-Dr. Sani Muhamad Isa, S.Si., M.Kom.

-Dr. Sani Muhamad Isa, S.Si., M.Kom.

Entrepreneurship, Management

  • sisa@binus.edu

Profile & Qualification

S1 Universitas Padjadjaran S.Si
S2 Universitas Indonesia M.Kom
S3 Universitas Indonesia Dr

Research & Publication

MENTAL HEALTH TREATMENT PREDICTION FOR TECH EMPLOYEE WITH THE IMPLEMENTATION OF ENSEMBLE METHODS
M HENRY, SM ISA
Journal of Theoretical and Applied Information Technology 100 (8) 2022

Intelligent Sleep Monitoring System Based on Microservices and Event-Driven Architecture
N Surantha, OK Utomo, EM Lionel, ID Gozali, SM Isa
IEEE Access 10, 42069-42080 2022

Building Indonesian Emotions Recognition Model by Utilizing Emphasized Emotions in Written Text
R Sutoyo, HLHS Warnars, SM Isa, W Budiharto 2022

Sleep stage classification using extreme learning machine and particle swarm optimization for healthcare big data
N Surantha, TF Lesmana, SM Isa
Journal of Big Data 8 (1), 1-17 19 2021

Comparison of Binary Particle Swarm Optimization And Binary Dragonfly Algorithm for Choosing the Feature Selection
A Nugroho, HLHS Warnars, SM Isa, W Budiharto
2021 5th International Conference on Informatics and Computational Sciences … 2021

Real-time Monitoring System For Sudden Cardiac Death Based On Container Orchestration and Binary Serialization
N Surantha, SM Isa
2021 International Symposium on Electronics and Smart Devices (ISESD), 1-6 2021

Recommendation System Journalist For Getting Top News Based On Twitter Data
AS Girsang, SM Isa, I Harvy
Journal of Physics: Conference Series 1807 (1), 012006 1 2021

Cyberbullying Detection by Including Emotion Model using Stacking Ensemble Method
N Natasia, SM Isa
Journal: Advances in Science, 229-236 2021

A PSNR Review of ESTARFM Cloud Removal Method with Sentinel 2 and Landsat 8 Combination
DGP Tarigan, SM Isa
International Journal of Advanced Computer Science and Applications 12 (9) 2021

Supervised conversion from Landsat-8 images to Sentinel-2 images with deep learning
SM Isa, Suharjito, GP Kusuma, TW Cenggoro
European Journal of Remote Sensing 54 (1), 182-208 2 2021

SLEEP QUALITY MONITORING SYSTEM BASED ON CONTAINER ORCHESTRATION
N Surantha, VV Jansen, SM ISA
ICIC express letters. Part B, Applications: an international journal of … 1 2020

Personalization of study material based on predicted final grades using multi-criteria user-collaborative filtering recommender system
DF Murad, Y Heryadi, SM Isa, W Budiharto
Education and Information Technologies 25 (6), 5655-5668 17 2020

Social Media Disaster Relevance Classification for Situation Awareness during Emergency Response in Indonesia
R Irawan, SM Isa
International Journal 8 (7) 2020

Prediction of students study period using K-Nearest Neighbor algorithm
T Asril, SM Isa
International Journal 8 (6) 3 2020

High-performance and resource-efficient IoT-based sleep monitoring system
N Surantha, OK Utomo, SM Isa
2020 IEEE 91st Vehicular Technology Conference (VTC2020-Spring), 1-5 5 2020

Key Practices Of Information Technology Governance Mechanisms For Public Sector: A Systematic Literature Review
JJC Tambotoh, H Prabowo, SM Isa, B Wahyu
2020

Improving English Learning by Gamification with MDA Framework
F Angelia, S Suharjito, SM Isa
Journal of Games, Game Art, and Gamification 5 (2), 33-40 2020

Iot system for sleep quality monitoring using ballistocardiography sensor
N Surantha, OK Utomo, MI Sani, B Soewito
International Journal of Advanced Computer Science and Applications 11 (1) 3 2020

City Traffic Analysis Based on Facebook Data
D Luqman, FH Marpaung, MC Marpaung, AS Girsang, SM Isa
2019 International Conference on ICT for Smart Society (ICISS) 7, 1-6 2019

Business Intelligence for Employment Classification in Jakarta Government Data
K Wahyudi, J Latupapua, R Chandra, AS Girsang, SM Isa
2019 International Conference on ICT for Smart Society (ICISS) 7, 1-6 1 2019

The use of book store GIS data warehouse in implementing the analysis of most book selling
I Harvy, GA Matitaputty, AS Girsang, S Michael, SM Isa
2019 7th International Conference on Cyber and IT Service Management (CITSM … 2 2019

Business Intelligence for Product Defect Analysis
AS Girsang, SM Isa, AL Haris, K Mandagie, LR Ariana, V Ardinda
IOP Conference Series: Materials Science and Engineering 598 (1), 012117 1 2019

Business intelligent in an E-commerce industry
AM Purnamasari, CEA Pah, MDI Yoga, AS Girsang, SM Isa
IOP Conference Series: Materials Science and Engineering 598 (1), 012085 4 2019

Football match prediction with tree based model classification
YF Alfredo, SM Isa
International Journal of Intelligent Systems and Applications 11 (7), 20-28 9 2019

Optimum nutrition intake from daily dietary recommendation for Indonesian children using binary particle swarm optimization algorithm
LA Wulandhari, SM Isa
Procedia Computer Science 157, 16-24 3 2019

Automatic sleep stage classification using weighted ELM and PSO on imbalanced data from single lead ECG
OK Utomo, N Surantha, SM Isa, B Soewito
Procedia Computer Science 157, 321-328 19 2019

Business Intelligence for Analyzing Department Unit Performance in eProcurement System
SM Isa, KC Susena, EC Nugroho, AS Girsang, DY Gunarso
2018 International Conference on Orange Technologies (ICOT), 1-4 6 2018

Sleep apnea identification using HRV features of ECG signals
B Sulistyo, N Surantha, SM Isa
International Journal of Electrical and Computer Engineering (IJECE) 8 (5 … 10 2018

Business Intelligence for a Digital Music Content Provider
OP Rahadian, M Hidayati, M Sujono, AS Girsang, SM Isa
2018 Indonesian Association for Pattern Recognition International Conference … 4 2018

Facial attractiveness classification using deep learning
R Anderson, AP Gema, SM Isa
2018 Indonesian Association for Pattern Recognition International Conference … 3 2018

Business intelligence for construction company acknowledgement reporting system
AS Girsang, SM Isa, H Saputra, MA Nuriawan, RP Ghozali, ER Kaburuan
2018 Indonesian Association for Pattern Recognition International Conference … 11 2018

Data Warehouse Development For Flight Reservation System
YF Alfredo, AS Girsang, SM Isa, AN Fajar
2018 Indonesian Association for Pattern Recognition International Conference … 2018

Business Solution for Choosing Products Using Data Warehouse in Payment Solution
I Alexander, R Rassetiadi, S Garcia, AS Girsang, SM Isa
2018 Indonesian Association for Pattern Recognition International Conference … 1 2018

Recommendation system for smart LMS using machine learning: a literature review
DF Murad, Y Heryadi, BD Wijanarko, SM Isa, W Budiharto
2018 International Conference on Computing, Engineering, and Design (ICCED … 20 2018

Analysis Students’ Graduation Eligibility Using Data Warehouse
E Chandra, AS Girsang, R Hadinata, SM Isa
2018 International Conference on Information Management and Technology … 4 2018

Web-based evaluation system using Kirkpatrick model for high school education (a case study for vocational high school in Jakarta)
MK Fadhilah, N Surantha, SM Isa
2018 International Conference on Information Management and Technology … 7 2018

OLAP analysis of water formation data
B Soewito, SM Isa, FE Gunawan
2018 International Conference on Information Management and Technology … 1 2018

The data warehouse for down payment administration in the Constitutional Court of Republic of Indonesia
AS Girsang, SM Isa, N Adytiansya, OK Utomo, J Simarmata
IOP Conference Series: Materials Science and Engineering 420 (1), 012104 2 2018

Data mining to prediction student achievement based on motivation, learning and emotional intelligence in man 1 ketapang
MU Fahri, SM Isa
International Journal of Modern Education and Computer Science (IJMECS) 10 … 5 2018

High availability analysis with database cluster, load balancer and virtual router redudancy protocol
H Handoko, SM Isa, S Si, M Kom
2018 3rd International Conference on Computer and Communication Systems … 14 2018

Optimizing field-aware factorization machine with particle swarm optimization on online ads click-through rate prediction
MR Phangtriastu, SM Isa
2018 3rd International Conference on Computer and Communication Systems … 2 2018

Sleep stage identification using the combination of ELM and PSO based on ECG signal and HRV
TF Lesmana, SM Isa, N Surantha
2018 3rd International Conference on Computer and Communication Systems … 10 2018

Plagiarism Detection for Indonesian Language using Winnowing with Parallel Processing
Y Arifin, SM Isa, LA Wulandhari, E Abdurachman
Journal of Physics: Conference Series 978 (1), 012082 2 2018

Decision support system using data warehouse for hotel reservation system
AS Girsang, D Satya, SM Isa, S Al Fariz, B Susilo, D Ramdani, M Lian
2017 International Conference on Sustainable Information Engineering and … 8 2017

Business intelligence for physical examination platform service reporting system
AS Girsang, E Andita, SM Isa, A Purnama, F Samuel
2017 International Conference on Sustainable Information Engineering and … 4 2017

Cyberbullying classification using text mining
SM Isa, L Ashianti
2017 1st International Conference on Informatics and Computational Sciences … 16 2017

Sleep stage classification using the combination of SVM and PSO
N Surantha, SM Isa, TF Lesmana, IMA Setiawan
2017 1st International Conference on Informatics and Computational Sciences … 10 2017

A conceptual model for creating effective public value through key practices in information technology governance mechanisms
JJC Tambotoh, R Kosala, B Ranti, H Prabowo, SH Supangkat, SM Isa, …
2017 International Conference on Information Management and Technology … 6 2017

Classification of imbalanced land-use/land-cover data using variational semi-supervised learning
TW Cenggoro, SM Isa, GP Kusuma, B Pardamean
2017 International Conference on Innovative and Creative Information … 24 2017

Pembuatan prototipe sistem pendeteksi cacat jalur pada printed circuit board
D Gunawan, SM Isa, F Indriaty
TESLA: Jurnal Teknik Elektro 18 (1), 88-102 2017

Model Otomatisasi Penghitungan Harga Makanan pada Restoran Sushi
W Jonathan, F Indriaty, SM Isa
TESLA: Jurnal Teknik Elektro 17 (2), 154-167 2017

Model Sistem Tagihan Listrik dan Pengendali Arus dengan Menggunakan Sensor Arus
Y Yosua, HN Djoko, SM Isa
TESLA: Jurnal Teknik Elektro 19 (1), 32-44 2017

Server for SQLite database: Multithreaded HTTP server with synchronized database access and JSON data-interchange
B Soewito, SM Isa, K Iskandar, FL Gaol, R Kosala
2017 19th International Conference on Advanced Communication Technology … 2 2017

Evaluation of wavelet fusion method on land cover classification in Bodetabek area, Indonesia
SM Isa
2017 19th International Conference on Advanced Communication Technology … 2017

Determination of the optimum feature extraction technique using wavelet in classification phase of growing rice
MI Habibi, SM Isa, S Mulyono
2017 19th International Conference on Advanced Communication Technology … 1 2017

Twitter pornography multilingual content identification based on machine learning
E Barfian, BH Iswanto, SM Isa
Procedia computer science 116, 129-136 14 2017

Internet of things for sleep quality monitoring system: A survey
N Surantha, GP Kusuma, SM Isa
2016 11th International Conference on Knowledge, Information and Creativity … 26 2016

Artificial Bee Colony—Based for dietary recommendation in daily nutrition requirements
F Tanzil, LA Wulandhari, SM Isa
2016 11th International Conference on Knowledge, Information and Creativity … 2 2016

Software quality model for Internet of Things governance
JJC Tambotoh, SM Isa, FL Gaol, B Soewito, HLHS Warnars
2016 International Conference on Data and Software Engineering (ICoDSE), 1-6 22 2016

Digital color classification for colorful cross stitch threads using RGB+ Euclidean Distance and LAB+ CIE94
D Setiabudi, SM Isa, BH Iswanto
2016 International Conference on Information & Communication Technology and … 1 2016

Hibernate ORM query simplication using hibernate criteria extension (HCE)
SM Isa
2016 3rd National Foundation for Science and Technology Development … 3 2016

Pengaruh Perangkat Lunak Managemen Referensi Pada Peningkatkan Motivasi Publikasi Para Pendidik
SM Isa, B Soewito, FE Gunawan
ETHOS: Jurnal Penelitian dan Pengabdian kepada Masyarakat, 243-248 16 2016

Construction of Jakarta Land Use/Land Cover dataset using classification method
TW Cenggoro, SM Isa, GP Kusuma
2016 IEEE Region 10 Symposium (TENSYMP), 337-342 2 2016

Comparative analysis of PCA and KPCA on paddy growth stages classification
H Halim, SM Isa, S Mulyono
2016 IEEE Region 10 Symposium (TENSYMP), 167-172 6 2016

Kompresi Sinyal Fisiologis (Studi Kasus: Sinyal Elektrokardiogram)
SM Isa, W Jatmiko, AM Arymurthy
2016

Combining ground-based data and MODIS data for rice crop estimation in Indonesia
SM Isa, S Chandra, DE Herwindiati, S Mulyono
2015 International Conference on Information Technology Systems and … 2 2015

ECG signal compression by predictive coding and Set Partitioning in Hierarchical Trees (SPIHT)
G Jati, SM Isa, W Jatmiko
2015 International Conference on Advanced Computer Science and Information … 3 2015

Developing smart telehealth system in Indonesia: Progress and challenge
W Jatmiko, MA Ma’Sum, SM Isa, EM Imah, R Rahmatullah, B Wiweko
2015 International Conference on Advanced Computer Science and Information … 19 2015

Digital technology: the effect of connected world to computer ethic and family
B Soewito, SM Isa
CommIT (Communication and Information Technology) Journal 9 (1), 23-28 13 2015

Klasifikasi Lahan Hijau dan Bangunan Menggunakan Data Citra Time Series EVI Landsat (Studi Area Tangerang, Bogor, dan Depok Tahun 2004)
F Fanny, SM Isa
Jurnal Ilmu Komputer dan Sistem Informasi 3 (1), 64-70 2015

Peningkatan Resolusi Citra dengan Menggunakan Transformasi Wavelet
W Kartika, DE Herwindiati
Jurnal Ilmu Komputer dan Sistem Informasi 3 (1), 227-234 2015

Robust discriminant analysis for classification of remote sensing data
DE Herwindiati, SM Isa
2014 International Conference on Advanced Computer Science and Information … 2 2014

Performance of robust two-dimensional principal component for classification
DE Herwindiati, SM Isa, J Hendryli
2014 International Conference on Advanced Computer Science and Information … 2 2014

TERRAIN: fetal growth telehealth system based on 2D fetal head image using randomized hough transform
R Rahmatullah, I Habibie, P Mursanto, SM Isa
Jurnal Ilmu Komputer dan Informasi 7 (1), 37-43 1 2014

3D SPIHT for multi-lead ECG compression
SM Isa, W Jatmiko, AM Arymurthy
2014 IEEE international conference on robotics and automation (ICRA), 488-493 12 2014

Performance Analysis of ECG Signal Compression using SPIHT.
S Muhamad Isa, M Eka Suryana, M Ali Akbar, A Noviyanto, W Jatmiko, …
International Journal on Smart Sensing & Intelligent Systems 6 (5) 21 2013

An efficient and effective robust algorithm for the classification of Jakarta vegetation area
DE Herwindiati, SM Isa, D Arisandi
2013 International Conference on Advanced Computer Science and Information … 2013

An ECG 12-lead hardware with SPIHT compressing scheme
EP Widiyanto, SM Isa, MI Tawakal, MN Kurniawan, W Jatmiko, …
2013 International Conference on Advanced Computer Science and Information … 2 2013

Analysis of multi codebook GLVQ versus standard GLVQ in discriminating sleep stages
MI Tawakal, ME Suryana, A Noviyanto, IP Satwika, MS Alvissalim, …
2012 International Conference on Advanced Computer Science and Information … 6 2012

Beat reordering for optimal electrocardiogram signal compression using SPIHT
SM Isa, W Jatmiko, AM Arymurthy
2012 IEEE International Conference on Systems, Man, and Cybernetics (SMC … 9 2012

The effect of electrocardiogram signal compression using beat reordering and SPIHT on automatic sleep stage classification
SM Isa, A Noviyanto, W Jatmiko, AM Arymurthy
Procedia Engineering 41, 888-896 6 2012

Optimal selection of wavelet thresholding algorithm for ECG signal denoising
SM Isa, A Noviyanto, AM Arymurthy
2011 International Conference on Advanced Computer Science and Information … 19 2011

The robust classification for large data (Case: Classification of Jakarta vegetation area by using remote sensing data)
DE Herwindiati, SM Isa, D Arisandi
Proceedings of the World Congress on Engineering 3, 1895-1900 1 2011

Kernel dimensionality reduction on sleep stage classification using ECG signal
SM Isa, I Wasito, AM Arymurthy
International Journal of Computer Science Issues (IJCSI) 8 (4), 115 24 2011

Deteksi citra pornografi menggunakan TSL color space dan nudity detection algorithm
MI Sani, M Febri
Telematika 3 2011

Sleep apnea detection from ECG signal: Analysis on optimal features, principal components, and nonlinearity
SM Isa, MI Fanany, W Jatmiko, AM Arymurthy
2011 5th International Conference on Bioinformatics and Biomedical … 44 2011

Penerapan M-health Untuk Diagnostics and Treatment Support Pada Negara Berkembang: Studi Kasus Indonesia
SM Isa, D Handoko, FS Rifano
Jurnal Sistem Informasi 7 (1), 62-68 2011

Analisis Efektivitas Pemasangan Iklan Pada Aplikasi Mobile Dan Faktor-faktor Yang Memengaruhinya
SM Isa, R Puspitasari, ST Setyady, Y Sari
Jurnal Sistem Informasi 7 (1), 42-54 2 2011

Selecting features of single lead ECG signal for automatic sleep stages classification using correlation-based feature subset selection
A Noviyanto, SM Isa, I Wasito, AM Arymurthy
IJCSI International Journal of Computer Science Issues 8 (1-5) 36 2011

APLIKASI IMAGE RETRIEVAL BERDASARKAN CIRI TEKSTUR
SM Isa
KOMPUTER DAN INFORMATIKA 8 (1) 2010

Perbandingan Tingkat Akurasi Metode Ekstraksi Fitur Antara Dct Dan Eigenfaces Menggunakan Algoritma Euclidean Distance Pada Sistem Pengenalan Wajah
I Juliani, SM Isa
KOMPUTER DAN INFORMATIKA 6 (1) 2010

Feature and model selection on automatic sleep apnea detection using ECG
S Isa, M Fanany, W Jatmiko, A Murini
International Conference on ComputerScience and Information Systems, 357-362 17 2010

PERBANDINGAN TINGKAT AKURASI METODE EKSTRAKSI FITUR ANTARA DCT DAN FFT UNTUK PENGENALAN WAJAH MENGGUNAKAN ALGORITMA MBPNN
SM Isa
KOMPUTER DAN INFORMATIKA 5 (2) 2010

The New Notion Distance of Content Based Image Retrieval (Cbir)
DE Herwindiati, SM Isa, R Sagara
Journal of the Indonesian Mathematical Society, 51-67 1 2010

Sistem Pengisi dan Pengatur Tekanan Udara Ban Mobil secara Otomatis dengan Mikrokontroler
H Hartono, T Thomas, SM Isa
TESLA Jurnal Teknik Elektro UNTAR 10 (1), pp. 35-40 2010

Papan Skor Snooker Otomatis
HS Utama, SM Isa, W Rustandy
TESLA Jurnal Teknik Elektro UNTAR 10 (1), pp. 15-18 4 2010

Principal Component Regression Analysis on Automatic Sleep Apnea Detection from ECG Data
S Mulyono, SM Isa, MI Fanany, W Jatmiko, T Basaruddin
ICACSIS 2010, 193-198 6 2010

The new measure of robust principal component analysis
DE Herwindiati, SM Isa
Electronic Engineering and Computing Technology, 397-408 2 2010

Perancangan dan Implementasi Sistem Otomatisasi Pemeliharaan Tanaman Hidroponik
HS Utama, SM Isa, A Indragunawan
TESLA Jurnal Teknik Elektro UNTAR 8 (1), pp. 1-4 19 2009

The robust principal component using minimum vector variance
DE Herwindiati, SM Isa
Proceedings of the World Congress on Engineering 1, 325-329 12 2009

The robust distance for similarity measure of content based image retrieval
DE Herwindiati, SM Isa
Proceedings of the World Congress on Engineering 2 6 2009

Flower Image Retrieval Berdasarkan Color Moments, Centroid-Contour Distance dan Angle Code Histogram
SM Isa, Y Pradana
Konferensi Nasional Sistem dan Informatika, 321-327 12 2008

Aplikasi Image Rerieval Berdasarkan tekstur Dengan Menggunakan Transformasi Haar Wavelet
SM Isa, E Juwita
Seminar Nasional Sistem dan Informatika, Bali 10 2007

Fault position estimation using color segmentation approach to the thermal infrared image of a cabling network in the nuclear reactor
DH Nugroho, A Satmoko, R Himawan, BC Dewi, SM Isa
2007

Penerapan Konsolidasi Server Menggunakan Teknologi Virtualisasi
SM Isa
Seminar Nasional Aplikasi Teknologi Informasi (SNATI) 7 2006

Perbandingan Convolution Kernel antara Metode Zero Padding, Mirror, dan Polynomial Extrapolation dalam Proses Median Filtering
SM Isa, EL Salim
2005

Proposal for multispectral image compression methods
A Murni, SM Isa, F Samopa
Image Compression and Encryption Technologies 4551, 269-273 1 2001

Professional Engagement

Reward & Grants