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All Journal International Journal of Evaluation and Research in Education (IJERE) Humanika : Kajian Ilmiah Mata Kuliah Umum Afkaruna: Indonesian Interdisciplinary Journal of Islamic Studies Bulletin of Electrical Engineering and Informatics Journal of Education and Learning (EduLearn) Jurnal Al Bayan: Jurnal Jurusan Pendidikan Bahasa Arab Intiqad: Jurnal Agama dan Pendidikan Islam INFERENSI ARABIYAT Shaut Al-'Arabiyah Nazharat: Jurnal Kebudayaan Kajian Linguistik dan Sastra EDUKASI: Jurnal Pendidikan Islam TARBAWI: Jurnal Pendidikan Agama Islam Diwan : Jurnal Bahasa dan Sastra Arab Profetika JURNAL KEPEMIMPINAN DAN PENGURUSAN SEKOLAH Jurnal Pengabdian UntukMu NegeRI Al Qodiri : Jurnal Pendidikan, Sosial dan Keagamaan Jurnal Bindo Sastra AL ISHLAH Jurnal Pendidikan Jurnal Ilmiah Peuradeun Insaniyat: Journal of Islam and Humanities Arabi : Journal of Arabic Studies Arabiyatuna : Jurnal Bahasa Arab AKSIOLOGIYA : Jurnal Pengabdian Kepada Masyarakat Langkawi: Journal of The Association for Arabic and English Maqasid: Jurnal Studi Hukum Islam Muaddib : Studi Kependidikan dan Keislaman JIE (Journal of Islamic Education) JURNAL MUQODDIMAH : Jurnal Ilmu Sosial, Politik dan Hummaniora Al-Hayat: Journal of Islamic Education Ijaz Arabi Journal of Arabic Learning Al Mi’yar: Jurnal Ilmiah Pembelajaran Bahasa Arab dan Kebahasaaraban Martabe : Jurnal Pengabdian Kepada Masyarakat Al-Muaddib : Jurnal Ilmu-Ilmu Sosial & Keislaman PeTeKa LINGUISTIK : Jurnal Bahasa dan Sastra NUSANTARA : Jurnal Ilmu Pengetahuan Sosial Jurnal Basicedu Qalam: Jurnal Ilmu Kependidikan IZDIHAR Adimas : Jurnal Pengabdian Kepada Masyarakat El-Tsaqafah: Jurnal Jurusan PBA Al-Ta'lim Menara Ilmu Ruhama : Islamic Education Journal Jurnal Pengabdian Kepada Masyarakat MEMBANGUN NEGERI alfazuna: Jurnal Pembelajaran Bahasa Arab dan Kebahasaaraban Inovasi Pendidikan: Jurnal Pendidikan Jurnal el-Qanuniy: Jurnal Ilmu-Ilmu Kesyariahan dan Pranata Sosial Al-Misbah : Jurnal Islamic Studies INTEGRITAS : Jurnal Pengabdian BERNAS: Jurnal Pengabdian Kepada Masyarakat Tarbiyah Al-Awlad: Jurnal Kependidikan Islam Tingkat Dasar Maharaat: Jurnal Pendidikan Bahasa Arab Thariqah Ilmiah ; Jurnal ilmu-ilmu kependidikan & Bahasa Arab Edukasi Lingua Sastra Edulab : Majalah Ilmiah Laboratorium Pendidikan Rausyan Fikr : Jurnal Pemikiran dan Pencerahan Journal of Innovation in Educational and Cultural Research Jurnal Islamika Hijai - Journal on Arabic Language and Literature Jurnal Kajian dan Pengembangan Umat Community Empowerment Waraqat : Jurnal Ilmu_Ilmu Keislaman AL-AF'IDAH: Jurnal Pendidikan Bahasa Arab dan Pengajarannya Tarbawi Khatulistiwa: Jurnal Pendidikan Islam Khalifa: Journal of Islamic Education Ikhtisar: Jurnal Pengetahuan Islam Tanwir Arabiyyah: Arabic as Foreign Language Journal Islamic Circle Jurnal Pengabdian kepada Masyarakat Indonesia (JPKMI) Al-Hijr: Journal of Adulearn World Dakwatul Islam Akademika : Jurnal Pemikiran Islam Jurnal Basicedu HuRuf Journal : International Journal of Arabic Applied Linguistic YASIN: Jurnal Pendidikan dan Sosial Budaya Menara Pengabdian Jurnal Tahsinia Innovative: Journal Of Social Science Research Solo International Collaboration and Publication of Social Sciences and Humanities Lughawiyah: Journal of Arabic Education and Linguistics JIMPI: Jurnal Inovatif Manajemen Pendidikan Journal Education And Islamic Studies Naskhi: Jurnal Kajian Pendidikan dan Bahasa Arab Al-A'raf: Jurnal Pemikiran Islam dan Filsafat Lughawiyyat: Jurnal Pendidikan Bahasa dan Sastra Arab Jurnal Tarbiyatuna Journal of Islamic Education
Mahyudin Ritonga
Universitas Muhammadiyah Sumatera Barat
Religion Agriculture, Biological Sciences & Forestry Arts Humanities Astronomy Biochemistry, Genetics & Molecular Biology Computer Science & IT Dentistry Economics, Econometrics & Finance Education Electrical & Electronics Engineering Environmental Science Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Mathematics Neuroscience Nursing Physics Public Health Social Sciences Veterinary Other

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Journal : Bulletin of Electrical Engineering and Informatics

 1 
Machine learning techniques for accurate classification and detection of intrusions in computer network Mutyalaiah Paricherla; Mahyudin Ritonga; Sandip R. Shinde; Smita M. Chaudhari; Rahmat Linur; Abhishek Raghuvanshi
Bulletin of Electrical Engineering and Informatics Vol 12, No 4: August 2023
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/eei.v12i4.4708

Abstract

An incursion into the computer network or system in issue occurs whenever there is an attempt made to circumvent the defences that are in place. Training and examination are the two basic components that make up the intrusion detection system (IDS) and each one may be analysed separately. During training, a number of distinct models are built, each of which is able to distinguish between normal and abnormal behaviours that are included within the dataset. This article proposes a combination of ant colony optimization (ACO) and the firefly approach for feature selection. The final outcome of giving careful thought to the selection of features will eventually result in greater accuracy of categorisation. When classifying various sorts of features, we make use of a wide variety of machine learning (ML) algorithms, including AdaBoost, gradient boost, and Bayesian network (BN), amongst others. The tests and assessments made use of data obtained from three distinct datasets, namely NSL-KDD, UNSW-NB15, and CICIDS 2017. The degree of performance of an individual may be broken down into its component parts, which include the F1 score, accuracy, precision, and recall. Gradient boost performs far better when it comes to recognising and classifying incursions.
Optimized convolutional neural network deep learning for Arabian handwritten text recognition Ritonga, Mahyudin; L. Bangare, Manoj; Manoj Bangare, Pushpa; L. Bangare, Sunil; Sachin Vanjire, Seema; Moholkar, Kavita; Kasat, Kishori; Rozak, Purnama
Bulletin of Electrical Engineering and Informatics Vol 14, No 2: April 2025
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/eei.v14i2.7696

Abstract

In general, the term handwritten character recognition (HCR) refers to the process of recognizing handwritten characters in any form, whereas handwritten text recognition (HTR) refers to the process of reading scanned document images that include text lines and converting those text lines into editable text. The identification of recurring structures and configurations in data is the primary focus of the field of machine learning known as pattern recognition. Optical character recognition, often known as OCR, is a challenging issue to solve when it comes to the field of pattern recognition. This article presents machine learning enabled framework for accurate identification of Arabian handwriting. This framework has provisions for image processing, image segmentation, feature extraction and classification of handwritten images. Images are enhanced using contrast limited adaptive histogram equalization (CLAHE) algorithm. Image segmentation is performed by k-means algorithm. Classification is performed using convolutional neural network (CNN) VGG 16 and support vector machine (SVM) algorithm. Classification accuracy of CNN VGG 16 is 99.33%.
Co-Authors Ab Rahman, Azman Abdul Halim Hanafi Abdul Hamed, Kirembwe Rashid Abdulaziz, Hussein Abdulqader Abhishek Raghuvanshi Adam Mudinillah Adam, Zalika Ade Putra Yudi Aguswan Rasyid Aguswan Rasyid Aguswan Rasyid Aguswan Rasyid Ahmad Lahmi Ahmad Lahmi Ahmad Rosadi Ahmad, Lahmi Ahmad, Mohammad Imran Ahmadi, Yondri Alrasi, Fitri Alrasi, Fitri Alwis Nazir Amiratun Nisak Amri, Fauzul Fil Amrina, Amrina Amrizon, Amrizon Ananda, Fitri Andria Rosa Anjasmara, Hendio Ansyah, Supriadi Apri Wardana Ritonga Apri Wardana Ritonga Apri Wardana Ritonga Aprianto Aprianto Apris Ardinal, Eva Arham Junaidi Firman Ariani, Rina Arifdo Putra Armi Gusvita Armini Arbain Armini, Armini Arrasyid Arrasyid, Arrasyid Aslinda, Aslinda Asmawati Asmawati Asrina Asrina Asrina Asti Nazhyfa Ayu Desrani Ayu Desrani B., Irawati Bambang Bambang Bambang Bambang Bambang Bambang Batubara, Marlina Dani, Nishfu Rahma Darma Fitra, Joni David D. Perrodin David D. Perrodin Dedi Wandra Desmidar, Desmidar Desrani, Ayu Desriwita, Elni Deswita, Yuli Desyanti Desyanti Effauzi, M. Ellia Roza Elvia Susanti Elvina Elvina Fadhilah El-Wahdah Harahap Faruq, Muh. Fathul Bahri Fauziah, Reni Febriani, Suci Ramadhanti Felzi Rehanda Fikar, M. Firdaus, Khairul Fitri Alrasi Fitri Rahmi Fitria Sartika Fitria Sartika Fitria Sartika Fitriani Surayya Lubis Fitriani, Reni Fuadi, Khairul Fuji Mayang Sari Gusti, Yelliza Halim Hanafi, Abdul Halim, Syaflin Hanafi, Abdul Halim Hanomi Hanomi Hanomi Harahap, Fadhilah el-Wahdah Hariyadi, Hariyadi Hasan Basri Hasibuan, Kalijunjung Hasibuan, Mahmuddin Hasibuan, Sutan Botung Hasrian Rudi Setiawan Hendio Anjasmara Hendro Widodo Hengki Ras Bumi Henti Marlina Herdi, Yuni Hikmat Kamal Hoktaviandri Hotmaida Hotmaida Ilyas Tuangku Bagindo Indra Sukri Ismaiza Busti Jaffar, Mohammad Najib Jamiatunnur Julhadi Julhadi Julhadi Julhadi Julhadi Julhadi Julhadi Julhadi Julhadi, Julhadi Jumrati Jumrati Jumusti, Liza Kasat, Kishori Khairul Firdaus Khairunnas, Khairunnas Kholidah Kholidah Kholidah Kholidah Kumar, Tribhuwan L. Bangare, Manoj L. Bangare, Sunil Lahmi, Ahmad Lorenza, Vivi M. Fikar M. Pakihun Mafardi Mafardi Maha Dolok Ritonga Manoj Bangare, Pushpa Marlius, Yoni Martias, Dian Martin Kustati Martin Kustati Maulana, Ramza Fatria Mimi Sri Irfadila Miswan Miswan Mohammad Najib Jaffar Moholkar, Kavita Mudinillah, Adam Muhammad Ali Muhammad Amin Muhammad Amin Muhammad Husni Shidqi Muhammad Jalel Ritonga Muhammad Kosim Muhammad Ridho Muhammad Ridwan Muhammad Sahnan Muhammad Yasin Muhammad Yusuf Munirah Kusnadi, Munirah Mursal Mursal Mursal Mursal Mursal Mursal Muslim Hasonangan Rambe Mutyalaiah Paricherla Nazir, Alwis Ningsih, Sri Susi Nismawati Nismawati Noor Azam, Muhammad Harith Nur Alim Nur Saadah Khudri Nurdianto, Talqis Nurlaili Nurlaili Nurul Zuhriyah Oktavera, Hasnil Pahutar, Agus Anwar Parijas Parijas Pitrianto, Hendri Purnama Rozak, Purnama Putra, Arifdo Rahmat Akmal Rahmat Linur Rahmawati, Rahmawati Rahmi Rahmi Rahmi Rahmi Rahmi Rahmi Raihan Nusyur Raja Ritonga Ramadhan, Muhammad Fadli Rambe, Muslim Hasonangan rasyid, aguswan Refinal Refinal Refinal Remiswal Remiswal Riki Saputra Riki Saputra, Riki Rimelfi Rimelfi Rinaldi Putra Ritonga, Ahmad Roisuddin Ritonga, Apri Wardana Ritonga, Muhammad Jalel RITONGA, SYAIPUDDIN Rohandi Abu Bakar Romiyilhas Romiyilhas Ronaldi Ronaldi Rusmini Rusmini Rusydi SA, Saifullah Sachin Vanjire, Seema Safreni, Junia Salamat Simbolon Samsu Samsu Sandip R. Shinde Sartika, Fitria SATRIYAS ILYAS Shofwan Karim Siregar, Neila Hifzhi Smita M. Chaudhari Sobhan, Sobhan Sobhan, Sobhan Soma, Nara Sri Wahyuni Sri Wahyuni Sri Wahyuni Sri Wahyuni Sri Wahyuni Suatri Suatri, Suatri Susanti, Elvia Syafaruddin Syafaruddin Syaflin Halim Syafnan Syafnan Syafrianto Syafrianto Syafrianto, Syafrianto Syaifullah SA Syofrianisda, Syofrianisda Syofyan Hadi Syumarlin Syumarlin TATI NURHAYATI Tatis Arni Tauhid, Tauhid Thaheransyah tisnelly tisnelly Tolani, Suri Tolentino, Tolentino Triana, Hetti Waluati Triana, Hetty Waluati Uril Bahruddin, Uril Vivi Lorenza Waluati Triana, Hetti Wasehudin, Wasehudin Wedy Nasrul Wildana Wargadinata Windy Afrianti Wiza Novia Rahmi Yasmadi Yasmadi, Yasmadi Yeddawati Matondang Yogia Prihartini Yoni Marlius Yuli Deswita Yuni Herdi Zulkifli Zulkifli Zulmuqim Zulmuqim Zulyatmi, Yuke Alfi