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All Journal IAES International Journal of Artificial Intelligence (IJ-AI) Quantitative Economics and Management Studies ALMUJTAMAE: Jurnal Pengabdian Masyarakat Ruhui Rahayu: Jurnal Pengabdian Kepada Masyarakat
Pertiwi, Hanna
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Humanities Computer Science & IT Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Engineering Environmental Science Mathematics Social Sciences Other

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The incorporation of stacked long short-term memory into intrusion detection systems for botnet attack classification Heryanto, Ahmad; Stiawan, Deris; Hermansyah, Adi; Firnando, Rici; Pertiwi, Hanna; Bin Idris, Mohd Yazid; Budiarto, Rahmat
IAES International Journal of Artificial Intelligence (IJ-AI) Vol 13, No 3: September 2024
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/ijai.v13.i3.pp3657-3670

Abstract

Botnets are a common cyber-attack method on the internet, causing infrastructure damage, data theft, and malware distribution. The continuous evolution and adaptation to enhanced defense tactics make botnets a strong and difficult threat to combat. In light of this, the study's main objective was to find out how well techniques like principal component analysis (PCA), synthetic minority oversampling technique (SMOTE), and long short-term memory (LSTM) can help find botnet attacks. PCA shows the ability to reduce the feature dimensions in network data, allowing for a more efficient and effective representation of the patterns contained. The SMOTE addresses class imbalances in the dataset, enhancing the model's ability to recognize suspicious activity. Furthermore, LSTM classifies sequential data, understanding complex network patterns and behaviors often used by botnets. The combination of these three methods provided a substantial improvement in detecting suspicious botnet activities. We also evaluated the effectiveness using performance metrics such as accuracy, precision, recall, and F1-score. The results showed an accuracy of 96.77%, precision of 88.95%, recall of 88.58%, and F1-score of 88.64%, indicating that the proposed model was reliable in detecting botnet traffic compared to other deep learning models. Furthermore, LSTM can classify sequential data, understanding complex network patterns and behaviors often used by botnets.
Sosialisasi Strategi Pemasaran Berbasis Syariah Untuk Peningkatan Pemberdayaan UMKM Anyaman Daur Ulang Pertiwi, Hanna
ALMUJTAMAE: Jurnal Pengabdian Masyarakat Vol. 3 No. 3 (2023): Desember
Publisher : Universitas Djuanda Bogor

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30997/almujtamae.v3i3.6382

Abstract

Mayoritas masyarakat di Desa Batulayang berprofesi sebagai petani. Dalam hal perekonomian seperti penjualan suatu produk, masyarakat belum sepenuhnya mengetahui perihal strategi dalam pemasaran terutama pemasaran berbasis syariah. Sehingga perlu adanya bimbingan atau pendampingan kepada masyarakat agar mengetahui strategi pemasaran yang baik berbasis syariah. Strategi pemasaran dapat dipandang sebagai salah satu dasar yang dipakai dalam menyusun perencanaan secara menyeluruh. Metode yang diakukan adalah dengan sosialisasi pengetahuan tentang strategi pemasaran berbasis syariah menjelaskan bagaimana sistem yang ada didalamnya. Dalam sosialisasi ini penulis memaparkan pengetahuan tentang strategi pemasaran ekonomi syariah agar masyarakat memahami perekonomian yang baik yaitu ekonomi syariah. Setelah dilaksanakan program ini hasil yang didapatkan adalah masyarakat menyadari pentingnya suatu strategi dalam pemasaran produk.
Evaluation of Tax Management Related to the Implementation of Effective Rate Income Tax 21 at PT XYZ Pertiwi, Hanna; Anggraita, Viska
Quantitative Economics and Management Studies Vol. 5 No. 6 (2024)
Publisher : PT Mattawang Mediatama Solution

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35877/454RI.qems3607

Abstract

The application of effective rates of Income Tax 21 has the potential to cause excess tax payments, this is because Income Tax 21 that has been deducted in each tax period throughout the tax year will be recalculated at the end of the year using progressive rates. This study aims to evaluate the application of tax management in the implementation of the imposition of effective rates of Income Tax 21 related to the implementation of obligations and rights to Income Tax at PT XYZ as a BUMN company. The method in this study is qualitative with a study approach and using triangulation. The results of this study indicate that PT XYZ has implemented tax management for the implementation of its obligations and rights to the implementation of effective rates of Income Tax 21 well. However, PT XYZ can improve the efficiency and effectiveness of the stages of implementation and control of tax management.
PENYULUHAN STRATEGI BRANDING SOCIAL MEDIA "OLAHAN LAUT BUMAYS" MENJADI OLEH-OLEH KHAS BONTANG KUALA YANG BERASAL DARI HASIL OLAHAN LAUT: The Counseling on The Social Media Branding Strategy for “Bumays Seafood” to Become Bontang Kuala’s Souvenirs out of Marine Processed Products Kuncara, Singgih Daru; Pertiwi, Hanna
Jurnal Ruhui Rahayu: Jurnal Pengabdian Masyarakat Ilmu Humaniora Vol 2 No 1 (2023)
Publisher : Program Studi Sastra Indonesia Universitas Mulawarman

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30872/ruhuirahayu.v2i1.61

Abstract

Abstract: Involving information technology in creating branding is one form of effort to contribute to the growth of the tourism sector in Bontang Kuala. This research is motivated by the potential for natural tourism that is supported by the creative economy in residential areas above the Bontang Kuala sea. However, it can be unfortunate that product management in the creative economy has not been enough to build consumer brand awareness. Therefore, this study aims to increase the awareness of creative economy actors in Bumays Sea Processing of the importance of a brand or brand because the product has an identity to be marketed more broadly. In addition, social media as a medium for branding in the all-digital era is a shortcut for business actors. The method used in community service activities is the community education method, where this method was used in every extension or training activity. These community service activity results are 1) branding introduction counseling to creative economy actors, 2) training on using the Facebook marketplace feature as a branding medium, and 3) increasing knowledge of creative ideas in running a business. Keywords: Branding, marine products, creative economy Abstrak: Melibatkan teknologi informasi dalam menciptakan branding merupakan salah satu bentuk usaha memberikan kontribusi terhadap pertumbuhan sektor pariwisata di Bontang Kuala. Penelitian ini dilatarbelakangi oleh adanya potensi wisata alam yang didukung ekonomi kreatif di daerah pemukiman di atas laut Bontang Kuala. Namun dapat disayangkan pengelolaan produk pada ekonomi kreatif belum cukup membangun brand awareness konsumen. Oleh sebab itu, penelitian ini bertujuan untuk meningkatkan kesadaran pelaku ekonomi kreatif Olahan Laut Bumays akan pentingnya brand atau merek karena melalui itulah produk memiliki jati diri untuk dipasarkan lebih luas. Selain itu melibatkan media sosial sebagai media untuk melakukan branding di era serba digital merupakan jalan pintas untuk pelaku usaha. Metode yang digunakan dalam kegiatan pengabdian masyarakat yaitu metode pendidikan masyarakat yang dimana metode ini akan digunakan dalam setiap kegiatan penyuluhan atau pelatihan. Hasil dari kegiatan pengabdian masyarakat ini berupa 1) penyuluhan pengenalan branding pada pelaku ekonomi kreatif, 2) pelatihan penggunaan fitur marketplace Facebook sebagai media branding, 3) menambah pengetahuan ide-ide kreatif dalam menjalankan bisnis. Kata Kunci : branding, olahan laut, ekonomi kreatif
Co-Authors Adi Hermansyah, Adi Ahmad Heryanto, Ahmad Bin Idris, Mohd Yazid Deris Stiawan Firnando, Rici Rahmat Budiarto Singgih Daru Kuncara Viska Anggraita, Viska