Feature selection for high dimensional data: An evolutionary filter approach.
Problem statement: Feature selection is a task of crucial importance for the application of machine learning in various domains. In addition, the recent increase of data dimensionality poses a severe challenge to many existing feature selection approaches with respect to efficiency and effectiveness...
| Main Authors: | Yahya, Anwar Ali, Osman, Addin, Ramli, Abdul Rahman, Balola, Adlan |
|---|---|
| Format: | Article |
| Language: | English English |
| Published: |
Science Publications
2011
|
| Online Access: | http://psasir.upm.edu.my/id/eprint/23508/ http://psasir.upm.edu.my/id/eprint/23508/1/Feature%20selection%20for%20high%20dimensional%20data.pdf |
Similar Items
Using evolutionary algorithms for fitting high-dimensional models to neuronal data
by: Svensson, Carl-Magnus, et al.
Published: (2012)
by: Svensson, Carl-Magnus, et al.
Published: (2012)
Framework of Meta-Heuristic Variable Length Searching for
Feature Selection in High-Dimensional Data
by: Qadir Sara, Tara Othman, et al.
Published: (2023)
by: Qadir Sara, Tara Othman, et al.
Published: (2023)
Robust correlation feature selection based support vector machine approach for high dimensional datasets
by: Baba, Ishaq Abdullahi, et al.
Published: (2025)
by: Baba, Ishaq Abdullahi, et al.
Published: (2025)
Bayesian network approach to classify damages and f -folds feature subset selection method in laminated composite materials
by: Mohamed Addin, Addin Osman, et al.
Published: (2005)
by: Mohamed Addin, Addin Osman, et al.
Published: (2005)
Semantic feature selection for spam filtering
by: Azlina, Narawi
Published: (2010)
by: Azlina, Narawi
Published: (2010)
Feature Selection Method Based On Hybrid Filter-Metaheuristic Wrapper Approach
by: Jothi, Neesha
Published: (2020)
by: Jothi, Neesha
Published: (2020)
Evolutionary-based feature construction with substitution for data summarization using DARA
by: Sia, Florence, et al.
Published: (2012)
by: Sia, Florence, et al.
Published: (2012)
Subspace-based dynamic selection for high-dimensional data
by: Maciel-Guerra, Alexandre
Published: (2022)
by: Maciel-Guerra, Alexandre
Published: (2022)
Optimisation of neural network with simultaneous feature selection and network prunning using evolutionary algorithm
by: Wong, Wei, et al.
Published: (2016)
by: Wong, Wei, et al.
Published: (2016)
An efficient anomaly intrusion detection method with feature selection and evolutionary neural network
by: Sarvari, Samira, et al.
Published: (2020)
by: Sarvari, Samira, et al.
Published: (2020)
High dimensional low sample size data analysis: a probabilistic graphical model based approach for feature extraction and classification
by: Verghese, Sheena Leeza
Published: (2020)
by: Verghese, Sheena Leeza
Published: (2020)
Feature selection via dimensionality reduction for object class recognition
by: Manshor, Noridayu, et al.
Published: (2011)
by: Manshor, Noridayu, et al.
Published: (2011)
Stabilizing high-dimensional prediction models using feature graphs
by: Gopakumar, S., et al.
Published: (2015)
by: Gopakumar, S., et al.
Published: (2015)
Variable selection via SCAD-penalized quantile regression for high-dimensional count data
by: Muhammad Khan, Dost, et al.
Published: (2019)
by: Muhammad Khan, Dost, et al.
Published: (2019)
Filter-based fingerprint feature extraction
by: Amnani, Ali
Published: (2009)
by: Amnani, Ali
Published: (2009)
Feature extraction using two dimensional (2D) legendre wavelet filter for partial iris recognition
by: Muktar, Danlami
Published: (2020)
by: Muktar, Danlami
Published: (2020)
Spam filtering using bayesian technique based on independent feature selection
by: Mohamad, Masurah
Published: (2006)
by: Mohamad, Masurah
Published: (2006)
Genetic-based approach for cue phrase selection in dialogue act recognition
by: Yahya, Anwar Ali, et al.
Published: (2009)
by: Yahya, Anwar Ali, et al.
Published: (2009)
Evolutionary approaches for portfolio optimization
by: Lwin, Khin Thein
Published: (2015)
by: Lwin, Khin Thein
Published: (2015)
Feature selection using law of total variance with fast correlation-based filter
by: Nur Atiqah, Mustapa, et al.
Published: (2023)
by: Nur Atiqah, Mustapa, et al.
Published: (2023)
A Standard Deviation Selection in Evolutionary Algorithm
for Grouper Fish Feed Formulation
by: Soong, Cai Juan, et al.
Published: (2016)
by: Soong, Cai Juan, et al.
Published: (2016)
Comparative study on wavelet filter and thresholding selection for GPS/INS data fusion
by: Hasan, Ahmed M., et al.
Published: (2010)
by: Hasan, Ahmed M., et al.
Published: (2010)
Feature selection for classification of hyperspectral data by SVM
by: Pal, Mahesh, et al.
Published: (2010)
by: Pal, Mahesh, et al.
Published: (2010)
A partition based feature selection approach for mixed data clustering / Ashish Dutt
by: Ashish , Dutt
Published: (2020)
by: Ashish , Dutt
Published: (2020)
Feature selection by mutual information: robust ranking on high- dimension low-sample-size data
by: Chin, Fung Yuen
Published: (2024)
by: Chin, Fung Yuen
Published: (2024)
An approach to filtering duplicate RFID data streams
by: Mahdin, Hairulnizam, et al.
Published: (2010)
by: Mahdin, Hairulnizam, et al.
Published: (2010)
PRODUCT MIX SELECTION USING AN EVOLUTIONARY TECHNIQUE
by: Vasant, Pandian
Published: (2009)
by: Vasant, Pandian
Published: (2009)
Feature Selection using Binary Simulated Kalman Filter for Peak Classification of EEG Signals
by: Badaruddin, Muhammad, et al.
Published: (2018)
by: Badaruddin, Muhammad, et al.
Published: (2018)
Analyses of indexing techniques on uncertain data with high dimensionality
by: Mohammed Lawal, Ma’aruf, et al.
Published: (2020)
by: Mohammed Lawal, Ma’aruf, et al.
Published: (2020)
Robust diagnostics and variable selection procedure based on modified reweighted fast consistent and high breakdown estimator for high dimensional data
by: Baba, Ishaq Abdullahi
Published: (2022)
by: Baba, Ishaq Abdullahi
Published: (2022)
Novel Three Dimensional Bandpassing Block Filters
by: Khoo, Choon Shen
Published: (2012)
by: Khoo, Choon Shen
Published: (2012)
Comparing the legendre wavelet filter and the
gabor wavelet filter for feature extraction based
on iris recognition system
by: Danlami, Muktar, et al.
Published: (2020)
by: Danlami, Muktar, et al.
Published: (2020)
POTENTIAL GROUPER FEED FORMULATION BASED ON EVOLUTIONARY ALGORITHM CONCEPT WITH A UNIQUE SELECTION OPERATOR
by: Soong, Cai Juan, et al.
Published: (2018)
by: Soong, Cai Juan, et al.
Published: (2018)
Trust, trustworthiness and the consensus effect: an
evolutionary approach
by: Adriani, Fabrizio, et al.
Published: (2015)
by: Adriani, Fabrizio, et al.
Published: (2015)
Feature Selection using Angle Modulated Simulated Kalman Filter for Peak Classification of EEG Signals
by: Asrul, Adam, et al.
Published: (2016)
by: Asrul, Adam, et al.
Published: (2016)
Short Text Classification Using An Enhanced Term Weighting Scheme And Filter-Wrapper Feature Selection
by: Alsmadi, Issa Mohammad Ibrahim
Published: (2018)
by: Alsmadi, Issa Mohammad Ibrahim
Published: (2018)
RARE: mining colossal closed itemset in high dimensional data
by: Md Zaki, Fatimah Audah, et al.
Published: (2018)
by: Md Zaki, Fatimah Audah, et al.
Published: (2018)
Frequent itemset mining in high dimensional data: a review
by: Md. Zaki, Fatimah Audah, et al.
Published: (2019)
by: Md. Zaki, Fatimah Audah, et al.
Published: (2019)
Modelling high dimensional paddy production data using copulas
by: Mohd Roslan, Nuranisyha, et al.
Published: (2021)
by: Mohd Roslan, Nuranisyha, et al.
Published: (2021)
Modelling high dimensional paddy production data using copulas
by: Mohd Roslan, Nuranisyha, et al.
Published: (2021)
by: Mohd Roslan, Nuranisyha, et al.
Published: (2021)
Similar Items
-
Using evolutionary algorithms for fitting high-dimensional models to neuronal data
by: Svensson, Carl-Magnus, et al.
Published: (2012) -
Framework of Meta-Heuristic Variable Length Searching for
Feature Selection in High-Dimensional Data
by: Qadir Sara, Tara Othman, et al.
Published: (2023) -
Robust correlation feature selection based support vector machine approach for high dimensional datasets
by: Baba, Ishaq Abdullahi, et al.
Published: (2025) -
Bayesian network approach to classify damages and f -folds feature subset selection method in laminated composite materials
by: Mohamed Addin, Addin Osman, et al.
Published: (2005) -
Semantic feature selection for spam filtering
by: Azlina, Narawi
Published: (2010)