A Pragmatic Framework for Component (Source Code) Retieval / (Record no. 615952)

000 -LEADER
fixed length control field 01564nam a22001697a 4500
003 - CONTROL NUMBER IDENTIFIER
control field NUST
082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 005.1,BIB
100 ## - MAIN ENTRY--PERSONAL NAME
Personal name Bibi, Nazia
9 (RLIN) 4781
245 ## - TITLE STATEMENT
Title A Pragmatic Framework for Component (Source Code) Retieval /
Statement of responsibility, etc. Nazia Bibi
260 ## - PUBLICATION, DISTRIBUTION, ETC.
Place of publication, distribution, etc. Rawalpindi,
Name of publisher, distributor, etc. MCS (NUST),
Date of publication, distribution, etc. 2024
300 ## - PHYSICAL DESCRIPTION
Extent xxii, 296 p
505 ## - FORMATTED CONTENTS NOTE
Formatted contents note In software development, the availability of useful and adaptable programming components<br/>or source codes is crucial. Traditional information retrieval techniques fall short in<br/>code search, as these require bridging the semantic gap between source code and natural<br/>language based queries for search. This dissertation tackles the challenge of code search<br/>in software development by offering a code retrieval framework that offers solutions based<br/>on ontologies, machine learning, and deep learning techniques. The proposed framework<br/>uses ontologies for source code search, a machine learning-based ranking schema, and<br/>advanced methods such as graph neural networks and Bi-LSTM-based neural attention.<br/>The evaluation results demonstrates the effectiveness of our approach through extensive<br/>experimentation with benchmark datasets to produce improved performance compared<br/>to existing methods. Based on our results, we can claim that software developers who<br/>want to speed up development and reduce the development cost can use the proposed<br/>framework.
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element PhD Computer Software Engineering Thesis
9 (RLIN) 132801
651 ## - SUBJECT ADDED ENTRY--GEOGRAPHIC NAME
Geographic name PhD CSE Thesis
9 (RLIN) 132802
700 ## - ADDED ENTRY--PERSONAL NAME
Personal name Supervised by Dr. Tauseef Ahmed Rana
9 (RLIN) 132927
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Source of classification or shelving scheme
Koha item type Thesis
Holdings
Withdrawn status Lost status Source of classification or shelving scheme Damaged status Not for loan Permanent Location Current Location Shelving location Date acquired Total Checkouts Full call number Barcode Date last seen Price effective from Koha item type Public note
          Military College of Signals (MCS) Military College of Signals (MCS) Thesis 01/27/2026   005.1,BIB MCSPhD CSE-24 01/27/2026 01/27/2026 Thesis Almirah No.68, Shelf No.6
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