| Naslov: | Meta-heuristic algorithms to improve fuzzy C-means and K-means clustering for location allocation of telecenters under e-governance in developing nations |
|---|
| Avtorji: | Gupta, Rajan (Avtor)
Muttoo, Sunil K. (Avtor)
Pal, Saibal K. (Avtor) |
|---|
| Datoteke: |  http://doi.org/10.5391/IJFIS.2019.19.4.290
|
|---|
| Jezik: | Angleški jezik |
|---|
| Vrsta gradiva: | Neznano () |
|---|
| Tipologija: | 1.01 - Izvirni znanstveni članek |
|---|
| Organizacija: | UNG - Univerza v Novi Gorici |
|---|
| Opis: | The telecenter, popularly known as the rural kiosk or common service center, is an important building block for the improvement of e-governance in developing nations as they help in better citizen engagement. Setting up of these centers at appropriate locations is a challenging task; inappropriate locations can lead to a huge loss to the government and allied stakeholders. This study proposes the use of various meta-heuristic algorithms (particle swarm optimization, bat algorithm, and ant colony optimization) for the improvement of traditional clustering approaches (K-means and fuzzy C-means) used in the facility location allocation problem and maps them for the betterment of telecenter location allocation. A dataset from the Indian region was considered for the purpose of this experiment. The performance of the algorithms when applied to traditional facility location allocation problems such as set-cover, P-median, and the P-center problem was investigated, and it was found that their efficiency improved by 20%–25% over that of existing algorithms. |
|---|
| Ključne besede: | ant colony optimization, bat algorithm, common service center, e-governance, fuzzy clustering, meta-heuristic algorithm, particle swarm optimization |
|---|
| Leto izida: | 2019 |
|---|
| Št. strani: | str. 290-298 |
|---|
| Številčenje: | no. 4, Vol. 19 |
|---|
| COBISS_ID: | 57967619  |
|---|
| UDK: | 004 |
|---|
| ISSN pri članku: | 2093-744X |
|---|
| URN: | URN:SI:UNG:REP:LKE8DYU1 |
|---|
| DOI: | 10.5391/IJFIS.2019.19.4.290 |
|---|
| Število ogledov: | 1238 |
|---|
| Število prenosov: | 7 |
|---|
| Metapodatki: |     |
|---|
| Področja: | Gradivo ni uvrščeno v področja. |
|---|
|
:
|
|
|---|
| | | | Skupna ocena: | (0 glasov) |
|---|
| Vaša ocena: | Ocenjevanje je dovoljeno samo prijavljenim uporabnikom. |
|---|
Postavite miškin kazalec na naslov za izpis povzetka. Klik na naslov izpiše
podrobnosti ali sproži prenos. |