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Prof. Dr.

Sutarman

M.Sc
Sutarman

Prof. Dr. Sutarman, M.Sc

Employee ID Number

196310261991031001

National Lecturer Registration Number

0026106305

Study Program
Program Studi S2 Matematika
Program Studi S3 Ilmu Matematika
Program Studi S1 Matematika
Field Of Knowledge
Applied Statistics
Regression Analysis
Multivariate Data Analysis
Positions
Professor
Research Media
Research Gate Google Scholar Sinta Scopus Orcid ID
Contacts:
E-mail

sutarman@usu.ac.id, sutarman@usu.ac.id

Office Address

USU Faculty of Mathematics and Natural Sciences

Curriculum Vitae file_download
Publications
Other Publications

National Publications

Peningkatan Literasi AI melalui Pengenalan AI Agent bagi Mahasiswa Universitas Batuta

JEFRI JUNIFER PANGARIBUAN , INCE AHMAD ZARQAN , DIMAS YUDISTIRA NUGRAHA , IGNATIUS EDWARD RIANTONO , GANDA TUA SITOMPUL , SCHERLY HANSOPAHELUWAKAN , ADLI ABDILLAH NABABAN , IRWANSYAH , FERNANDO SIHOTANG , SUTARMAN

Hybrid Genetic Algorithm for Dynamic Portfolio Optimization Problems

SUTARMAN , ELVINA HERAWATI

Sosialisasi Bahaya Phishing dan Tips Aman Menggunakan Internet bagi Mahasiswa

SUTARMAN

Pelatihan Pemanfaatan TIK sebagai Media Pembelajaran di SMK Dharma Bhakti dengan Pendekatan Manajerial

SUTARMAN

Model Klasifikasi dengan Logistic Regression dan Recursive Feature Elimination pada Data Tidak Seimbang

DEDY ARISANDI , SUTARMAN , ERNA BUDHIARTI NABABAN

PERFORMANCE OF ROBUST SUPPORT VECTOR MACHINE CLASSIFICATION MODEL ON BALANCED, IMBALANCED AND OUTLIERS DATASETS

SUTARMAN , MUHAMMAD ARDIANSYAH SEMBIRING , HERMAN SAPUTRA , RIKI ANDRI YUSDA , ERNA BUDHIARTI NABABAN

Pengembangan Web Company Profile Sebagai Upaya Pengabdian Kepada Masyarakat Di PT. Hamim Technology Indonesia

SUTARMAN

Exploratory Data Analysis (EDA) methods for healthcare classification

HANNA WILLA DHANY , FAHMI IZHARI , SUTARMAN

Exploratory Data Analysis (EDA) methods for healthcare classification

SUTARMAN

A hybrid intelligent model based on logistic regression and fuzzy multiple-attribute decision-making for credit evaluation

SUTARMAN

Optimasi Pembelajaran PHP dan MySQL untuk Penguatan Kompetensi Jurusan TKJ SMK YAPIM Biru-biru

SUTARMAN

Simplifying Complexity: Linearization Method for Partial Least Squares Regression

SUTARMAN

Inventory Model for Order Quantity Optimization with Partial Backlogging on Greater Demand at The Beginning

SUTARMAN

Modelling of Subject Scheduling Systems Using Hybrid Artificial Bee Colony Algorithm

SUTARMAN

Mathematical Modelling In Logistics Transportation Problems with The Direct Search

SUTARMAN

Optimization Model for Electric Vehicle Routing Problem with Two Charging Options

SUTARMAN

Performance Comparison Analysis of Multi Prime RSA and Multi Power RSA

SUTARMAN

Forecasting The Share Price of PT Merdeka Copper Gold Tbk By Using Arch-Garch Model

SUTARMAN

Application of Fuzzy Time Series Method Cheng Model in Forecasting Stock Prices PT Bukit Asam Tbk

SUTARMAN , PARAPAT GULTOM , ESTHER SORTA MAULI NABABAN , ALYA NADHIRA NUR

ESTIMASI PARAMETER MODEL AUTOREGRESSIVE CONDITIONAL HETEROSCEDASTICITY MENGGUNAKAN METODE BAYES

SUTARMAN

OPTIMIZATION MODEL IN CLUSTERING THE HAZARD ZONE AFTER AN EARTHQUAKE DISASTER

SUTARMAN

Using the Deep Constrained Clustering Approach to Create a Business Profile

SUTARMAN

K-Means Performance Optimization Using Rank Order Centroid (ROC) And Braycurtis Distance

SUTARMAN

International Publications

Adaptive k-Nearest Neighbor Learning for Robust Modal Regression on Multimodal and Heavy-Tailed Data

SUTARMAN , PROF IR NETTI HERAWATI MSC PHD , ADLI ABDILLAH NABABAN

FIFO Age-Cohort Stochastic MILP for Perishable Inventory Optimization

HIRMAN RACHMAN , SAIB SUWILO , SUTARMAN , ELVINA HERAWATI

Development of Mamdani Fuzzy Rule-Based System Using the Gray Wolf Optimizer (GWO) Algorithm for Maritime Safety Prediction

ADE CANDRA , SUTARMAN , WAHYU HILDAN SYAH

AI-Driven Metaheuristic Optimization of Facility Layouts for Safety, Sustainability, and Adaptability in Smart Manufacturing

IR. UKURTA TARIGAN, MT , SUKARIA SINULINGGA , SUTARMAN , MEILITA TRYANA SEMBIRING

RESILIENCE MODEL DEVELOPMENT FOR MULTI-DEPOT VEHICLE ROUTING PROBLEMS WITH PROBABILITY CONSTRAINTS UNDER DISTURBANCE CONDITIONS

MUHAMMAD ROMI SYAHPUTRA , HERMAN MAWENGKANG , INTAN SYAHRINI , SUTARMAN

Optimization model of vehicle routing problem with heterogenous time windows

MUHAMMAD ROMI SYAHPUTRA , HERMAN MAWENGKANG , SUTARMAN , Gerhard Wilhelm Weber

A Practical Hybrid Framework for High-Dimensional and Multimodal Data Analysis: KPCA, Kernel Ridge Regression, and Cross-Validation.

SUTARMAN , ADLI ABDILLAH NABABAN , PANDI BARITA NAULI SIMANGUNSONG

Optimization model of vehicle routing problem with heterogenous time windows

SUTARMAN , HERMAN MAWENGKANG , MUHAMMAD ROMI SYAHPUTRA

DEVELOPMENT OF A VARIANCE-BASED DETERMINISTIC ALGORITHM FOR STOCHASTIC MST IN DISTRIBUTION NETWORKS

SUTARMAN , MARDININGSIH , SAIB SUWILO

Feature Selection Using Ensemble Lasso Regression, Random Forest and Recursive Feature Elimination Methods in Breast Cancer Classification

AMALIA , SUTARMAN

Sorting of Hazardous and Toxic Solid Waste (B3) Using Ensemble Learning Techniques with VGG-16 and DenseNet-121 Architecture

AMALIA , SUTARMAN , REZA MUSTHOFA MUFTHI

Determining The Parameter K of K-Nearest Neighbors (KNN) using Random Grid Search

ADE CANDRA , SUTARMAN , FACHRI AULIANSYAH SIREGAR

Stochastic Gradient Descents Optimizer and Its Variants: Performance of the Optimizers for Multinomial Logistic Models on Large Data Sets by Simulation

SUTARMAN , OPEN DARNIUS

A Non-Linear Optimization Model for the Multi-Depot Multi-Supplier Vehicle Routing Problem with Relaxed Time Windows

MUHAMMAD ROMI SYAHPUTRA , HERMAN MAWENGKANG , SUTARMAN , Abdellah Salhi

Poverty Modeling in North Sumatera Province Considering County Location Using Geographical Weighted Regression and LASSO

BENAR SURBAKTI , OPEN DARNIUS , SUTARMAN , TULUS JOSEPH HERIANTO , ISRAIL SITEPU , MUHAMMAD ROMI SYAHPUTRA , ENITA DEWI BR TARIGAN , YULI GREACE C. TURNIP

Computational analysis of stability of wave propagation against submerged permeable breakwater using hybrid finite element method

MUHAMMAD ROMI SYAHPUTRA , TULUS , SUTARMAN , TULUS JOSEPH HERIANTO

Sustainable local seafood production planning with uncertainty in demand

HIRMAN RACHMAN , HERMAN MAWENGKANG , SAIB SUWILO , SUTARMAN

An inventory model with power demand and partial backlogging under demand dependent on both time and price

SUTARMAN , REANTY TERESA ARITONANG , OPEN DARNIUS

IMBALANCED MEDICAL DATA ANALYSIS: DEVELOPING A MULTICLASS LOGISTIC REGRESSION CLASSIFICATION MODEL WITH PCA APPROACH

SUTARMAN , ERNA BUDHIARTI NABABAN , ADLI ABDILLAH NABABAN , Muhammad Zarlis

Computational Assessment of Wave Stability Against Submerged Permeable Breakwaters: A Hybrid Finite Element Method Approach

SUTARMAN , TULUS , Jonathan Liviera Marpaung , Md Mustafizur Rahman , MUHAMMAD ROMI SYAHPUTRA , TULUS JOSEPH HERIANTO

ANALYZING GAME PLAY DATA FOR ACADEMIC PERFORMANCE IMPROVEMENT: A DECISION FOREST APPROACH

FAHMI IZHARI , SUTARMAN

ANDROID-BASED ONLINE ATTENDANCE APPLICATION PT. HADI UNTUNG PERKASA

SUTARMAN

ANDROID-BASED ONLINE ATTENDANCE APPLICATION PT. HADI UNTUNG PERKASA

HANNA WILLA DHANY , SUTARMAN

Dynamic Analysis of Rumor Spreading Models in Social Networks with Time Delay

TULUS , SUTARMAN , ELVINA HERAWATI

Optimization of the Crude Palm Oil Supply Chain Using a Mixed Integer Linear Programming Model

SAIB SUWILO , SUTARMAN , OPIM SALIM SITOMPUL

Optimization of the Crude Palm Oil Supply Chain Using a Mixed Integer Linear Programming Model

SUTARMAN

Water Distribution Network Optimization Model with Reliability Considerations in Water Flow (Debit)

SUTARMAN

Water Distribution Network Optimization Model with Reliability Considerations in Water Flow (Debit)

MUHAMMAD ROMI SYAHPUTRA , HERMAN MAWENGKANG , SUTARMAN , Gerhard Wilhelm Weber

Water distribution network optimization

SUTARMAN

On solving robust optimization using decomposition approach

SUTARMAN

Improving the accuracy of k-nearest neighbor (k-NN) using Synthetic Minority Oversampling Technique (SMOTE) and Gain Ratio (GR) for imbalanced class data

SUTARMAN

Data envelopment analysis to determine the size of productive scale with real and integer value data

SUTARMAN

A framework of nonparametric regression to predict natural gas demand

SUTARMAN

Optimization for Support Chain Planning of Crude Oil Industry

OPIM SALIM SITOMPUL , LILIS SUKEKSI , SUTARMAN , SAIB SUWILO , HERMAN MAWENGKANG

Optimization for support chain planning of crude oil industry

SUTARMAN

Multi-Criteria decision making model for CSR program planning in the direction of a sustainable CPO industry

SUTARMAN

Clarke and Wright Savings Algorithm as Solutions Vehicle Routing Problem with Simultaneous Pickup Delivery (VRPSPD)

SUTARMAN

The Solution of Structure Constrained Problem Using Decomposition Method

SUTARMAN

The approaches for the two parameters of the Weibull Distribution

SUTARMAN

Optimization of Material Requirement Planning Using A Linear Program

SUTARMAN

Improved Benders decomposition approach to complete robust optimization in box-interval

SUTARMAN , SAIB SUWILO

Air Quality Prediction Based on Air Pollution Emissions in the City Environment Using XGBoost with SMOTE

SUTARMAN

Association Rules Analysis Using Algorithm Apriori And Fuzzy Normalization

OPIM SALIM SITOMPUL , SUTARMAN

Dataset Weighting Features Using Gain Ratio To Improve Method Accuracy Naive Bayesian Classification

SUTARMAN

Association Rule Analysis using CT-Pro and Hash-based Algorithm in Violence Case of Children

SUTARMAN

Analysis of Combination Algorithm Data Encryption Standard (DES) and Blum-Blum-Shub (BBS)

SUTARMAN

Dataset Weighting Features Using Gain Ratio To Improve Method Accuracy Naive Bayesian Classification

SUTARMAN

A Cost-Sensitive K-Nearest Neighbors (K-NN) Classification in Handling Multi-class Imbalance Problem

SUTARMAN

Generalized Reduced Gradient Approach for Solving Periodic Heterogeneous Vehicle Routing Problem with Side Constraints

SUTARMAN

A Review: Development of MQL systems applied for metal cutting

SUTARMAN

MQL Applied for Hard Machining of Ferrous Alloys Using Hardmetals: A Review

SUTARMAN

System Design and Development of MQL Unit for Hard Machining Application: A Review

SUTARMAN

Comparative Analysis of Inter-Centroid K-Means Performance using Euclidean Distance, Canberra Distance and Manhattan Distance

SUTARMAN

Analysis of the Application of Fuzzy Logic and Levenberg-Marquardt in the Calculation of Used Car Prices

SUTARMAN

Genetic Algorithm in Image Inserting with Modified Least Significant Bit Method to Find the Best MSE Value

SUTARMAN

Generalized Reduced Gradient Approach for Solving Sustainable Production and Scheduling Planning of Crude Palm Oil Milling Industries

SUTARMAN

Stochastic optimization in disaster relief management

SUTARMAN

A model to determine optimally hub location for a communication network

SUTARMAN

Analysis of backpropagation neural neural network algorithm on student ability based cognitive aspects

SUTARMAN

Sample median approximation on stochastic data envelopment analysis

SUTARMAN

Application of Linear Congruent Generator in Affine Cipher Algorithm to Produce Dynamic Encryption

SUTARMAN

Analysis of Priorities Queuing Model (N-P) System with Multiple Channel Multiple Phase and Simple Additive Weighting

SUTARMAN

Forcasting Plant Growth Using Neural Network Time Series

SUTARMAN

Chance Constrained Programming for Capacitated Open Vehicle Routing Problems

SUTARMAN

Developing Feasible Search Approach for Tackling Large Vehicle Routing Problem with Time Window Considering Service Disruption

SUTARMAN

A Generalized Reduced Gradient Approach for Solving a Class of Two-Stage Stochastic Nonlinear Programs

SUTARMAN

Improvement of K-Means Performance Using a Combination of Principal Component Analysis and Rapid Centroid Estimation

SUTARMAN

Mixed Integer Program for Tackling Process Control Demand in the Capacitated Open Vehicle Routing Problems

SUTARMAN

An Optimal Decision Model to Determine the Location of Hubs in a Network of Communication

SUTARMAN

Development of Multi-Objective Models in Zone-Based Dynamic Layout : Literature Review

SUTARMAN

Modification K-Means Model with Local Deviation Method to Improve the Accuracy in Forming Clusters

SUTARMAN

The Combination of Ant Colony Optimization (ACO) and Tabu Search (TS) Algorithm to Solve the Traveling Salesman Problem (TSP)

SUTARMAN

Optimization of Production Scheduling and Actual Stock Using Fuzzy Genetic Algorithm

SUTARMAN

Development of Multi-Objective Models in Zone-Based Dynamic Layout: Literature Review

SUTARMAN

Controlling industrial processes using multivariate exponential weighted moving average (Mewma)

SUTARMAN

The relationship of consumer preference, value creation, and global supply chain in the third wave coffee business in sumatera utara, Indonesia

SUTARMAN

Optimum Index Factor and Cloud Removal on the Landsat Imagery Data Processing

SUTARMAN

Optimization modeling for sustainable production and scheduling of crude palm oil milling industries

SUTARMAN

Modeling a variant of periodic heterogeneous vehicle routing problem with driver scheduling

SUTARMAN

An integer programming model for sustainable multi-product fish production planning problem

SUTARMAN

Combining the use of analytical hierarchy process and lexicographic goal programming in selecting project executor

SUTARMAN

Analysis backpropagation methods with neural network for prediction of children's ability in psychomotoric

SUTARMAN

Hybrid cryptosystem RSA - CRT optimization and VMPC

SUTARMAN

Spatial hierarchical Bayes estimation of mean years of schooling

SUTARMAN

Estimating parameter of Rayleigh distribution by using Maximum Likelihood method and Bayes method

SUTARMAN

Volatility in GARCH Models of Business Tendency Index

SUTARMAN

Encryption and Decryption using Password Based Encryption, MD5, and DES

SUTARMAN

Optimization of enzymatic process in biodiesel production for green process development

SUTARMAN

Retinal thickness changes after phacoemulsification

SUTARMAN