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All Journal Jurnal Elektronika dan Telekomunikasi
Tajul Miftahushudur
Indonesian Institute of Sciences, Indonesia
Electrical & Electronics Engineering Engineering

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Preface Vol 15 No 2 Tajul Miftahushudur
Jurnal Elektronika dan Telekomunikasi Vol 15, No 2 (2015)
Publisher : LIPI Press

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Infinite Latent Feature Selection Technique for Hyperspectral Image Classification Tajul Miftahushudur; Chaeriah Bin Ali Wael; Teguh Praludi
Jurnal Elektronika dan Telekomunikasi Vol 19, No 1 (2019)
Publisher : LIPI Press

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.14203/jet.v19.32-37

Abstract

The classification process is one of the most crucial processes in hyperspectral imaging. One of the limitations in classification process using machine learning technique is its complexities, where hyperspectral image format has a thousand band that can be used as a feature for learning purpose. This paper presents a comparison between two feature selection technique based on probability approach that not only can tackle the problem, but also improve accuracy. Infinite Latent Feature Selection (ILFS) and Relief Techniques are implemented in a hyperspectral image to select the most important feature or band before applied in Support Vector Machine (SVM). The result showed ILFS technique can improve classification accuracy better than Relief (92.21% vs. 88.10%). However, Relief can extract less feature to reach its best accuracy with only 6 features compared with ILFS with 9.
Preface Vol 14 No 1 Tajul Miftahushudur
Jurnal Elektronika dan Telekomunikasi Vol 14, No 1 (2014)
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Appendix Vol 15 No 2 Tajul Miftahushudur
Jurnal Elektronika dan Telekomunikasi Vol 15, No 2 (2015)
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Appendix Vol. 17 No. 2 Tajul Miftahushudur
Jurnal Elektronika dan Telekomunikasi Vol 17, No 2 (2017)
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Appendix Vol 14 No 1 Tajul Miftahushudur
Jurnal Elektronika dan Telekomunikasi Vol 14, No 1 (2014)
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Back Cover Vol 15 No 2 Tajul Miftahushudur
Jurnal Elektronika dan Telekomunikasi Vol 15, No 2 (2015)
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Preface Vol. 18 No. 2 Tajul Miftahushudur
Jurnal Elektronika dan Telekomunikasi Vol 18, No 2 (2018)
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Back Cover Vol 14 No 1 Tajul Miftahushudur
Jurnal Elektronika dan Telekomunikasi Vol 14, No 1 (2014)
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Front Cover Vol. 17 No. 2 Tajul Miftahushudur
Jurnal Elektronika dan Telekomunikasi Vol 17, No 2 (2017)
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Co-Authors Chaeriah Bin Ali Wael Teguh Praludi