A
PROFILE
UPM's Staff Profile
PROF. MADYA DR. NORWATI MUSTAPHA
ASSOCIATE PROFESSOR
FACULTY OF COMPUTER SCIENCE AND INFORMATION TECHNOLOGY
norwati@upm.edu.my
UPM WEBSITE
PROFILE
norwati
BM
EN

PROFESSIONAL

NAME :
(Prof. Madya Dr.) NORWATI MUSTAPHA
POST :
ASSOCIATE PROFESSOR
ENTITY :
Faculty of Computer Science and Information Technology

FIELD OF SUPERVISION
INTELLIGENT SYSTEMS
EDUCATION
PHD
UNIVERSITI PUTRA MALAYSIA, SERDANG, SELANGOR
Graduated : 2005
MASTER OF SCIENCE IN COMPUTING
UNIVERSITY OF LEEDS, LEEDS, UNITED KINGDOM
Graduated : 1995
BACELOR SAINS KOMPUTER
UNIVERSITI PERTANIAN MALAYSIA, SERDANG, SELANGOR
Graduated : 1991
DIPLOMA SAINS KOMPUTER
UNIVERSITI PERTANIAN MALAYSIA, SERDANG, SELANGOR
Graduated : 1988
BOOK PUBLICATION
JOURNAL PUBLICATION
1. A Recommender System Approach for Classifying User Navigation Patterns using Longest Common Subsequence Algorithm
    Journal type: Other Abstracting / Indexing Bodies
2. Data Stream Clustering by Divide and Conquer Approach based on Vector Model
    Journal type: Non Citation-Indexed
3. Computational Stylometric Approach based on Frequent Word and Frequent Pair in the Text Mining Authorship Attribution
    Journal type: Other Abstracting / Indexing Bodies
4. A Numerical Method for Frequent Pattern Mining
    Journal type: Other Abstracting / Indexing Bodies
5. Training Process Reduction based on Potential Weights Linear Analysis to Accelerate Back Propagation Network
    Journal type: Other Abstracting / Indexing Bodies
6. Position Score Weighting Technique for Mining Web Content Outliers
    Journal type: Citation-Indexed - Scopus
7. Term Frequency-Information Content for Focused Crawling to Predict Relevant Web Pages
    Journal type: Non Citation-Indexed
8. User Recommendation Algorithm in Social Tagging System based on Hybrid User Trust
    Journal type: Citation-Indexed - Scopus
9. Trust Metrics in Recommender Systems: A Survey
    Journal type: Other Abstracting / Indexing Bodies
10. Intrusion Detection System with Data Mining Approach: A Review
    Journal type: Other Abstracting / Indexing Bodies
11. Integrative Gene Selection for Classification of Microarray Data
    Journal type: Other Abstracting / Indexing Bodies
12. A Review on Similarity Measurement Methods in Trust-based Recommender Systems
    Journal type: Non Citation-Indexed
13. New Supervised Multi Layer Feed Forward Neural Network Model to Accelarate Classification with High Accuracy
    Journal type: Other Abstracting / Indexing Bodies
14. New Supervised Class Imbalance Method for Highly Imbalanced Video Data Classification
    Journal type: Citation-Indexed - Scopus
15. Database workload management through CBR and fuzzy based characterization
    Journal type: Citation-Indexed Journal - Science Citation Index (JCR)
16. Effective Dimensionality Reduction of Payload-‎Based Anomaly Detection in TMAD Model for ‎HTTP Payload
    Journal type: Citation-Indexed Journal - Science Citation Index (JCR)
17. Web User Navigation Pattern Mining Approach Based On Graph Partitioning Algorithm
    Journal type: Non Citation-Indexed
18. WebPUM: A Web-based Recommendation System to Predict User Future Movements
    Journal type: Citation-Indexed Journal - Science Citation Index (JCR)
19. Dropping down the Maximum Item Set: Improving the Stylometric Authorship Attribution Algorithm in the Text Mining for Authorship Investigation
    Journal type: Citation-Indexed - Scopus
20. Workload Management: A Technology Perspective with respect to Self Characteristics
    Journal type: Citation-Indexed - Scopus
21. A Survey of Anomaly Detection using Data Mining Methods for HTTP Web Services
    Journal type: Citation-Indexed - Scopus
22. Expectation Maximization Clustering Algorithm for User Modeling in Web Usage Mining System
    Journal type: Other Abstracting / Indexing Bodies
23. A Framework for Intelligent Multi Agent System Based Neural Network Classification Model
    Journal type: Other Abstracting / Indexing Bodies
24. Efficient Prime-based Method for Interactive Mining of Frequent Patterns
    Journal type: Citation-Indexed Journal - Science Citation Index (JCR)
25. Integrative Gene Selection with Association Analysis for Microarray Data Classification
    Journal type: Citation-Indexed Journal - Science Citation Index (JCR)
26. Feature Selection Optimization using Hybrid Relief-f with Self-adaptive Differential Evolution
    Journal type: Citation-Indexed - Scopus
27. RECOGNIZING COMPLEX HUMAN ACTIVITIES USING HYBRID FEATURE SELECTIONS BASED ON AN ACCELEROMETER SENSOR
    Journal type: Citation-Indexed - Scopus
28. Majority Voting of Ensemble Classifiers to Improve Shoreline Extraction of Medium Resolution Satellite Images
    Journal type: Citation-Indexed - Scopus
29. ONF-TRS: On-line Noise Filtering Algorithm for Trajectory Segmentation Based on MDL Threshold
    Journal type: Citation-Indexed - Scopus
30. CC_TRS: Continuous Clustering of Trajectory Stream Data based on Micro Cluster Life
    Journal type: Citation-Indexed Journal - Science Citation Index (JCR)
31. Quantitative Validation Assessment in Shorelines Extracted from Image Change Analysis
    Journal type: Citation-Indexed - Scopus
32. Artificial Neural Networks for Satellite Image Classification of Shoreline Extraction for Land and Water Classes of the North West Coast of Peninsular Malaysia
    Journal type: Citation-Indexed Journal - ERA
33. Term Weighting Scheme Effect in Sentiment Analysis of Online Movie Reviews
    Journal type: Citation-Indexed Journal - ERA
34. Collective Interaction Filtering Approach for Detection of Group in Diverse Crowded Scenes
    Journal type: Citation-Indexed Journal - Science Citation Index (JCR)
35. Informative top-k class associative rule for cancer biomarker discovery on microarray data
    Journal type: Citation-Indexed Journal - Science Citation Index (JCR)
36. A Crowd Video Retrieval Framework using Generic Descriptors
    Journal type: Other Abstracting / Indexing Bodies
37. An Efficient Traffic State Estimation Model based on Fuzzy C-Mean Clustering and MDL Using FCD
    Journal type: Citation-Indexed - Scopus
38. Preliminary Analysis of Malware Detection in Opcode Sequences within IoT Environment
    Journal type: Citation-Indexed Journal - ERA
39. A Bayesian approach for major European football league match prediction
    Journal type: Citation-Indexed - Scopus
40. A STUDY TO INVESTIGATE THE EFFECT OF DIFFERENT TIME-SERIES SCALES TOWARDS FLOOD FORECASTING USING MACHINE LEARNING
    Journal type: Citation-Indexed - Scopus
41. In-Depth Review on Machine Learning Models For Long-Term Flood Forecasting
    Journal type: Citation-Indexed - Scopus
42. A Meta-heuristic Algorithm for the Minimal High-Quality Feature Extraction of Online Reviews
    Journal type: Citation-Indexed - Scopus
43. A NOVEL METHOD TO ESTIMATE HIDDEN NEURONS IN ENSEMBLE FLOOD FORECASTING MODEL
    Journal type: Citation-Indexed - Scopus
44. A Review of Traffic State Prediction (TSP) Methods in Intelligent Transportation Systems (ITS)
    Journal type: Citation-Indexed Journal - ERA
45. Ensemble neural networks with input optimization for flood forecasting
    Journal type: Citation-Indexed - Scopus
46. COMPARATIVE ANALYSIS AND HOW EFFICIENT DEEP LEARNING METHODS OF MALWARE DETECTION
    Journal type: Citation-Indexed - Scopus
47. TRANSFORMER-BASED MODEL WITH CNN AND CAPSNETS TO IMPROVE MALAY HATE SPEECH DETECTION IN TWEETS
    Journal type: Citation-Indexed - Scopus
PUBLICATION
2024
TRANSFORMER-BASED MODEL WITH CNN AND CAPSNETS TO IMPROVE MALAY HATE SPEECH DETECTION IN TWEETS
2024
Bayesian clustering of mixed-type data with relevant variable identification
2024
COMPARATIVE ANALYSIS AND HOW EFFICIENT DEEP LEARNING METHODS OF MALWARE DETECTION
2024
Ensemble neural networks with input optimization for flood forecasting
2023
A Review of Traffic State Prediction (TSP) Methods in Intelligent Transportation Systems (ITS)
2023
Hybrid Machine Learning Model Based on Feature Decomposition and Entropy Optimization for Higher Accuracy Flood Forecasting
2023
A NOVEL METHOD TO ESTIMATE HIDDEN NEURONS IN ENSEMBLE FLOOD FORECASTING MODEL
2022
A Meta-heuristic Algorithm for the Minimal High-Quality Feature Extraction of Online Reviews
2022
In-Depth Review on Machine Learning Models For Long-Term Flood Forecasting
2021
A STUDY TO INVESTIGATE THE EFFECT OF DIFFERENT TIME-SERIES SCALES TOWARDS FLOOD FORECASTING USING MACHINE LEARNING
2021
A Bayesian approach for major European football league match prediction
2020
A Crowd Video Retrieval Framework using Generic Descriptors
2020
Preliminary Analysis of Malware Detection in Opcode Sequences within IoT Environment
2020
Informative top-k class associative rule for cancer biomarker discovery on microarray data
2020
An Efficient Traffic State Estimation Model based on Fuzzy C-Mean Clustering and MDL Using FCD
2019
Collective Interaction Filtering Approach for Detection of Group in Diverse Crowded Scenes
2018
Term Weighting Scheme Effect in Sentiment Analysis of Online Movie Reviews
2018
Collective Interaction Filtering Approach for Detection of Group in Diverse Crowded Scenes
2018
Artificial Neural Networks for Satellite Image Classification of Shoreline Extraction for Land and Water Classes of the North West Coast of Peninsular Malaysia
2018
A Crowd Video Retrieval Framework Using Generic Descriptors
2017
CC_TRS: Continuous Clustering of Trajectory Stream Data based on Micro Cluster Life
2017
Majority Voting of Ensemble Classifiers to Improve Shoreline Extraction of Medium Resolution Satellite Images
2017
Feature Selection Optimization using Hybrid Relief-f with Self-adaptive Differential Evolution
2017
RECOGNIZING COMPLEX HUMAN ACTIVITIES USING HYBRID FEATURE SELECTIONS BASED ON AN ACCELEROMETER SENSOR
2017
ONF-TRS: On-line Noise Filtering Algorithm for Trajectory Segmentation Based on MDL Threshold
2017
Quantitative Validation Assessment in Shorelines Extracted from Image Change Analysis
2017
Hybridization of SLIC and Extra Tree for Object Based Image Analysis in Extracting Shoreline from Medium Resolution Satellite Images
2016
Effective Dimensionality Reduction of Payload-‎Based Anomaly Detection in TMAD Model for ‎HTTP Payload
2016
Comparison of Classification Techniques on Fused Optical and SAR Images for Shoreline Extraction: A Case Study at Northeast Coast of Peninsular Malaysia
2015
Trust Metrics in Recommender Systems: A Survey
2015
A Survey of Anomaly Detection using Data Mining Methods for HTTP Web Services
2014
Integrative Gene Selection with Association Analysis for Microarray Data Classification
2014
Database workload management through CBR and fuzzy based characterization
2013
User Recommendation Algorithm in Social Tagging System based on Hybrid User Trust
2013
Position Score Weighting Technique for Mining Web Content Outliers
2012
Workload Management: A Technology Perspective with respect to Self Characteristics
2012
New Supervised Class Imbalance Method for Highly Imbalanced Video Data Classification
2012
An Integrative Gene Selection with Association Analysis for Microarray Data Classification
2011
Efficient Prime-based Method for Interactive Mining of Frequent Patterns
2011
Intrusion Detection System with Data Mining Approach: A Review
2011
Integrative Gene Selection for Classification of Microarray Data
2010
Dropping down the Maximum Item Set: Improving the Stylometric Authorship Attribution Algorithm in the Text Mining for Authorship Investigation
2010
WebPUM: A Web-based Recommendation System to Predict User Future Movements
2009
A Framework for Intelligent Multi Agent System Based Neural Network Classification Model
2009
Expectation Maximization Clustering Algorithm for User Modeling in Web Usage Mining System
2009
New Supervised Multi Layer Feed Forward Neural Network Model to Accelarate Classification with High Accuracy
2009
A Numerical Method for Frequent Pattern Mining
2009
A Recommender System Approach for Classifying User Navigation Patterns using Longest Common Subsequence Algorithm
2009
Training Process Reduction based on Potential Weights Linear Analysis to Accelerate Back Propagation Network
2009
Computational Stylometric Approach based on Frequent Word and Frequent Pair in the Text Mining Authorship Attribution