Performance Evaluation of Support Vector Machine Algorithm in Object Classification Using Different Preprocessing Methods

QR Code

Performance Evaluation of Support Vector Machine Algorithm in Object Classification Using Different Preprocessing Methods

Support Vector Machines (SVMs) are excellent tools in the field of machine learning that are well suited for classification and regression problems. However, SVM is highly sensitive to data. In recent years, many researchers have continued to use various data preprocessing methods to improve model p...

Full description

Bibliographic Details
Published in:	2024 IEEE INTERNATIONAL CONFERENCE ON AUTOMATIC CONTROL AND INTELLIGENT SYSTEMS, I2CACIS 2024
Main Authors:	Xu Zhipeng; Aziz, Mohd Azri Abdul; Razak, Noorfadzli Abdul
Format:	Proceedings Paper
Language:	English
Published:	IEEE 2024
Subjects:	Automation & Control Systems; Computer Science
Online Access:	https://www-webofscience-com.uitm.idm.oclc.org/wos/woscc/full-recordWOS:001308267400030

Similar Items

Performance Evaluation of Support Vector Machine Algorithm in Object Classification Using Different Preprocessing Methods
by: Zhipeng X.; Aziz M.A.A.; Razak N.A.
Published: (2024)

AN OPTIMIZED SUPPORT VECTOR MACHINE WITH GENETIC ALGORITHM FOR IMBALANCED DATA CLASSIFICATION
by: Shamsudin H.; Yusof U.K.; Haijie Y.; Isa I.S.
Published: (2023)

Design and Implementation of Immersive Virtual Reality for Enhanced Operational Efficiency and Safety in Oil and Gas Industry
by: Muda, et al.
Published: (2024)

A hybrid classifier based on support vector machine and Jaya algorithm for breast cancer classification
by: Alshutbi M.; Li Z.; Alrifaey M.; Ahmadipour M.; Othman M.M.
Published: (2022)

The Classification Performance using Support Vector Machine for Endemic Dengue Cases
by: Nordin N.I.; Mohd Sobri N.; Ismail N.A.; Zulkifli S.N.; Abd Razak N.F.; Mahmud M.
Published: (2020)

Classification of EEG signals using support vector machine to distinguish different hand motor movements
by: Hamzah N.; Abidin N.Z.; Salehuddin M.; Zaini N.; Sani M.
Published: (2017)

Weed classification using one class support vector machine
by: Shahbudin S.; Zamri M.; Kassim M.; Abdullah S.A.C.; Suliman S.I.
Published: (2017)

Classification of transient in power system using support vector machine
by: Harnzah N.; Anuwar F.H.; Zakaria Z.; Tahir N.Md.
Published: (2009)

Knots timber detection and classification with C-support vector machine
by: Redzuan F.I.M.; Yusoff M.
Published: (2019)

Comparing modified Yolo V5 and Faster Regional Convolutional Neural Network performance for Recycle Waste Classification
by: Hamzah, et al.
Published: (2024)

Implementing Arduino and NFC Technology Integration for Inventory Tracking System
by: Bin Zaidi, et al.
Published: (2024)

Fault classification in smart distribution network using support vector machine
by: Chuan O.W.; Ab Aziz N.F.; Yasin Z.M.; Salim N.A.; Wahab N.A.
Published: (2020)

Graduate Data Job Classification Using Support Vector Machine with Radial Basis Function Kernel
by: Hisham M.H.H.; Abdul Aziz M.A.; Sulaiman A.A.
Published: (2023)

Housebreaking crime gait pattern classification using artificial neural network and support vector machine
by: Razak H.A.; Almisreb A.A.; Mohammed Saleh M.A.; Tahir N.M.
Published: (2020)

A systematic review of automated preprocessing, feature extraction and classification of cardiotocography
by: Al-yousif S.; Jaenul A.; Al-Dayyeni W.; Alamoodi A.; Jabori I.; Tahir N.M.; Alrawi A.A.A.; Cömert Z.; Al-shareefi N.A.; Saleh A.H.
Published: (2021)

Classification of SEMG Signal Based Hand Movements by Using Support Vector Machine
by: Zahra S.R.; Ismail S.; Ali M.D.; Khan M.A.; Darus M.Y.; Mazhar T.
Published: (2024)

Classification of SERS-based Fish and Beef Gelatin using Support Vector Machine
by: Saharuddin K.D.; Mansor W.; Jaafar S.A.; Khan Z.I.; Mahmud A.R.
Published: (2024)

Sequential minimal optimization algorithm with support vector machine for mosquito larvae identification
by: Yusoff M.; Jefri N.J.; Shahar M.K.
Published: (2017)

Assessment of urban growth changes in Klang District using Support Vector Machine by different kernel
by: Saraf N.M.; Lokman M.F.; Abdul Rasam A.R.; Hashim N.
Published: (2022)

Optimization of ReLU Activation Function for Deep-Learning-based Breast Cancer Classification on Mammogram Images
by: Razali, et al.
Published: (2024)

Classification of hand gestures from forearm electromyogram signatures from support vector machine
by: Albitar D.; Jailani R.; Ali M.S.A.M.; Majeed A.P.P.A.
Published: (2021)

Classification of Brain Tumors on MRI Images Using DenseNet and Support Vector Machine
by: Minarno A.E.; Kantomo I.S.; Sumadi F.D.S.; Nugroho H.A.; Ibrahim Z.
Published: (2022)

Orthogonal least square based support vector machine for the classification of infant cry with asphyxia
by: Sahak R.; Mansor W.; Lee Y.K.; Mohd Yassin A.I.; Zabidi A.
Published: (2010)

Exploring feature selection and support vector machine in text categorization
by: Abdul-Rahman S.; Mutalib S.; Khanafi N.A.; Ali A.M.
Published: (2013)

Preliminary Study on Classification of Cymbopogon Nardus Essential Oil using Support Vector Machine (SVM)
by: Zawani Mahabob N.; Mohd Yusoff Z.; Ismail N.; Nasir Taib M.
Published: (2020)

Chronic Kidney Disease Prediction based on Data Mining Method and Support Vector Machine
by: Bin Abdul Ghafar M.H.; Aleena Binti Abdullah N.; Abdul Razak A.H.; Syahirul Amin Bin Megat Ali M.; Mutalib Al-Junid S.A.
Published: (2022)

The Capabilities of Multiclass Support Vector Machine (MSVM) Training Algorithms in Grading Agarwood Essential Oil
by: Al-Hadi A.H.I.H.; Huzir S.M.H.M.; Ismail N.; Yusoff Z.M.; Tajuddin S.N.; Taib M.N.
Published: (2024)

Assessment the Accuracy of Crack Detection Derived from Smartphone LiDAR and TLS Dataset
by: Syafie, et al.
Published: (2024)

IoT-Based Monitoring Lady's Finger Plant
by: Kassim, et al.
Published: (2024)

Multi-class support vector machine for human posture classification using a simplified shock graph
by: Shahbudin S.; Hussain A.; Tahir N.M.; Samad S.A.
Published: (2008)

Power Transformer Classification through Dissolved Gas Analysis Utilizing Least-Square Support Vector Machine
by: Yasin Z.M.; Zakaria F.; Salim N.A.; Ab Aziz N.F.
Published: (2024)

Optimizing novel multi-scaled simulation method for deviation analysis of generatively designed aileron bracket using laser powder bed fusion
by: Manurung, et al.
Published: (2024)

Anomalous gait detection based on support vector machine
by: Manap H.H.; Tahir N.Md.; Yassin A.I.M.
Published: (2011)

Development of Water Quality Monitoring and Communication System using Raspberry Pi and LoRa
by: Bin Ghazali, et al.
Published: (2024)

Classification of Voltage Sag Using Arduino Uno and One Versus One Support Vector Machine (OVO-SVM)
by: Yusoh M.A.T.M.; Sahari M.S.I.; Abidin A.F.; Mohamad N.Z.; Zakaria M.I.; Kassim A.H.
Published: (2024)

Content Based-Image Retrieval Using Support Vector Machine
by: Shahrom S.I.; Mohamed N.; Kamarudin S.F.; Ghazali W.N.A.W.; Malek A.A.
Published: (2021)

Bornean Orangutan Nest Classification using Image Enhancement with Convolutional Neural Network and Kernel Multi Support Vector Machine Classifier
by: Amran A.A.; On C.K.; Karim S.A.A.; Hung L.P.; See C.S.; Simon D.; Rossdy M.; Jing C.
Published: (2025)

A review of the application of support vector machines in landslide susceptibility mapping
by: Yusof M.K.T.M.; Rashid A.S.A.; Apandi N.M.; Khanan M.F.B.A.; Rahman M.Z.B.A.
Published: (2023)

Differentiation of Agarwood oil quality using Support Vector Machine (SVM)
by: Jantan H.; Yassin I.M.; Zabidi A.; Ismail N.; Ali M.S.A.M.
Published: (2017)

Precipitation estimation using support vector machine with discrete wavelet transform
by: Shenify M.; Danesh A.S.; Gocić M.; Taher R.S.; Wahab A.W.A.; Gani A.; Shamshirband S.; Petković D.
Published: (2015)