Fuzzy Jaccard similarity approach in handling missing values for randomly amplified polymorphic DNA (RAPD) analysis / (Record no. 2236)

MARC details
000 -LEADER
fixed length control field 02822nam a22003733a 4500
001 - CONTROL NUMBER
control field UPMIN-00003211640
003 - CONTROL NUMBER IDENTIFIER
control field UPMIN
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20230316103908.0
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 230213b |||||||| |||| 00| 0 eng d
040 ## - CATALOGING SOURCE
Original cataloging agency DLC
Transcribing agency UPMin
Modifying agency upmin
041 ## - LANGUAGE CODE
Language code of text/sound track or separate title eng
090 #0 - LOCALLY ASSIGNED LC-TYPE CALL NUMBER (OCLC); LOCAL CALL NUMBER (RLIN)
Classification number (OCLC) (R) ; Classification number, CALL (RLIN) (NR) LG993.5 2008
Local cutter number (OCLC) ; Book number/undivided call number, CALL (RLIN) A64 U23
100 ## - MAIN ENTRY--PERSONAL NAME
Personal name Ubas, Apple Grace Otero.
9 (RLIN) 2397
245 ## - TITLE STATEMENT
Title Fuzzy Jaccard similarity approach in handling missing values for randomly amplified polymorphic DNA (RAPD) analysis /
Statement of responsibility, etc. Apple Grace Otero Ubas
260 ## - PUBLICATION, DISTRIBUTION, ETC.
Date of publication, distribution, etc. 2008
300 ## - PHYSICAL DESCRIPTION
Extent 82 leaves.
502 ## - DISSERTATION NOTE
Dissertation note Thesis (BS Applied Mathematics) -- University of the Philippines Mindanao, 2008
520 3# - SUMMARY, ETC.
Summary, etc. In RAPD analyses, ambiguous hands are discarded as missing values. The missing values in RAPD data add the complexity to the clustering of organisms. One way of dealing with the missing values in RAPD analyses is to tolerate the ambiguity of the bands that are considered missing. In this study, this was done by the introduction of the concept of fuzziness. It was proposed that an analyst may opt to score bands with values with in the interval [0,1]. The fuzzy interpretation of RAPD experiments requires the use of appropriate similarity measures. In this light, three fuzzy Jaccard similarity coefficients were presented and applied to three RAPD data sets with scores. The performance of the three fuzzy Jaccard similarity measures were evaluated and compared to those of zero replacement, KNN, and the modified Jaccard similarity approach in terms of their ability in recovering the similarity matrices and dendrograms of the data sets used in the study. The Spearman rank correlation index was used to measure the performance of the methods at the similarity matrix level, while the Symmetric Difference was used at the clustering level. Results of the study showed that the fuzzy Jaccard similarity measures had generally performed almost as good as the KNN method at almost all levels of missing value incidence at both the similarity matrix and dendogram levels. Moreover, the fuzzy similarity measures outperformed the zero replacement and the modified Jaccard similarity approaches in handling RAPD data missing values.
650 17 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Fuzzy sets.
9 (RLIN) 2398
650 17 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Hierarchical clustering.
9 (RLIN) 1294
650 17 - SUBJECT ADDED ENTRY--TOPICAL TERM
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 Jaccard similarity coefficients.
9 (RLIN) 2399
650 17 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element k-nearest neighbors.
9 (RLIN) 2400
650 17 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Missing values.
9 (RLIN) 990
650 17 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Modified Jaccard similarity coefficients.
9 (RLIN) 2401
650 17 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Zero replacements.
9 (RLIN) 2402
650 17 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element RAPD (Randomly Amplified Polymorphic DNA)
9 (RLIN) 2403
650 17 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element UPGMA (Unweighted Pair Group Mean Average)
9 (RLIN) 2404
650 17 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Clustering algorithms.
9 (RLIN) 2405
658 ## - INDEX TERM--CURRICULUM OBJECTIVE
Main curriculum objective Undergraduate Thesis
Curriculum code AMAT200,
Source of term or code BSAM
905 ## - LOCAL DATA ELEMENT E, LDE (RLIN)
a Fi
905 ## - LOCAL DATA ELEMENT E, LDE (RLIN)
a UP
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Source of classification or shelving scheme Library of Congress Classification
Koha item type Thesis
Holdings
Withdrawn status Lost status Source of classification or shelving scheme Damaged status Status Collection Home library Current library Shelving location Date acquired Source of acquisition Accession Number Total Checkouts Full call number Barcode Date last seen Price effective from Koha item type
    Library of Congress Classification   Not For Loan Preservation Copy University Library University Library Archives and Records 2009-01-12 donation UAR-T-gd1204   LG993.5 2008 A64 U23 3UPML00032447 2022-10-05 2022-10-05 Thesis
    Library of Congress Classification   Not For Loan Room-Use Only College of Science and Mathematics University Library Theses 2008-06-25 donation CSM-T-gd1948   LG993.5 2008 A64 U23 3UPML00012182 2022-10-05 2022-10-05 Thesis
 
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