MARC details
| 000 -LEADER |
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| fixed length control field |
02299nam a22003373a 4500 |
| 001 - CONTROL NUMBER |
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| control field |
UPMIN-00005727661 |
| 003 - CONTROL NUMBER IDENTIFIER |
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| control field |
UPMIN |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
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| control field |
20221212155427.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
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| fixed length control field |
221212b |||||||| |||| 00| 0 eng d |
| 040 ## - CATALOGING SOURCE |
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| Original cataloging agency |
DLC |
| Transcribing agency |
UPMin |
| Modifying agency |
upmin |
| 041 ## - LANGUAGE CODE |
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| Language code of text/sound track or separate title |
eng |
| 090 #0 - LOCALLY ASSIGNED LC-TYPE CALL NUMBER (OCLC); LOCAL CALL NUMBER (RLIN) |
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| Classification number (OCLC) (R) ; Classification number, CALL (RLIN) (NR) |
LG 993.5 2011 |
| Local cutter number (OCLC) ; Book number/undivided call number, CALL (RLIN) |
A64 C83 |
| 100 ## - MAIN ENTRY--PERSONAL NAME |
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| Personal name |
Cubelo, Julius Voltaire Rommel II G. |
| 9 (RLIN) |
727 |
| 245 ## - TITLE STATEMENT |
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| Title |
Firefly algorithm applied in data clustering / |
| Statement of responsibility, etc. |
Julius Voltaire Rommel G. Cubelo II. |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. |
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| Date of publication, distribution, etc. |
2011 |
| 300 ## - PHYSICAL DESCRIPTION |
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| Extent |
77 leaves. |
| 500 ## - GENERAL NOTE |
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| General note |
Thesis, Undergraduate (BS Applied Mathematics)-U.P. Mindanao |
| 520 3# - SUMMARY, ETC. |
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| Summary, etc. |
Clustering is the assignment of a set of observations into subsets, known as clusters, so that observations in the same cluster are similar in some sense and observations in different clusters are dissimilar in the same sense. Firefly algorithm is a metaheuristic algorithm, inspired by the flashing behavior of fireflies, which operates through the use of a firefly's flash acting as a signal system to attract other fireflies. Although the firefly algorithm was found to be promising in optimization problems, its performance in clustering problems is still not known. Thus, this study, a clustering technique base on the firefly algorithm was formulated. Its effectiveness in clustering data sets was based on the quantization error. In this study, different values were tested for the random step size alpha for its parameter settings; it was found out that the quantization error decreases if the value of alpha is increased. Results showed that although the firefly algorithm performed better than the particle swarm optimization, it was not able to generate a quantization error lower than that of multi-elitist particle swarm optimization-tabu search. In order to improve firefly algorithm, further studies are still needed to explore the potential of firefly algorithm in data clustering. |
| 650 17 - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical term or geographic name entry element |
Clustering. |
| 9 (RLIN) |
366 |
| 650 17 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Firefly algorithm. |
| 9 (RLIN) |
728 |
| 650 17 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Metaheuristic. |
| 9 (RLIN) |
729 |
| 650 17 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Quantization error. |
| 9 (RLIN) |
730 |
| 650 17 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Swarm optimization. |
| 9 (RLIN) |
731 |
| 650 17 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Fireflies. |
| 9 (RLIN) |
732 |
| 650 17 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Optimization. |
| 9 (RLIN) |
733 |
| 650 17 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Multi-ellitist particle. |
| 9 (RLIN) |
734 |
| 658 ## - INDEX TERM--CURRICULUM OBJECTIVE |
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| Main curriculum objective |
Undergraduate Thesis |
| Curriculum code |
AMAT200 |
| 905 ## - LOCAL DATA ELEMENT E, LDE (RLIN) |
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| a |
Fi |
| 905 ## - LOCAL DATA ELEMENT E, LDE (RLIN) |
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| a |
UP |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) |
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| Source of classification or shelving scheme |
Library of Congress Classification |
| Koha item type |
Thesis |
