464
Views
37
CrossRef citations to date
0
Altmetric
Original Articles

Feature‐selection ability of the decision‐tree algorithm and the impact of feature‐selection/extraction on decision‐tree results based on hyperspectral data

&
Pages 2993-3010 | Received 16 Aug 2005, Accepted 30 Apr 2007, Published online: 29 Apr 2008

Keep up to date with the latest research on this topic with citation updates for this article.

Read on this site (4)

Md. Hafiz Ahamed, Md. Ali Hossain & Yeahia Sarker. (2023) Dynamic kernel network for hyperspectral image classification. International Journal of Remote Sensing 44:9, pages 2847-2866.
Read now
Frankie K. K. Wong & Tung Fung. (2014) Combining EO-1 Hyperion and Envisat ASAR data for mangrove species classification in Mai Po Ramsar Site, Hong Kong. International Journal of Remote Sensing 35:23, pages 7828-7856.
Read now
Taskin Kavzoglu & Ismail Colkesen. (2013) An assessment of the effectiveness of a rotation forest ensemble for land-use and land-cover mapping. International Journal of Remote Sensing 34:12, pages 4224-4241.
Read now
D. Seyed Javan, H. Rajabi Mashhadi, S. Ashkezari Toussi & M. Rouhani. (2012) On-line Voltage and Power Flow Contingencies Ranking Using Enhanced Radial Basis Function Neural Network and Kernel Principal Component Analysis. Electric Power Components and Systems 40:5, pages 534-555.
Read now

Articles from other publishers (33)

Shubham Joshi, N. V. S. Natteshan, Ravi Rastogi, A. Sampathkumar, V. Pandimurugan & S. Sountharrajan. (2023) A novel artificial intelligence approach to detect the breast cancer using KNNet technique with EPM gene profiling. Functional & Integrative Genomics 23:4.
Crossref
Praveen Kochukrishnan, K. Rameshkumar & S. Srihari. (2023) Piston Slap Condition Monitoring and Fault Diagnosis Using Machine Learning Approach. SAE International Journal of Engines 16:7.
Crossref
Md. Tarek Aziz, S. M. Hasan Mahmud, Md. Fazla Elahe, Hosney Jahan, Md Habibur Rahman, Dip Nandi, Lassaad K. Smirani, Kawsar Ahmed, Francis M. Bui & Mohammad Ali Moni. (2023) A Novel Hybrid Approach for Classifying Osteosarcoma Using Deep Feature Extraction and Multilayer Perceptron. Diagnostics 13:12, pages 2106.
Crossref
Yu Wang, Zhongfeng Qiu, Dongzhi Zhao, Md. Arfan Ali, Chenyue Hu, Yuanzhi Zhang & Kuo Liao. (2023) Automatic Detection of Daytime Sea Fog Based on Supervised Classification Techniques for FY-3D Satellite. Remote Sensing 15:9, pages 2283.
Crossref
Gulei Sui, Hongyong Du, Xiaolin Wang, Bo Chen & Hongxiang Zhu. (2023) Predictive Machine Learning Model for Bottom Hole Flowing and Average Formation Pressure in Underground Gas Storage. Journal of Energy Resources Technology 145:2.
Crossref
Shuguang Wu, Hongyan Wang, Yu Wang & Nanjiang Yan. (2022) Technology Analysis of Network Anomalous Behavior Detection Based on Machine Learning. Technology Analysis of Network Anomalous Behavior Detection Based on Machine Learning.
Issam Attoui. (2022) Novel Fast and Automatic Condition Monitoring Strategy Based on Small Amount of Labeled Data. IEEE Transactions on Systems, Man, and Cybernetics: Systems 52:2, pages 1266-1275.
Crossref
Shuai Yuan, Yanan Sun, Weifeng He, Qianrong Gu, Shi Xu, Zhigang Mao & Shikui Tu. (2022) MSLM-RF: A Spatial Feature Enhanced Random Forest for On-Board Hyperspectral Image Classification. IEEE Transactions on Geoscience and Remote Sensing 60, pages 1-17.
Crossref
Victor E. Staartjes, Julius M. Kernbach, Vittorio Stumpo, Christiaan H. B. van Niftrik, Carlo Serra & Luca Regli. 2022. Machine Learning in Clinical Neuroscience. Machine Learning in Clinical Neuroscience 51 57 .
Andreas Gregoriades, Maria Pampaka, Herodotos Herodotou & Evripides Christodoulou. (2021) Supporting digital content marketing and messaging through topic modelling and decision trees. Expert Systems with Applications 184, pages 115546.
Crossref
Ram Narayan Patro, Subhashree Subudhi, Pradyut Kumar Biswal & Fabio Dell'acqua. (2021) A Review of Unsupervised Band Selection Techniques: Land Cover Classification for Hyperspectral Earth Observation Data. IEEE Geoscience and Remote Sensing Magazine 9:3, pages 72-111.
Crossref
Sudhansu R. Lenka, Sukant Kishoro Bisoy, Rojalina Priyadarshini, Jhalak Hota & Rabindra K. Barik. (2021) An Effective Credit Scoring Model Implementation by Optimal Feature Selection Scheme. An Effective Credit Scoring Model Implementation by Optimal Feature Selection Scheme.
Mohammed Hamim, Ismail El Moudden, Hicham Moutachaouik & Mustapha Hain. (2021) Gene Selection for Cancer Classification: A New Hybrid Filter-C5.0 Approach for Breast Cancer Risk Prediction. Advances in Science, Technology and Engineering Systems Journal 6:1, pages 871-878.
Crossref
Sun Zhifang & Li Yi. (2020) Optimization of Decision Tree Machine Learning Strategy in Data Analysis. Journal of Physics: Conference Series 1693:1, pages 012219.
Crossref
A.H. Houshyaripour & M. Momeni. (2020) Target spectrum based feature selection (TSFS): A new method based on chain coding for target detection problems. Infrared Physics & Technology 109, pages 103429.
Crossref
Adrián Alcolea, Mercedes E. Paoletti, Juan M. Haut, Javier Resano & Antonio Plaza. (2020) Inference in Supervised Spectral Classifiers for On-Board Hyperspectral Imaging: An Overview. Remote Sensing 12:3, pages 534.
Crossref
Pengcheng Zhu, Hong Qian & Tingting Chai. (2019) Research on early fault warning system of coal mills based on the combination of thermodynamics and data mining. Transactions of the Institute of Measurement and Control 42:1, pages 55-68.
Crossref
Mohammed Hamim, Ismail El Moudden, Hicham Moutachaouik & Mustapha Hain. 2020. Smart Applications and Data Analysis. Smart Applications and Data Analysis 165 177 .
Ana I. de Castro, José M. Peña, Jorge Torres-Sánchez, Francisco M. Jiménez-Brenes, Francisco Valencia-Gredilla, Jordi Recasens & Francisca López-Granados. (2019) Mapping Cynodon Dactylon Infesting Cover Crops with an Automatic Decision Tree-OBIA Procedure and UAV Imagery for Precision Viticulture. Remote Sensing 12:1, pages 56.
Crossref
Ram C. Sharma, Keitarou Hara & Hidetake Hirayama. (2017) A Machine Learning and Cross-Validation Approach for the Discrimination of Vegetation Physiognomic Types Using Satellite Based Multispectral and Multitemporal Data. Scientifica 2017, pages 1-8.
Crossref
Alireza Hamedianfar & Helmi Zulhaidi Mohd Shafri. (2016) Integrated approach using data mining-based decision tree and object-based image analysis for high-resolution urban mapping of WorldView-2 satellite sensor data. Journal of Applied Remote Sensing 10:2, pages 025001.
Crossref
Francisco Gutierres, Ana Cláudia Teodoro, Eusébio Reis, Carlos Neto & José Carlos Costa. 2016. Seafloor Mapping along Continental Shelves. Seafloor Mapping along Continental Shelves 69 104 .
Fatemeh Nemati Koutanaei, Hedieh Sajedi & Mohammad Khanbabaei. (2015) A hybrid data mining model of feature selection algorithms and ensemble learning classifiers for credit scoring. Journal of Retailing and Consumer Services 27, pages 11-23.
Crossref
Lei Deng, Ya-nan Yan & Cuizhen Wang. (2015) Improved POLSAR Image Classification by the Use of Multi-Feature Combination. Remote Sensing 7:4, pages 4157-4177.
Crossref
Lei Deng, Ya-nan Yan & Chen Sun. (2015) Use of Sub-Aperture Decomposition for Supervised PolSAR Classification in Urban Area. Remote Sensing 7:2, pages 1380-1396.
Crossref
Avat Shekoofa, Yahya Emam, Navid Shekoufa, Mansour Ebrahimi & Esmaeil Ebrahimie. (2014) Determining the Most Important Physiological and Agronomic Traits Contributing to Maize Grain Yield through Machine Learning Algorithms: A New Avenue in Intelligent Agriculture. PLoS ONE 9:5, pages e97288.
Crossref
Jili Li, Baoxin Hu & Thomas L. Noland. (2013) Classification of tree species based on structural features derived from high density LiDAR data. Agricultural and Forest Meteorology 171-172, pages 104-114.
Crossref
Na Sun & Yanfeng Guo. (2012) A Modified Incremental Learning Approach for Data Stream Classification. A Modified Incremental Learning Approach for Data Stream Classification.
Rongqun Zhang & Daolin Zhu. (2011) Study of land cover classification based on knowledge rules using high-resolution remote sensing images. Expert Systems with Applications 38:4, pages 3647-3652.
Crossref
Eduardo E. Maeda, Gustavo F.B. Arcoverde, Petri K.E. Pellikka & Yosio E. Shimabukuro. (2011) Fire risk assessment in the Brazilian Amazon using MODIS imagery and change vector analysis. Applied Geography 31:1, pages 76-84.
Crossref
Yong Lei, Zhisheng Zhang & Jionghua Jin. (2010) Automatic Tonnage Monitoring for Missing Part Detection in Multi-Operation Forging Processes. Journal of Manufacturing Science and Engineering 132:5.
Crossref
Eduardo Eiji Maeda, Antonio Roberto Formaggio, Yosio Edemir Shimabukuro, Gustavo Felipe Balué Arcoverde & Matthew C. Hansen. (2009) Predicting forest fire in the Brazilian Amazon using MODIS imagery and artificial neural networks. International Journal of Applied Earth Observation and Geoinformation 11:4, pages 265-272.
Crossref
Mahesh Pal. (2009) Margin-based feature selection for hyperspectral data. International Journal of Applied Earth Observation and Geoinformation 11:3, pages 212-220.
Crossref

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.