Multi-class Classification for Breast Cancer with High Dimensional Microarray Data Using Machine Learning Classifier

QR Code

Multi-class Classification for Breast Cancer with High Dimensional Microarray Data Using Machine Learning Classifier

Breast cancer is one of the leading causes of cancer related deaths among women. Early detection of breast cancer is very important for proper treatment and decreasing the death risk among women. Most cancer prediction study focused on binary classification of breast cancer. This study focused on mu...

Full description

Bibliographic Details
Published in:	Lecture Notes on Data Engineering and Communications Technologies
Main Author:	Abdullah M.N.; Yap B.W.; Sapri N.N.F.F.; Wan Yaacob W.F.
Format:	Book chapter
Language:	English
Published:	Springer Science and Business Media Deutschland GmbH 2023
Online Access:	https://www.scopus.com/inward/record.uri?eid=2-s2.0-85151922471&doi=10.1007%2f978-981-99-0741-0_24&partnerID=40&md5=322a0812d31d340699ad65802dd9ff96

Similar Items

Classification of Breast Cancer Subtypes using Microarray RNA Expression Data
by: Suhiman M.S.; Deni S.M.; Japeri A.Z.U.-S.M.; Asmat A.; Wang L.
Published: (2025)

Evaluation of Machine Learning Models for Breast Cancer Detection in Microarray Gene Expression Profiles
by: Abdullah M.N.; Wah Y.B.
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)

Panel Count Data Models: Examining Dengue Incidence in Malaysia
by: Yaacob W.F.W.; Sapri N.N.F.F.; Wah Y.B.
Published: (2023)

Multi-Class Imbalanced Data Classification: A Systematic Mapping Study
by: Wang Y.; Rosli M.M.; Musa N.; Li F.
Published: (2024)

Paddy Diseases Multi-Class Classification using CNN Variants
by: Aziz D.I.A.B.A.; Yusoff M.; Ibrahim N.; Alazaidah R.
Published: (2023)

Consensus clustering and fuzzy classification for breast cancer prognosis
by: Garibaldi J.M.; Soria D.; Rasmani K.A.
Published: (2010)

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)

High-level Features in Deeper Deep Learning Layers for Breast Cancer Classification
by: Razali N.F.; Isa I.S.; Sulaiman S.N.; Karim N.K.A.; Osman M.K.
Published: (2021)

Accuracy Analysis of Deep Learning Methods in Breast Cancer Classification: A Structured Review
by: Yusoff M.; Haryanto T.; Suhartanto H.; Mustafa W.A.; Zain J.M.; Kusmardi K.
Published: (2023)

Visualising Current Research Trends in Class Imbalance using Clustering Approach: A Bibliometrics Analysis
by: Abu Bakar N.S.; Wan Yaacob W.F.; Wah Y.B.; Wan Omar W.M.; Mukhaiyar U.
Published: (2024)

Investigating DNA Methylation of Solute Carrier Genes in Colorectal Cancer: A Comprehensive Analysis Using Microarray and Bioinformatics Tools
by: Zabidi N.A.N.; Baharudin R.; Bakarurraini N.Q.R.; Shahri N.A.A.M.; Fu F.T.Y.; Ismail I.; Zawawi M.R.A.; Law J.W.-F.; Lee L.-H.; Mutalib N.-S.A.
Published: (2023)

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)

Investigation of breast cancer molecular subtype in a multi-ethnic population using MRI
by: Mumin N.A.; Ramli Hamid M.T.; Ding Wong J.H.; Chiew S.-F.; Rahmat K.; Ng K.H.
Published: (2024)

Fingerprint multiple-class classifier: performance evaluation on known and unknown fingerprint spoofing materials
by: Senanu Ametefe D.; Seroja Sarnin S.; Mohd Ali D.; John D.B.; Aliu A.A.
Published: (2024)

Immunophenotyping of Gastritis, Gastric Ulcer and Gastric Cancer using a Cluster of Differentiation (CD) Antibody Microarray
by: Hanafiah A.; Sukri A.; Kosai N.R.; Shuhaili M.A.; Taher M.M.; Ali R.A.R.
Published: (2023)

CNN-Wavelet scattering textural feature fusion for classifying breast tissue in mammograms
by: Razali N.F.; Isa I.S.; Sulaiman S.N.; A. Karim N.K.; Osman M.K.
Published: (2023)

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

Comparative Performance Evaluation of Efficiency for High Dimensional Classification Methods
by: Okwonu F.Z.; Ahad N.A.; Ogini N.O.; Okoloko I.E.; Husin W.Z.W.
Published: (2022)

Optimization of ReLU Activation Function for Deep-Learning-based Breast Cancer Classification on Mammogram Images
by: Razali N.F.; Isa I.S.; Sulaiman S.N.; Osman M.K.; Karim N.K.A.; Nordin S.A.
Published: (2024)

Tip loaded cyclodextrin-carvedilol complexes microarray patches
by: Anjani Q.K.; Sabri A.H.B.; Hamid K.A.; Moreno-Castellanos N.; Li H.; Donnelly R.F.
Published: (2023)

Breast Cancer Classification through Meta-Learning Ensemble Technique Using Convolution Neural Networks
by: Ali M.D.; Saleem A.; Elahi H.; Khan M.A.; Khan M.I.; Yaqoob M.M.; Farooq Khattak U.; Al-Rasheed A.
Published: (2023)

A radiomics study of textural features using magnetic resonance imaging for classification of breast cancer subtypes
by: Tang Z.Y.; Tan L.K.; Ng B.Y.; Rahmat K.; Ramli M.T.; Ninomiya K.; Wong J.H.D.
Published: (2020)

Color-assisted Multi-input Convolutional Neural Network for Cancer Classification on Mammogram Images
by: Razali N.F.; Isa I.S.; Sulaiman S.N.; Karim N.K.A.; Osman M.K.
Published: (2023)

Persistent Homology-Based Machine Learning Method for Filtering and Classifying Mammographic Microcalcification Images in Early Cancer Detection
by: Malek A.A.; Alias M.A.; Razak F.A.; Noorani M.S.M.; Mahmud R.; Zulkepli N.F.S.
Published: (2023)

Clinical Usefulness of Abbreviated MRI Protocol in Breast Cancer Detection
by: Hamid M.T.R.; Loi K.S.; Chan W.Y.; Mumin N.A.; Hamid S.A.; Rozalli F.I.; Rahmat K.
Published: (2024)

A review of dimension reduction techniques for classification on high-dimensional data
by: Hasan S.N.S.; Jamil N.W.; Ahmat H.
Published: (2023)

Reply to “Critique of a Study on Breast Ultrasound as an Adjunct to Breast Tomosynthesis for Breast Cancer Screening and Diagnosis”
by: Rahmat K.; Ab Mumin N.
Published: (2024)

Reply to Critique of a Study on Breast Ultrasound as an Adjunct to Breast Tomosynthesis for Breast Cancer Screening and Diagnosis
by: Rahmat, et al.
Published: (2024)

A comparison study of clustering algorithms in grouping microarray data
by: Zin S.H.H.M.; Moktar B.
Published: (2024)

On classification of 2-dimensional evolution algebras and its applications
by: Ahmed H.; Bekbaev U.; Rakhimov I.
Published: (2020)

Artificial intelligence, BI-RADS evaluation and morphometry: A novel combination to diagnose breast cancer using ultrasonography, results from multi-center cohorts
by: Hamyoon H.; Yee Chan W.; Mohammadi A.; Yusuf Kuzan T.; Mirza-Aghazadeh-Attari M.; Leong W.L.; Murzoglu Altintoprak K.; Vijayananthan A.; Rahmat K.; Ab Mumin N.; Sam Leong S.; Ejtehadifar S.; Faeghi F.; Abolghasemi J.; Ciaccio E.J.; Rajendra Acharya U.; Abbasian Ardakani A.
Published: (2022)

Three-dimensional particle swam optimisation of Mel Frequency Cepstrum Coefficient computation and multilayer perceptron neural network for classifying asphyxiated infant cry
by: Zabidi A.; Mansor W.; Khuan L.Y.; Yassin I.M.; Sahak R.
Published: (2011)

Investigation of Mel Frequency Cepstrum Coefficients parameters for classification of infant cries with hypothyroidism using MLP classifier
by: Zabidi A.; Mansor W.; Khuan L.Y.; Yassin I.M.; Sahak R.
Published: (2010)

Mitochondrial DNA mutations in Malaysian female breast cancer patients
by: Omasanggar R.; Yu C.Y.; Ang G.Y.; Emran N.A.; Kitan N.; Baghawi A.; Ahmad A.F.; Abdullah M.A.; Teh L.K.; Maniam S.
Published: (2020)

Three-dimensional pharyngeal airway changes in dento-skeletal class II patients after two-jaw orthognathic surgery with segmentation – a pilot study
by: Tan. S.K.; Tang A.T.H.; Leung W.K.; Zwahlen R.A.
Published: (2018)

Abbreviated breast magnetic resonance imaging (MRI) or digital breast tomosynthesis for breast cancer detection in dense breasts? A retrospective preliminary study with comparable results
by: Hamid, et al.
Published: (2024)

Abbreviated breast magnetic resonance imaging (MRI) or digital breast tomosynthesis for breast cancer detection in dense breasts? A retrospective preliminary study with comparable results
by: Ramli Hamid M.T.; Ab Mumin N.; Abdul Hamid S.; Ahmad Saman M.S.; Rahmat K.
Published: (2024)

Staging of breast cancer based on the area of the primary tumour
by: Embong R.; Sanuddin M.H.; Md Ali M.S.
Published: (2019)

SAR Evaluation Towards Breast Cancer in Hyperthermia Treatment
by: Naimullah B.S.S.; Lias K.; Buniyamin N.; Hassan M.M.; Basri H.M.; Ispawi D.I.
Published: (2021)