Anita Desiani

ORCID: 0000-0001-8851-2454
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Research Areas
  • Data Mining and Machine Learning Applications
  • Edcuational Technology Systems
  • Computer Science and Engineering
  • SMEs Development and Digital Marketing
  • Decision Support System Applications
  • Information Retrieval and Data Mining
  • Retinal Imaging and Analysis
  • Multimedia Learning Systems
  • Artificial Intelligence in Healthcare
  • Mathematics Education and Pedagogy
  • Blockchain Technology in Education and Learning
  • Management and Optimization Techniques
  • Digital Imaging for Blood Diseases
  • Public Health and Nutrition
  • Educational Methods and Media Use
  • Brain Tumor Detection and Classification
  • Local Governance and Development
  • Economic Growth and Fiscal Policies
  • Livestock Farming and Management
  • Learning Styles and Cognitive Differences
  • Agricultural Development and Management
  • STEM Education
  • Islamic Finance and Communication
  • Food Security and Socioeconomic Dynamics
  • Medical Image Segmentation Techniques

Sriwijaya University
2009-2024

Additional layers to the U-Net architecture leads additional parameters and network complexity. The Visual Geometry Group (VGG) with 16 backbones can overcome problem small convolutions. Dense Connected (DenseNet) be used avoid excessive feature learning in VGG by directly connecting each layer using input from previous map. Adding a Dropout protect DenseNet Overfitting problems. This study proposes VG-DropDNet that combines VGG, DenseNet, dropout blood vessels retinal segmentation. is...

10.1109/access.2022.3202890 article EN cc-by IEEE Access 2022-01-01

Several factors that play a role in the productivity of Robusta coffee trees are influence pruning techniques and weather elements. This paper discussed graphical analysis comparison two data matrices green cherries production, which would enter ripening process branch categories for harvest period 2023 2024. Hypothesis testing on secondary form daily conditions 2022 2023, include temperature, dew, humidity, wind speed, cloud cover periods, was significantly different. However, solar...

10.30598/barekengvol19iss2pp1279-1294 article EN BAREKENG JURNAL ILMU MATEMATIKA DAN TERAPAN 2025-04-01

Gebeng Sarong is a typical woven fabric from Limbang Jaya village, Ogan Ilir Regency, South Sumatra. This craft increasingly disappearing due to the difficulty of marketing carried out by village craftsmen. The packaging and brands used on Sarongs are still very simple unattractive so their less able compete with similar products. lack creativity craftsmen in also low level education craftsmen, only elementary or junior high school graduates. In addition, location rather remote, causing have...

10.33480/abdimas.v7i1.6455 article EN Jurnal AbdiMas Nusa Mandiri 2025-04-30

Desa Bangsal merupakan wilayah Sumatera Selatan yang berada dalam kabupaten Ogan Komering Ilir Kecamatan Pampangan. Memiliki Potensi sangat baik diantarannya susu kerbau, gula puannya, sagon, penjem (semacam yoghurt), dadih mentega untuk minyak goreng), ikan asap, krupuk dan padi rawa termasuk beras kaya zat besi (Fe). Selain itu hampir mayoritas masyarakat desa adalah peternak kerbau. dimiliki oleh bila dikembangkan, maka diharapkan dapat menjadikan bangsal sebagai salah satu memiliki...

10.31258/raje.3.1.49-59 article ID cc-by Riau Journal of Empowerment 2020-04-15

Abstract Classification is one method of data analysis in mining that used to form a model order describe the appropriate class or predicts trends. The Usage classification has been applied various areas, including health areas. One methods Naive Bayes. This study aims predict weight infants maternal hypertensive and nonhypertensive conditions with Bayes method. Data were taken as many 219 from pregnant women based on medical record Obstetrics Gynecology Muhammadiyah Palembang Hospital...

10.1088/1742-6596/1282/1/012005 article EN Journal of Physics Conference Series 2019-07-01

Segmentasi pembuluh darah pada retina diperlukan deteksi dini penyakit Diabetic Retinopathy citra retina. Penelitian ini menggunakan tiga tahapan yaitu pre-processing, segmentasi dan post-processing yang akan membandingkan hasil dari 3 metode nilai Thresholding Adaptive Thresholding, Binary Otsu Thresholding. Hasil pengujian terhadap digunakan menunjukan bahwa mendapat rata-rata akurasi, sensitivitas spesifisitas tertinggi 95%, 58%, 98%. Untuk akurasi sebesar 91%, 36%, spesititiftas 97%. Dan...

10.26418/jp.v7i2.47205 article ID cc-by-nc-sa Jurnal Edukasi dan Penelitian Informatika (JEPIN) 2021-08-21

The retina is the most important part of eye. By proper feature extraction, it can be first step to detect a disease. Morphology blood vessels used identify and classify A step, such as segmentation analysis retinal vessels, assist medical personnel in detecting severity In this paper, vascular using U-net architecture Convolutional Neural Network (CNN) method proposed train sematic model vessel. addition, Contrast Limited Adaptive Histogram Equalization (CLAHE) increase contrast grayscale...

10.1142/s1469026822500043 article EN International Journal of Computational Intelligence and Applications 2022-03-01

termasuk ke dalam penyebab pertama kematian pada pria dan menjadi kedua wanita. Salah satu cara untuk mengurangi tingkat karena kanker paru-paru adalah dengan melakukan deteksi dini, yakni klasifikasi. Proses mengidentifikasi mengelompokkan objek ciri atau karakteristik yang sama beberapa kelas telah ditentukan disebut Beberapa algoritma banyak digunakan proses klasifikasi Support Vector Machine (SVM) K-Nearest Neighbor (KNN). SVM memiliki kelebihan, mampu hyperplane secara terpisah sehingga...

10.33998/processor.2023.18.1.700 article ID Jurnal Processor 2023-04-30

South Sumatera songket woven cloth is one of the cultural assets Province which usually used at weddings and other traditional ceremonies. One villages famous as a producer Penyandingan Village. The industry in Village experienced decline turnover up to 60% during Covid-19 pandemic. This supported by lack knowledge society regarding marketing strategies technology products. For this reason, Shopee market management training needed for craftsmen through Sriwijaya University Thematic Community...

10.33474/jipemas.v4i2.9222 article EN cc-by-sa Jurnal Inovasi Hasil Pengabdian Masyarakat (JIPEMAS) 2021-07-09

<span id="docs-internal-guid-cd6caed5-7fff-5f99-0341-cb32fa5ad787"><span>The imbalanced data affect the accuracy of models, especially for precision and sensitivity, it makes difficult to find information on minority class. The problem is identified in tracer study dataset Universitas Sriwijaya that has 2934 data. label attribute divided into several classes, namely not tight, somewhat-tight, very tightest. number tightest tight 27% 38.6% majority classes. In study, SMOTE...

10.11591/ijai.v10.i2.pp346-354 article EN IAES International Journal of Artificial Intelligence 2021-05-21

The study proposes a BVU-Net architecture that combines the advantages of VGG and U-Net.The has smaller kernel size which speeds up training process.VGG bears some resemblance to Encoder portion U-Net.In this study, encoder uses with addition batch normalization.The normalization aims help simplify weight initialization so process is faster reduces risk overfitting, while decoder section still U-Net architecture.BVU-Net expected be able overcome weakness in retinal image blood vessel...

10.22266/ijies2022.1231.29 article EN International journal of intelligent engineering and systems 2022-10-24

Diabetic Retinopathy is a effect of diabetes. It results abnormalities in the retinal blood vessels. The can cause blurry vision and blindness. Automatic vessels segmentation on image detect these vessels, actually resulting faster more accurate results. paper proposed an automatic vessel method that combined Otsu Thresholding with enhancement techniques. In enhancement, it CLAHE Top-hat transformation to improve quality. study used DRIVE dataset provided data. data was generated by fundus...

10.26555/ijain.v8i2.779 article EN cc-by-sa International Journal of Advances in Intelligent Informatics 2022-07-31

Cervical cancer is one of the deadliest female cancers. Early identification cervical through pap smear cell image evaluation strategies to reduce cases. The classification methods that are often used SVM, MLP, and K-NN. weakness SVM method it not efficient on large datasets. Meanwhile, in MLP method, amounts data can increase complexity each layer, thereby affecting duration weighting process. Moreover, K-NN for with a number attributes. ensemble techniques overcome limitations single...

10.26554/sti.2023.8.1.84-92 article EN Science & Technology Indonesia 2023-01-19

Kanker paru-paru merupakan penyakit yang disebabkan oleh keganasan tumor dari bronkus. Pada tahun 2020 terdapat kasus kematian mencapai 30.843 jiwa. Agar menghambat angka akibat kanker paru-paru, diperlukan alat untuk deteksi dini paru-paru. penelitian ini menggunakan dataset memiliki 309 data. Teknik uji digunakan pada adalah percentage split dan k-fold cross validation dengan algoritma naive bayes iterative dichotomizer 3 (ID3). Parameter penilaian menentukan terbaik akurasi, presisi...

10.23960/elc.v18n1.2519 article ID Electrician Jurnal Rekayasa dan Teknologi Elektro 2024-01-31

Kanker prostat merupakan kanker yang berkembang di dalam sistem reproduksi pria, hal ini terjadi ketika sel mengalami keterikatan pada reseptor androgen melalui proses molecular docking. Insidensi meningkat seiring pertambahan usia, mana risiko dimiliki pria untuk menderita seumur hidupnya mendekati angka 10%. Deteksi dini terhadap kasus banyak pengidap atau rentan penting dilakukan memulai pengobatan dan perencanaan kebutuhan medis tepat. Salah satu cara dapat deteksi penyakit adalah dengan...

10.34010/komputika.v12i1.9629 article ID cc-by-sa Komputika Jurnal Sistem Komputer 2023-05-19

Educational data mining (EDM) adalah suatu bidang aplikasi antara pendidikan dan komputer. Salah satu yang dapat dilakukan pada EDM memprediksi tingkat prestasi mahasiswa. Tingkat indeks kumulatif (IPK) akademik mahasiswa sangat penting karena menentukan kelulusan kualiatas institusi pendidikan. Penelitian ini bertujuan untuk menganalisa atribut-atribut mempengaruhi berasal dari faktor eksternal Adapun atribut digunakan 10 variabel yaitu nilai TOEFL, ayah, ibu, pekerjaan asal daerah, tempat...

10.25126/jtiik.2020722493 article ID cc-by-sa Jurnal Teknologi Informasi dan Ilmu Komputer 2020-12-02


 Desa Penyandingan memiliki luas sebesar 0,45 km2 dengan jumlah warga sebanyak 646 orang yaitu 312 laki-laki dan 334 perempuan. Berdasarkan wawancara Kepala Penyandingan, mayoritas masyarakat desa penyadingan berkerja sebagai pertani. Sedangkan untuk yang bekerja pegawai baik negeri ataupun swasta hanya 6,34% dari seluruh desa. Dalam pembuatan berkas surat, biasanya mengandalkan sekretaris dikarenakan belum paham dalam penggunaan komputer aplikasi perkantoran, sehingga ketika adanya...

10.31849/dinamisia.v5i3.5708 article ID cc-by-sa Dinamisia Jurnal Pengabdian Kepada Masyarakat 2021-06-27

The University of California Irvine Heart disease dataset had missing data on several attributes. can loss the important information attributes, but it cannot be deleted immediately dataset. To handle data, there are ways including deletion, imputation by mean, mode, or with prediction methods. In this study, were handled deletion technique if attribute more than 70% data. Otherwise, mean and mode method to impute that less equal 1%. artificial neural network was used results techniques...

10.26554/sti.2021.6.4.303-312 article EN cc-by-nc-sa Science & Technology Indonesia 2021-10-18

The retina is the most important part of eye. Early detection retinal disease can be done through passage blood vessels retina. Enhancement quality images that have both noise and first step in image processing to help improve accuracy results for segmentation extraction. Images store a lot information, but often there decrease or defects. So experienced interference are easily interpreted, then manipulated into other better using techniques methods. neural network-based method currently...

10.4015/s1016237222500193 article EN Biomedical Engineering Applications Basis and Communications 2022-02-17

Hati adalah organ kelenjar terbesar dengan berat kira-kira 1200-1500 gram. dapat terkena berbagai macam penyakit. Untuk mengetahui jumlah rerataan manusia yang penyakit hati, maka kita melakukan klasifikasi terhadap hati. Penelitian ini bertujuan untuk membandingkan kemudian menyimpulkan algoritma terbaik digunakan dalam Adapun dibandingkan Naïve Bayes dan K-Nearest Neighbor (K-NN). Hasil dari penelitian menyatakan K-NN memperoleh nilai lebih 80% baik akurasi, presisi maupun recall....

10.51717/simkom.v7i2.96 article ID cc-by-nc SIMKOM 2022-07-30

Cancer is one of the leading causes death, and breast cancer second cause death in women. One method to realize level malignancy from an early age by classifying using data mining. widely used mining methods with a good accuracy Support Vector Machine (SVM) K-Nearest Neighbors (KNN). Evaluation techniques percentage split cross-validation were evaluate compare SVM KNN classification models. The result was that better than when technique, which 95,7081%. Meanwhile, 95,4220%. From comparison...

10.30598/pijmathvol1iss1pp33-42 article EN cc-by-nc Pattimura International Journal of Mathematics (PIJMath) 2022-05-01

Primary biliary cirrhosis is a chronic cholestatic liver disease that can lead to failure. The majority of individuals who suffer from this are women. recorded as contributing mortality worldwide with percentage 0.6% 2.0%. However, so far, randomized trials have shown some immunosuppressant or immunosuppressive drugs do not play major role in patients primary cirrhosis. Therefore, early detection important start treatment and planning for appropriate medical needs. results the processing...

10.35316/jimi.v7i1.65-74 article EN cc-by-nc Jurnal Ilmiah Informatika 2022-07-17

A brain tumor is a condition where the abnormal growth of cells around spreads to any part body uncontrollably. Brain tumors can be detected by recognizing patterns in images segmentation that separates features images. Sometimes image data still has low quality, so enhancement needed improve quality. This paper proposed quality 2D and performance segmentation. Image consists two stages, namely contrast noise reduction. The used Contrast Limited Adaptive Histogram Equalization (CLAHE) gamma...

10.1109/icimcis56303.2022.10017519 article EN 2022 International Conference on Informatics, Multimedia, Cyber and Information System (ICIMCIS) 2022-11-16

<p><span>Abstrak </span></p><p><span>Data mining adalah proses melatih komputer untuk mengenali suatu pola menggunakan teknik statistika mapun matematika. Salah satu data yang sering digunakan klasifikasi, yakni mengelompokkan ke dalam label atribut. Pada Support Vector Machine (SVM) merupakan salah metode paling banyak digunakan. Penelitian ini akan memanfaatkan SVM melakukan klasifikasi bunga Iris. Data diteliti sebanyak 150 dengan dua latih, percentage...

10.20961/ijai.v7i1.61486 article ID cc-by-sa Indonesian Journal of Applied Informatics 2023-04-09
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