matematika, Fakultas Matematika dan Ilmu Pengetahuan Alam, , 09/1981 – 02/1986 Thesis :
RESEARCH INTEREST
- Web data mining, Spatio-temporal data mining, Information retrieval
RESEARCH
- Pengembangan Metode Klasifikasi Berbasis Soft Computing untuk Data Multivariate Time Series
[2016]
(Ketua Peneliti) Drs. Edi Winarko, M.Sc.,Ph.D. - Ekstraksi Informasi pada Tweet Bencana di Indonesia Berbasis Supervised Learning Menggunakan Support Vector Machine
[2016]
(Ketua Peneliti) Drs. Edi Winarko, M.Sc.,Ph.D. - Klasifikasi Multivariate Time Series Menggunakna Learning Vector Quanization (LVQ) dan Eros Similarity Measure [2016]
(Ketua Peneliti) Drs. Edi Winarko, M.Sc.,Ph.D. - Deteksi Malware pada Penyimpanan USB Menggunakan Teknik Klasifikasi
[2015]
(Ketua Peneliti) Drs. Edi Winarko, M.Sc.,Ph.D. - Analisis Sentimen pada Komentar-Komentar di Google Play
[2015]
(Ketua Peneliti) Drs. Edi Winarko, M.Sc.,Ph.D. - Perbandingan Algoritma FLR dan CPAR sebagai Metode Klasifikasi Berbasis Rule untuk Estimasi Lama Masa Studi Mahasiswa
[2014]
(Ketua Peneliti) Drs. Edi Winarko, M.Sc.,Ph.D. - Prediksi KLB Campak Menggunakan Penggabungan Peramalan Time Series dan Metode Klasifikasi
[2014]
(Ketua Peneliti) Drs. Edi Winarko, M.Sc.,Ph.D. - Tropical Medical Information System (TMIS) sebagaiSIMRS yang Handal dan Berdaya Saing dalamMengoptimalisasi Pelayanan dan Kinerja Rumah Sakit [2013]
(Ketua Peneliti) Drs. Edi Winarko, M.Sc.,Ph.D. - SISTEM DETEKSI DINI PLAGIAT BERBASIS SEARCH ENGINE [2013]
(Ketua Peneliti) Drs. Edi Winarko, M.Sc.,Ph.D. - Tropical Medical Information System (TMIS) sebagai SIMRS yang Handal dan Berdaya Saing dalam Mengoptimalkan Pelayanan dan Kinerja Rumah Sakit [2012]
(Ketua Peneliti) Drs. Edi Winarko, M.Sc.,Ph.D. - Pengaruh Pos-Tagging Pada Akurasi Analisis Sentimen TweetBerbahasa Indonesia [2012]
(Ketua Peneliti) Drs. Edi Winarko, M.Sc.,Ph.D. - Pengembangan Metode Penyimpanan, Pengaksesan, dan Visualisasi Pola Temporal untuk Memudahkan Penyeleksian Pola Temporal Terbaik [2010]
(Ketua Peneliti) Drs. Edi Winarko, M.Sc.,Ph.D. - Mapping of Indonesian Research in Social Sciences in Addressing Millennium Development Goals (MDG) [using Cluster Documents Analysis] [2009]
(Ketua Peneliti) Drs. Edi Winarko, M.Sc.,Ph.D. - Uji Efektifitas Metode Boosting dan Bagging dalam Meningkatkan Akurasi Metode Klasifikasi [2008]
(Ketua Peneliti) Drs. Edi Winarko, M.Sc.,Ph.D. - Pendekatan Komputasi pada Interpolasi Polinom Berbantuan Komputer [1997]
(Ketua Peneliti) Drs. Medi, M.Kom. (Anggota Peneliti) Drs. Janoe Hendarto, M.I.Kom. (Anggota Peneliti) Drs. Edi Winarko, M.Sc.,Ph.D.
COMMUNITY SERVICES
- Pengabdian Kepada Masyarakat dengan tema Pelatihan Analisis dan Visualisasi Data bagi Guru-guru, yang diselenggarakan oleh Laboratorium Rekayasa Perangkat Lunak dan Data (RPLD) Departemen Ilmu Komputer dan Elektronika Fakultas MIPA UGM di Sekolah Menengah Kejuruan Negeri (SMKN) 2 Purwokerto. [2022]
(1) Dr. Lukman Heryawan, S.T., M.T. (2) Moh. Edi Wibowo, S.Kom.,M.Kom., Ph.D. (3) Drs. Edi Winarko, M.Sc.,Ph.D. (4) Arif Nurwidyantoro, M.Cs., Ph.D. (5) Drs. Medi, M.Kom. (6) I Gede Mujiyatna, S.Kom.,M.Kom (7) Anny Kartika Sari, S.Si., M.Sc., Ph.D. (8) Drs. Suprapto M.I.Kom. (9) Dr. Azhari, MT. (10) Dr. techn. Khabib Mustofa, S.Si., M.Kom. (11) Dr. Sigit Priyanta, S.Si., M.Kom. (12) Dr. Mardhani Riasetiawan, SE Ak, M.T. (13) Prof. Dr.-Ing. Mhd. Reza M. I. Pulungan, S.Si., M.Sc. (14) Yunita Sari, S.Kom., M.Sc., Ph.D. - PENINGKATAN KAPASITAS GURU MGMP KIMIA DAN SISWA SMA DI KABUPATEN BANYUWANGI MELALUI PEMBELAJARAN KIMIA SECARA DARING [2021]
(1) Prof. Dra. Tutik Dwi Wahyuningsih, M.Si., Ph.D. (2) Prof. Drs. Jumina, Ph.D. (3) Drs. Edi Winarko, M.Sc.,Ph.D. (4) Prof. Dr.rer.nat. Harno Dwi Pranowo, M.Si. (5) Dr. Winarto Haryadi, M.Si. (6) Dr. Deni Pranowo, S.Si., M.Si. (7) Dr.Sc. Robby Noor Cahyono, S.Si., M.Sc. - Pembuatan HS di Laboratorium Kimia Organik dan Distribusinya ke Beberapa Fasilitas Kesehatan dan Pesantren untuk menekan penularan Virus Corona di D.I. Yogyakarta [2020]
(1) Prof. Dr. Chairil Anwar (2) Drs. Edi Winarko, M.Sc.,Ph.D. (3) Prof. Dr. Jumina (4) Dr. Tutik Dwi Wahyuningsih M.Si, Ph.D (5) Drs. Priatmoko, M.S. (6) Dr. Muhammad Idham Darussalam Mardjan S.Si., M.Sc. (7) Dr. Deni Pranowo, S.Si., M.Si. - Instruktur pada Pelatihan Programming in Python (NETACAD) Batch 1, 2, 3 Program Coding Teacher Academy Digital Talent Scholarship 2019 [2019]
(1) Isna Alfi Bustoni, S.T., M.Eng. (2) Dr. Yohanes Suyanto, M.I.Kom. (3) Prof. Dr.-Ing. Mhd. Reza M. I. Pulungan, S.Si., M.Sc. (4) Dr. Danang Lelono, S.Si., M.T. (5) Dr. Azhari, MT. (6) Drs. Suprapto M.I.Kom. (7) I Gede Mujiyatna, S.Kom.,M.Kom (8) Muhammad Idham Ananta Timur, M.Kom. (9) Dr. Raden Sumiharto, S.Si., M.Kom (10) Anifuddin Azis, S.Si., M.Kom. (11) Lukman Awaludin, S.Si., M.Cs. (12) Guntur Budi Herwanto, S.Kom., M.Cs. (13) Bakhtiar Alldino Ardi Sumbodo, S.Si., M.Cs. (14) Dr. Andi Dharmawan, S.Si., M.Cs. (15) Roghib Muhammad Hujja, S.Si., M.Cs. (16) Nia Gella Augoestien, S.Si., M.Cs. (17) Faizal Makhrus, S.Kom., M.Sc., Ph.D. (18) Drs. Edi Winarko, M.Sc.,Ph.D. (19) Triyogatama Wahyu Widodo, M.Kom. (20) Moh. Edi Wibowo, S.Kom.,M.Kom., Ph.D. (21) Nur Achmad Sulistyo Putro, S.Si., M.Cs. (22) Ika Candradewi, S.Si., M.Cs. - Narasumber pada Pelatihan Internet Marketing bagi Pelaku Bisnis Warga Majelis Tafsir Al Quran (MTA) Daerah Istimewa Yogyakarta [2018]
(1) Moh. Edi Wibowo, S.Kom.,M.Kom., Ph.D. (2) Arif Nurwidyantoro, M.Cs., Ph.D. (3) Drs. Edi Winarko, M.Sc.,Ph.D. (4) Drs. Suprapto M.I.Kom. (5) Anny Kartika Sari, S.Si., M.Sc., Ph.D. (6) Dr. Sigit Priyanta, S.Si., M.Kom. (7) Dr. techn. Khabib Mustofa, S.Si., M.Kom. (8) Drs. Medi, M.Kom. (9) Isna Alfi Bustoni, S.T., M.Eng. (10) Guntur Budi Herwanto, S.Kom., M.Cs. (11) I Gede Mujiyatna, S.Kom.,M.Kom (12) Prof. Dr.-Ing. Mhd. Reza M. I. Pulungan, S.Si., M.Sc. (13) Dr. Azhari, MT. (14) Dr. Mardhani Riasetiawan, SE Ak, M.T. - Peningkatan Kualitas Layanan Melalui Pemanfaatan IT dan SIMADES bagi perangkat desa Kecamatan Karangmojo Kabupaten Gunung Kidul Yogyakarta [2018]
(1) Anny Kartika Sari, S.Si., M.Sc., Ph.D. (2) Dr. Bambang Murdaka Eka Jati, MS. (3) Drs. Edi Winarko, M.Sc.,Ph.D. (4) Sugeng Triono, S.Si., M.Si. (5) Drs. Medi, M.Kom. (6) Isna Alfi Bustoni, S.T., M.Eng. (7) Bomahasko Rossasih, S.S. - Pengembangan dan PelatihanSIMFONI Berbasis ICT Untuk Pengelolaan Informasi Pertanian bagi Penyuluh Pertanian Kabupaten Blora [2016]
(1) Anny Kartika Sari, S.Si., M.Sc., Ph.D. (2) Guntur Budi Herwanto, S.Kom., M.Cs. (3) Drs. Janoe Hendarto, M.I.Kom. (4) Drs. Edi Winarko, M.Sc.,Ph.D. (5) Dr. Suprapto, M.I.Kom. (6) Drs. Medi, M.Kom.
INTELLECTUAL PROPERTY
- Modul Pada E-Commerce Untuk Perekaman Dan Analisis Data Clickstream [2021]
(1) RAMOS SOMYA (2) Drs. Edi Winarko, M.Sc.,Ph.D. (3) Dr. Sigit Priyanta, S.Si., M.Kom. - Sistem Rekomendasi Pencarian Aturan Sekuen Pada Data Transaksi Penjualan [2021]
(1) RAMOS SOMYA (2) Drs. Edi Winarko, M.Sc.,Ph.D. (3) Dr. Sigit Priyanta, S.Si., M.Kom.
JOURNAL PUBLICATION
- Performance comparison of inertia weight and acceleration coefficients of BPSO in the context of high‐utility itemset mining [2023]
(1) RIDOWATI GUNAWAN (2) Drs. Edi Winarko, M.Sc.,Ph.D. (3) Prof. Dr.-Ing. Mhd. Reza M. I. Pulungan, S.Si., M.Sc. - Vectorization Method Based on High Correlation for Multivariate Time Series Hybrid Filter Wrapper Feature Selection [2023]
(1) RR ANI DIJAH RAHAJOE (2) Drs. Edi Winarko, M.Sc.,Ph.D. (3) Prof. Drs. Suryo Guritno, M.Stats., Ph.D. - Content-based product image retrieval using squared-hinge loss trained convolutional neural networks [2023]
(1) ARIF RAHMAN (2) Drs. Edi Winarko, M.Sc.,Ph.D. (3) Dr. techn. Khabib Mustofa, S.Si., M.Kom. - A hybrid recommender system based on customer behavior and transaction data using generalized sequential pattern algorithm [2022]
(1) RAMOS SOMYA (2) Drs. Edi Winarko, M.Sc.,Ph.D. (3) Dr. Sigit Priyanta, S.Si., M.Kom. - Product image retrieval using category-aware siamese convolutional neural network feature [2022]
(1) ARIF RAHMAN (2) Drs. Edi Winarko, M.Sc.,Ph.D. (3) Dr. techn. Khabib Mustofa, S.Si., M.Kom. - Adwords Keyword Set Selection Decision Support System Using AHP and TOPSIS Method [2020]
(1) SHOLIKIN ADY CHANDRA (2) Drs. Edi Winarko, M.Sc.,Ph.D. (3) Dr. Sigit Priyanta, S.Si., M.Kom. - A BPSO-based method for high-utility itemset mining without minimum utility threshold [2020]
(1) RIDOWATI GUNAWAN (2) Drs. Edi Winarko, M.Sc.,Ph.D. (3) Prof. Dr.-Ing. Mhd. Reza M. I. Pulungan, S.Si., M.Sc. - Trending topics detection of Indonesian tweets using BN-grams and Doc-p [2018]
(1) Indra (2) Drs. Edi Winarko, M.Sc.,Ph.D. (3) Prof. Dr.-Ing. Mhd. Reza M. I. Pulungan, S.Si., M.Sc. - Sentiment Analysis of Movie Opinion in Twitter Using Dynamic Convolutional Neural Network Algorithm [2018]
(1) FAJAR RATNAWATI (2) Drs. Edi Winarko, M.Sc.,Ph.D. - A Hybrid Method for Multivariate Time Series Feature Selection [2017]
(1) RR ANI DIJAH RAHAJOE (2) Drs. Edi Winarko, M.Sc.,Ph.D. (3) Prof. Drs. Suryo Guritno, M.Stats., Ph.D. - ACCELERATING THE OUTLIER DETECTION METHODS FOR CATEGORICAL DATA BY USING MATRIX OF ATTRIBUTE VALUE FREQUENCY [2017]
(1) Dr. Nur Rokhman, S.Si., M.Kom. (2) Prof. Drs. Subanar, Ph.D. (3) Drs. Edi Winarko, M.Sc.,Ph.D. - Sistem Pencarian Informasi Berbasis Ontologi untuk Jalur Pendakian Gunung Menggunakan Query Bahasa Alami dengan Penyajian Peta Interaktif [2016]
(1) Drs. Edi Winarko, M.Sc.,Ph.D. - A Hybrid Model Schema Matching Using Constraint-Based and Instance-Based [2016]
(1) EDHY SUTANTA (2) Prof. Drs. Retantyo Wardoyo, M.Sc., Ph.D. (3) Dr. techn. Khabib Mustofa, S.Si., M.Kom. (4) Drs. Edi Winarko, M.Sc.,Ph.D. - Survey: Models and Prototypes of Schema Matching [2016]
(1) EDHY SUTANTA (2) Dr. techn. Khabib Mustofa, S.Si., M.Kom. (3) Drs. Edi Winarko, M.Sc.,Ph.D. (4) Prof. Drs. Retantyo Wardoyo, M.Sc., Ph.D. - ESSPI : Exponential Smoothing Seasonal Planting Index, A New Algorithm For Prediction Rainfall [2016]
(1) KRISTOKO DWI HARTOMO (2) Prof. Drs. Subanar, Ph.D. (3) Drs. Edi Winarko, M.Sc.,Ph.D. - Improving the performance of outlier detection methods for categorical data by using weighting function [2016]
(1) Dr. Nur Rokhman, S.Si., M.Kom. (2) Prof. Drs. Subanar, Ph.D. (3) Drs. Edi Winarko, M.Sc.,Ph.D. - Rule Generation for Proton Pump Inhibitor Regimen Using Learning Vector Quantization and C4.5 [2016]
(1) Anifuddin Azis, S.Si., M.Kom. (2) Prof. Dra. Sri Hartati, M.Sc., Ph.D. (3) Drs. Edi Winarko, M.Sc.,Ph.D. (4) Prof. Dr. apt. Zullies Ikawati. - Case-based Reasoning with Input Text Processing to Diagnose Mood [Affective] Disorders [2015]
(1) Dr. Sri Mulyana, M.Kom. (2) Prof. Dra. Sri Hartati, M.Sc., Ph.D. (3) Prof. Drs. Retantyo Wardoyo, M.Sc., Ph.D. (4) Drs. Edi Winarko, M.Sc.,Ph.D. - Ontology-Based Why-Question Analysis Using Lexico-Syntactic Patterns [2015]
(1) ANAK AGUNG ISTRI NGURAH EKA KARYAWATI (2) Drs. Edi Winarko, M.Sc.,Ph.D. (3) Dr. Azhari, MT. (4) Prof. Drs. Agus Harjoko, M.Sc., Ph.D. - Media Storage Efficiency and Level Fingerprint Similarity in Network Forensic Analysis using WinnowingMultihashing Method [2015]
(2) Drs. Edi Winarko, M.Sc.,Ph.D. (3) Dr.techn. Ahmad Ashari, M.I.Kom. - Exchange Rates Forecasting UsingVariable Length Moving Average – NARX [2015]
(1) Dr. Agus Sihabuddin, S.Si., M.Kom. (2) Prof. Drs. Subanar, Ph.D. (3) Prof. Dr.rer.nat. Dedi Rosadi, S.Si., M.Sc. (4) Drs. Edi Winarko, M.Sc.,Ph.D. - Spatial Data Clustering and Zonation of Earthquake Building Damage Hazard Area. [2014]
(1) EDY IRWANSYAH (2) Drs. Edi Winarko, M.Sc.,Ph.D. - Development of Face Recognition System and Face Distance Estimation Using Stereo Vision Camera [2014]
(1) Edi WInarno (2) Prof. Drs. Agus Harjoko, M.Sc., Ph.D. (3) Aniati Murni Arymuthy (4) Drs. Edi Winarko, M.Sc.,Ph.D. - A Second Correlation Method for Multivariate Exchange Rates Forecasting [2014]
(1) Dr. Agus Sihabuddin, S.Si., M.Kom. (2) Prof. Drs. Subanar, Ph.D. (3) Prof. Dr.rer.nat. Dedi Rosadi, S.Si., M.Sc. (4) Drs. Edi Winarko, M.Sc.,Ph.D. - Endemic Outbreaks of Brown Planthopper (Nilaparvata Lugens Stal) in Indonesia Using Exploratory Spatial Data Analysis [2012]
(1) Sri Yulianto Joko Prasetyo (2) Prof. Drs. Subanar, Ph.D. (3) Drs. Edi Winarko, M.Sc.,Ph.D. (4) Prof. Dr. Budi S. Daryono, M.Agr.Sc. - Achieving Consensus with Individual Centrality Approach [2012]
(2) Drs. Edi Winarko, M.Sc.,Ph.D. - Enhancing Participation Process in Public Decision Making with MCDA and Trust Modelling [2011]
(1) VITRI TUNJUNGSARI (2) Prof. Dr. Ir. Jazi Eko Istiyanto, M.Sc. (3) Drs. Edi Winarko, M.Sc.,Ph.D. (4) Prof. Drs. Retantyo Wardoyo, M.Sc., Ph.D. - E-Participation Modeling and Developing with Trust for Decision Making Suplement Purpose [2011]
(1) VITRI TUNJUNGSARI (2) Prof. Dr. Ir. Jazi Eko Istiyanto, M.Sc. (3) Drs. Edi Winarko, M.Sc.,Ph.D. (4) Prof. Drs. Retantyo Wardoyo, M.Sc., Ph.D. - The Concept of Indescernibility Level of Rough Set to Reduce the Dendogram Instability [2010]
(1) Prof. Drs. Subanar, Ph.D. (2) Drs. Edi Winarko, M.Sc.,Ph.D. - A Signature-Based Index for Efficient Content-Based Retrieval of Relative Temporal Patterns [2008]
(1) Drs. Edi Winarko, M.Sc.,Ph.D. - ARMADA – An Algorithm for Discovering Richer Relative Temporal Association Rules From Interval – Based Data [2007]
(1) Drs. Edi Winarko, M.Sc.,Ph.D.
PROSIDING
- Classifying Natural Disaster Tweet using a Convolutional Neural Network and BERT Embedding [2022]
(1) LUCAS S. AJI DHARMA (2) Drs. Edi Winarko, M.Sc.,Ph.D. - Education Question Answering Systems: A Survey [2021]
(1) TEOTINO GOMES SOARES (2) Dr. Azhari, MT. (3) Dr. Nur Rokhman, S.Si., M.Kom. (4) Drs. Edi Winarko, M.Sc.,Ph.D. - A Novel Approach to Collect and Analyze Market Customer Behavior Data on Online Shop [2021]
(1) RAMOS SOMYA (2) Drs. Edi Winarko, M.Sc.,Ph.D. (3) Dr. Sigit Priyanta, S.Si., M.Kom. - Traffic Event Detection from Twitter Using a Combination of CNN and BERT [2021]
(1) GREGORIUS ARIA NERUDA (2) Drs. Edi Winarko, M.Sc.,Ph.D. - Prediction of Bitcoin Price Change using Neural Networks [2020]
(1) RAHMAT ALBARIQI (2) Drs. Edi Winarko, M.Sc.,Ph.D. - Survey of Data Mining Techniques for Intrusion Detection Systems [2020]
(1) ADITYA NUR CAHYO (2) Drs. Edi Winarko, M.Sc.,Ph.D. (3) Aina Musdholifah, S.Kom., M.Kom. Ph.D - High-Utility Association Rules Mining Based-on Binary Particle Swarm Optimization [2020]
(1) RIDOWATI GUNAWAN (2) Drs. Edi Winarko, M.Sc.,Ph.D. (3) Prof. Dr.-Ing. Mhd. Reza M. I. Pulungan, S.Si., M.Sc. - Modeling of Personality Traits based on Demographic Data on Multi-Races Samples of Ages from 13 to 50 Years Old: Investigating the Effect of Race on Model [2020]
(1) IMAN PARYUDI (2) Drs. Edi Winarko, M.Sc.,Ph.D. (3) Dr. Sigit Priyanta, S.Si., M.Kom. (4) Sri Rezeki Candra Nursari - Data Gathering Architecture for Clickstream Data Mining on Online Shop [2019]
(1) RAMOS SOMYA (2) Drs. Edi Winarko, M.Sc.,Ph.D. (3) Dr. Sigit Priyanta, S.Si., M.Kom. - A Survey of Hierarchical Classification Algorithms with Big-Bang Approach [2019]
(1) SOFI DEFIYANTI (2) Drs. Edi Winarko, M.Sc.,Ph.D. (3) Dr. Sigit Priyanta, S.Si., M.Kom. - Potential fraudulent behaviors in e-procurement implementation in Indonesia [2016]
(1) Sheila Nurul Huda (2) Novi Setiani (3) Prof. Dr.-Ing. Mhd. Reza M. I. Pulungan, S.Si., M.Sc. (4) Drs. Edi Winarko, M.Sc.,Ph.D. - Transformation of fraud activities in procurement system in Indonesia [2016]
(1) Novi Setiani (2) Sheila Nurul Huda (3) Prof. Dr.-Ing. Mhd. Reza M. I. Pulungan, S.Si., M.Sc. (4) Drs. Edi Winarko, M.Sc.,Ph.D. - Event Detection in Social Media: A Survey [2013]
(1) Arif Nurwidyantoro, M.Cs., Ph.D. (2) Drs. Edi Winarko, M.Sc.,Ph.D. - Widiarti-Winarko Algorithm for Grouping Syllables Resulting From the Javanese Literature Document Image Recognition [2012]
(1) Drs. Edi Winarko, M.Sc.,Ph.D. - A Reputation Based Trust Model to Seek Judgement in Participatory Group Decision Making [2010]
(1) Prof. Drs. Retantyo Wardoyo, M.Sc., Ph.D. (2) Prof. Dr. Ir. Jazi Eko Istiyanto, M.Sc. (3) Drs. Edi Winarko, M.Sc.,Ph.D.
