Data clustering system on categorical data using modified K-modes clustering algorithms / (Record no. 2464)
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000 -LEADER | |
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fixed length control field | 01882nam a22002893a 4500 |
001 - CONTROL NUMBER | |
control field | UPMIN-00004810092 |
003 - CONTROL NUMBER IDENTIFIER | |
control field | UPMIN |
005 - DATE AND TIME OF LATEST TRANSACTION | |
control field | 20221024173505.0 |
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
fixed length control field | 221024b |||||||| |||| 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 2009 |
Local cutter number (OCLC) ; Book number/undivided call number, CALL (RLIN) | C6 P37 |
100 ## - MAIN ENTRY--PERSONAL NAME | |
Personal name | Parreño, Cherry Lyn N. |
245 ## - TITLE STATEMENT | |
Title | Data clustering system on categorical data using modified K-modes clustering algorithms / |
Statement of responsibility, etc. | Cherry Lyn N. Parreño |
260 ## - PUBLICATION, DISTRIBUTION, ETC. | |
Date of publication, distribution, etc. | 2009 |
300 ## - PHYSICAL DESCRIPTION | |
Extent | 63 leaves. |
502 ## - DISSERTATION NOTE | |
Dissertation note | Thesis (BS Computer Science) -- University of the Philippines Mindanao, 2009 |
520 3# - SUMMARY, ETC. | |
Summary, etc. | This study focused on implementing a system which clusters categorical data with or without missing values using two modified K-modes algorithms namely, the available case analysis and the adaptive imputation. Files with .txt extensions are the only ones accepted the system. The file or data set must only contain the data points or the instances of a given data. The original K-modes algorithm was first implemented and then modified according to the available case analysis algorithm and adaptive imputation algorithm. The available case analysis has a modified distance measure and computation for the few cluster centers to cater data sets with missing values. The adaptive imputation also has a different dissimilarity measure and computation for the new cluster center; it applied imputation on the data during the first iteration. The results were displayed in tabular form along with its final cluster centers. File uploading was made available in the system for the users ease. It can upload at most four data sets at a time |
650 17 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name entry element | Categorical data |
650 17 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name entry element | Clustering |
650 17 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name entry element | K-modes algorithm |
650 17 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name entry element | Missing values |
658 ## - INDEX TERM--CURRICULUM OBJECTIVE | |
Main curriculum objective | Undergraduate Thesis |
Curriculum code | CMSC200, |
Source of term or code | BSCS |
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 |
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 | Koha item type |
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Library of Congress Classification | Not For Loan | Preservation Copy | University Library | University Library | Archives and Records | 2010-07-06 | donation | UAR-T-gd1594 | LG993.5 2010 C6 P37 | 3UPML00033247 | 2022-10-05 | Thesis | ||||
Library of Congress Classification | Not For Loan | College of Science and Mathematics | University Library | General Reference | 2010-05-13 | donation | CSM-T-gd2287 | LG993.5 2009 C6 P37 | 3UPML00012601 | 2022-10-05 | Thesis |