AI SearchThe back-propagation scheme in data classification : (Record no. 10452)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 03368nam a2200445 4500 |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20260817170959.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 030698 th eng |
| 035 ## - SYSTEM CONTROL NUMBER | |
| System control number | .b10104628 |
| 099 #9 - LOCAL FREE-TEXT CALL NUMBER (OCLC) | |
| Classification number | AIT Thesis no. CS-92-10 |
| 100 1# - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Juneja, Hursh |
| 245 14 - TITLE STATEMENT | |
| Title | The back-propagation scheme in data classification : |
| Remainder of title | software and empirical guidelines |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. | |
| Place of publication, distribution, etc. | Bangkok : |
| Name of publisher, distributor, etc. | Asian Institute of Technology, |
| Date of publication, distribution, etc. | 1992 |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | 105 leaves |
| 490 1# - SERIES STATEMENT | |
| Series statement | Thesis ; |
| Volume/sequential designation | no. CS-92-10 |
| 500 ## - GENERAL NOTE | |
| General note | A thesis submitted in partial fulfillment of the requirement for the degree of Master of Engineering, School of Engineering and Technology |
| 502 ## - DISSERTATION NOTE | |
| Dissertation note | Thesis (M.Eng.) - Asian Institute of Technology, 1992 |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc. | The present study explores the applicability of Neural Networks to the problem of classification which is of great importance in many areas. For this purpose, a common neural network with back propagation aigorithm was used. First of all, a fully menu-driven and user friendly software package was developed to facilitate the application of this type of networks. It caters to numerical data input and is a fas~ high precision tool for neural network training. From a careful comparative study, it was found that for both normal and non-normal data, neural networks can result in better classification accuracy as comp{u00A5}ed to classical statistical methods, the latter being based on the assumption of an underlying data distribution. An attempt has also been made to formulate some guieielines to answer the questions regarding selection of a suitable learning rate and changing of thi ~ rate for faster convergence while training without any modifications to the training software. A third guideline has been proposed to decide the extent of training itself. All these can be achieved by careful examination of error and actual output curves of the training. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Neural networks (Computer science) |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Information storage and retrieval systems |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Huynh, Ngoc Phien, |
| Relator term | Chairperson |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Sadananda, Ramakoti, |
| Relator term | Examination Committee |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Nagarur, Nagendra N., |
| Relator term | Examination Committee |
| 710 2# - ADDED ENTRY--CORPORATE NAME | |
| Corporate name or jurisdiction name as entry element | The Government Of Norway, |
| Relator term | Scholarship Donor |
| 810 2# - SERIES ADDED ENTRY--CORPORATE NAME | |
| Corporate name or jurisdiction name as entry element | Asian Institute of Technology. |
| Title of a work | Thesis ; |
| Volume/sequential designation | no. CS-92-10 |
| 856 ## - ELECTRONIC LOCATION AND ACCESS | |
| Materials specified | Full-Text |
| Uniform Resource Identifier | <a href="http://203.159.5.9/ait-thesis/detail.php?q=B16613">http://203.159.5.9/ait-thesis/detail.php?q=B16613</a> |
| 907 ## - LOCAL DATA ELEMENT G, LDG (RLIN) | |
| a | .b10104628 |
| b | mnait |
| c | v |
| 902 ## - LOCAL DATA ELEMENT B, LDB (RLIN) | |
| a | 250325 |
| 998 ## - LOCAL CONTROL INFORMATION (RLIN) | |
| Operator's initials, OID (RLIN) | 2 |
| Cataloger's initials, CIN (RLIN) | 951012 |
| First date, FD (RLIN) | m |
| -- | a |
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| 945 ## - LOCAL PROCESSING INFORMATION (OCLC) | |
| l | mnait |
| 945 ## - LOCAL PROCESSING INFORMATION (OCLC) | |
| l | mnait |
| 945 ## - LOCAL PROCESSING INFORMATION (OCLC) | |
| l | mnarc |
| 945 ## - LOCAL PROCESSING INFORMATION (OCLC) | |
| l | mnarc |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Koha item type | 20-AIT Publication |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Koha item type | 40-Archives |
| 909 ## - LOCAL ITEMS USED | |
| Barcode | Barcode : 30050003100533 |
| CREATED | CREATED : 1994-05-16 |
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| CREATED | CREATED : 1994-05-16 |
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| Barcode | Barcode : 30050120357420 |
| CREATED | CREATED : 2016-10-06 |
| RECORD Id | RECORD # : i13032483 |
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| CREATED | CREATED : 2019-11-25 |
| RECORD Id | RECORD # : i13233506 |
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| Withdrawn status | Lost status | Damaged status | Not for loan | Home library | Current library | Shelving location | Date acquired | Total checkouts | Full call number | Barcode | Date last seen | Copy number | Price effective from | Koha item type | Cost, normal purchase price |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Available for Loans | Asian Institute of Technology Library | Asian Institute of Technology Library | AIT Publications | 17/08/2026 | AIT Thesis no. CS-92-10 | 30050003100533 | 17/08/2026 | 1 | 17/08/2026 | 20-AIT Publication | |||||
| Available for Loans | Asian Institute of Technology Library | Asian Institute of Technology Library | AIT Publications | 17/08/2026 | AIT Thesis no. CS-92-10 | 30050003100541 | 17/08/2026 | 2 | 17/08/2026 | 20-AIT Publication | |||||
| Available for Loans | Asian Institute of Technology Library | Asian Institute of Technology Library | Archives | 17/08/2026 | AIT Thesis no. CS-92-10 | 30050120357420 | 17/08/2026 | 17/08/2026 | 40-Archives | ||||||
| Available for Loans | Asian Institute of Technology Library | Asian Institute of Technology Library | Archives | 17/08/2026 | AIT Thesis no. CS-92-10 | 30050120919443 | 17/08/2026 | 3 | 17/08/2026 | 20-AIT Publication | 50.00 |