IMPROVING PSEUDO RELEVANCE FEEDBACK WITH TERM RELATIONSHIP USING FIREFLY ALGORITHM
The availability of land that tends to be fixed and accompanied by an increasing rate of population growth from year to year can affect humans in utilizing the surrounding land to meet their daily needs. Changes in land cover can occur if land use is not in accordance with the initial designation...
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id-itb.:481812020-06-27T14:20:14ZIMPROVING PSEUDO RELEVANCE FEEDBACK WITH TERM RELATIONSHIP USING FIREFLY ALGORITHM Afifatul Mustafidah, Safriana Teknik (Rekayasa, enjinering dan kegiatan berkaitan) Indonesia Final Project land cover change, GW-BLR, optimum bandwidth INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/48181 The availability of land that tends to be fixed and accompanied by an increasing rate of population growth from year to year can affect humans in utilizing the surrounding land to meet their daily needs. Changes in land cover can occur if land use is not in accordance with the initial designation (natural conditions) of the land. One example of land cover changes that occurred in the area of West Java Province was when in 2005 a land which was originally a field or moor turned into a residential area in 2010. The phenomenon of land cover changes that occur can be modeled using spatial regression methods, one of which is Geographically Weighted-Binary Logistic Regression (GW-BLR). This spatial regression method can model the phenomenon of land cover changes that are binary (change or not change) while still considering variations in local characteristics possessed by each region. In using the GW-BLR method, determining the optimum bandwidth value is very important in order to produce an estimation model that is sufficient to represent land cover changes that occur. The results of this study indicate that land cover changes that occur at each observation point in the area of West Java Province have optimum bandwidth values that vary from a range of 17-1,000 points with an overall accuracy value of 90.37%. This indicates that land cover changes that occurred in the area of West Java Province have a variety of different local characteristics. The value of 45 can be the optimum bandwidth for all observations of land cover changes in the area of West Java Province with an overall accuracy value of 90.09%. text |
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Teknik (Rekayasa, enjinering dan kegiatan berkaitan) Afifatul Mustafidah, Safriana IMPROVING PSEUDO RELEVANCE FEEDBACK WITH TERM RELATIONSHIP USING FIREFLY ALGORITHM |
description |
The availability of land that tends to be fixed and accompanied by an increasing rate
of population growth from year to year can affect humans in utilizing the surrounding
land to meet their daily needs. Changes in land cover can occur if land use is not in
accordance with the initial designation (natural conditions) of the land. One example
of land cover changes that occurred in the area of West Java Province was when in
2005 a land which was originally a field or moor turned into a residential area in 2010.
The phenomenon of land cover changes that occur can be modeled using spatial
regression methods, one of which is Geographically Weighted-Binary Logistic
Regression (GW-BLR). This spatial regression method can model the phenomenon of
land cover changes that are binary (change or not change) while still considering
variations in local characteristics possessed by each region. In using the GW-BLR
method, determining the optimum bandwidth value is very important in order to
produce an estimation model that is sufficient to represent land cover changes that
occur. The results of this study indicate that land cover changes that occur at each
observation point in the area of West Java Province have optimum bandwidth values
that vary from a range of 17-1,000 points with an overall accuracy value of 90.37%.
This indicates that land cover changes that occurred in the area of West Java Province
have a variety of different local characteristics. The value of 45 can be the optimum
bandwidth for all observations of land cover changes in the area of West Java Province
with an overall accuracy value of 90.09%. |
format |
Final Project |
author |
Afifatul Mustafidah, Safriana |
author_facet |
Afifatul Mustafidah, Safriana |
author_sort |
Afifatul Mustafidah, Safriana |
title |
IMPROVING PSEUDO RELEVANCE FEEDBACK WITH TERM RELATIONSHIP USING FIREFLY ALGORITHM |
title_short |
IMPROVING PSEUDO RELEVANCE FEEDBACK WITH TERM RELATIONSHIP USING FIREFLY ALGORITHM |
title_full |
IMPROVING PSEUDO RELEVANCE FEEDBACK WITH TERM RELATIONSHIP USING FIREFLY ALGORITHM |
title_fullStr |
IMPROVING PSEUDO RELEVANCE FEEDBACK WITH TERM RELATIONSHIP USING FIREFLY ALGORITHM |
title_full_unstemmed |
IMPROVING PSEUDO RELEVANCE FEEDBACK WITH TERM RELATIONSHIP USING FIREFLY ALGORITHM |
title_sort |
improving pseudo relevance feedback with term relationship using firefly algorithm |
url |
https://digilib.itb.ac.id/gdl/view/48181 |
_version_ |
1822000046007123968 |