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Software Maintenance Prediction: An Architecture Perspective

Thesis Info

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Author

Sajid Anwar

Program

PhD

Institute

National University of Computer and Emerging Sciences

City

Islamabad

Province

Islamabad

Country

Pakistan

Thesis Completing Year

2010

Thesis Completion Status

Completed

Subject

Computer Science

Language

English

Link

http://prr.hec.gov.pk/jspui/handle/123456789/788

Added

2021-02-17 19:49:13

Modified

2024-03-24 20:25:49

ARI ID

1676727837103

Similar


Every successful software product is required to be maintained at some later stage of its life cycle. This maintenance is constrained in different ways by its cost, lead-time, and quality. These constraints are not always straightforward enough to be precisely quantified and understood. If a company can predict the maintenance in advance it can plan its business accordingly. This can be attributed to software engineer’s ability to model the predicted maintenance effort required early in the development cycle. The customers now have keen interest in software quality requirements (i.e. quality attributes (QAs)), like maintainability, reliability, performance, and flexibility too. Therefore, the maintenance may be required from the product’s functionality or its quality point of view. Software architecture is an excellent vehicle to showcase the changes, especially related to QAs that take place over the time. The QAs are interlinked with each other that make the maintenance effort estimation more complex. Unless, we have effective maintenance profiles maintained from very early in the development cycle, it is quite difficult to achieve quality according to customer satisfaction. In this thesis, efforts have been made to identify mechanisms which ensure early maintenance prediction. Software architecture, in our opinion, is one such artifact which can effectively be used to address the above mentioned problems. Software architecture has assumed greater significance over the past two decades as an artifact which not only plays vital role in development of quality software but also in its maintenance and up gradation. In this thesis a methodology for prediction of software system’s maintenance based upon their software architecture design has been defined. As a secondary step the thesis also presents a complete methodology for ripple effect analysis based on quality attribute in order to cover the maintenance of software quality in addition to its functionality. The proposed method enables us to predict the overall maintenance effort quite early in the software development life cycle and provides an insight whether the components will remain consistent after the change or it will be come fluent and inconsistent. The proposed method can also help in better understandability of the software and consequently more reliable early planning.
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جگرؔ مرادآبادی

جگرؔ مراد آبادی
افسوس ہے کہ بزم شاعری کی وہ شمع جو ایک عرصہ سے جھلملا رہی تھی، بالآخر خاموش ہوگئی، جناب جگرؔ مراد آبادی نے ۹؍ ستمبر کو گونڈہ میں انتقال کیا، وہ صحیح معنوں میں اس دور کے رئیس المتغزلین تھے، غزل مدتوں سے جسم بے جان ہورہی تھی، سب سے پہلے حسرتؔ کی مسیحائی نے اس میں جان ڈالی پھر فانیؔ، اصغرؔ اور جگرؔ نے اس کو سنوارا، یہ چاروں غزل کے ارکان اربعہ تھے، لیکن جگر نے اس کا رنگ ایسا نکھارا کہ ان کا طرز تعزل غزل گوئی کا معیار قرار پایا، انھوں نے تغزل کو اس درجہ تک پہنچادیا ہے کہ مستقبل قریب میں ان کے جیسا غزل گو پیدا ہونے کی امید نہیں، ان کا طرز اس قدر مقبول ہوا کہ نئے شعراء کی پوری نسل اس سے متاثر ہوئی اور نہ صرف تغزل بلکہ جگر کے ترنم، وضع قطع حتی کہ شاعرانہ لاابالی پن کی بھی تقلید کی جانے لگی اردو شاعری کی تاریخ میں کسی شاعر کو اپنی زندگی میں شائد ہی اتنی مقبولیت حاصل ہوئی ہو اور اس کا اتنا ہمہ گیر اثر پڑا ہو۔
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Tradition and Modernity within Islamic Civilization

Colonialism has impacted on Islamic Law as well as Islamic civilization. Islam has a dissonant relationship with modernity in that it agrees with central aspects of this epochal phenomenon and parts ways with others. The compatibility issues were raised by the Muslim thinkers. Many Muslim scholars have contributed to give an original understanding of message of Islam detached from sectarian influences. Traditions are considered to be the vehicle for the transference of factors to modernity with a strong role in determining power and culture of a civilization. Thus, they pave the way for the power tools of a civilization. The theories of Muslim scholars from Asia and Egypt are discussed to elaborate the Muslim understanding of facing the challenges of modernity. The contemporary scholars’ views are also added with an analysis of their observation on compatibility of Islam with modern era challenges and the criticism on it due to their modernity conception.

Molecular Genetic Characterization of Breast Cancer in Pakistani Population

Breast cancer has been identified as the most common malignancy among Pakistani women, accounting for 34.6% of all female cancers. Around 80-90% cases are sporadic in nature. Multiple factors, including genetic as well as epigenetic factors are responsible for the initiation of breast cancer. In the present study, we carried out genetic characterization of breast cancer in our local population. Diagnosed breast cancer patients having a mean age of 53yrs were included in this study. These patients were analyzed for mutations in BRCA1 and two metastasis suppressor genes (KAI1 and Kiss1). Germline mutations of three genes BRCA1, Kiss1 and KAI1 were investigated in already diagnosed sporadic breast cancer females. BRCA1, a tumour suppressor gene is found responsible for majority of breast cancer cases of familial history. However its involvement in sporadic breast cancer cases (especially of Pakistani population) is still an area that requires further research. BRCA1 proteins binding domain encoding regions were screened in this regard. Five silent mutations along with one novel splice site mutation were observed on BRCA1. However, most of the BRCA1 portions analyzed remained conserved at genomic levels. This study thus indirectly highlights the involvement of other signaling cascade molecules as well as transcriptional and translational regulatory mechanism responsible for breast cancer. Metastasis is among one of most lethal attribute of cancer. In this study, two metastasis suppressor genes (Kiss1 and KAI1) were screened for any germline mutations/polymorphism in these patients. So far no previous findings with respect to these genes have been reported. In our study no exon or introns deletions had been observed on these genes. Altered expression (down- regulation) of these genes has extensively been reported in the literature in relation to different types of cancers. However, expressional correlation of KAI1 with disease progression is established for the first time by this study. Significant decrease in KAI1 expression has been observed in localized and invasive cancer cells when compared to normal cells. Significant correlation of KAI1 with TNM staging (Tumour, node and metastasis) has also been established (p=0.045).Patients showing higher expression of KAI1 showed better survival rate (after median follow up of 120 months) when compared to those showing less or almost negative expression (p=0.0136). Thus potential involvement of KAI1 molecule as a marker of prognostic significance is established. Interaction of KAI1, tetraspanin family member, with FAK, Shh, EGFR and integrins was done as preliminary screening to find its potential involvement in the metastatic cascade. A chain of in vitro assays were conducted to explore KAI1 cellular response. Two transgenes based effective knock outs (MDA-MB- 231 KAI1KO1 , MDA-MB-231 KAI1KO2 ) and one forced expression (MCF-7 KAI1Exp1 ) were successfully generated through the aid of molecular tools. Expression levels of KAI1 in both MDA-MB-231 and MCF-7 were confirmed through RTPCR and western blot. No significant association of KAI1 on cancer cells growth had been observed. This shows that KAI1 does not influence cell proliferation. However, a direct relationship of KAI1 with intracellular attachment to basement membrane has been established in both knock out as well forcedly expressing breast cancer cell lines. Increased expression of KAI1 resulted in strong cells adhesion to basement membrane in MCF-7 KAI1Exp1 when compared to both wild type and controls (MCF-7 Wt , MCF-7 Ct ) with p value of 0.021. Similarly weak adhesion of cancer cells has been observed in MDA-MB-231 KAI1KO1 and MDA-MB-231 KAI1Ko2 when compared with MDAMB-231 Wt and MDA-MB-231 Ct ) with p values of 0.002 and 0.0004 respectively. A significant increase in cancer cell invasion was observed in both ribozymes based KAI1 knock outs (MDA-MB-231 KAI1KO1 and MDA-MB-231 KAI1Ko2 in relation to control (MDA-MB-231 Ct ) with p values of 0.0063 and 0.007 respectively. Furthermore, MCF-7 KAI1Exp1 cells showed reduced cell invasiveness in relation to MCF-7 wt and MCF-7 Ct (p=0.022). Cell motility was also analyzed in both absence and forcedly expressing KAI1 cell lines. MDA-MB-231 KAI1KO1 and MDA-MB-231 KAI1KO2 showed restricted cell migration (p=0.003 vs control) towards the wound. Increased cellular migrations in time lapse based video (up to 90min) recording of MCF-7 KAI1Exp1 was observed (p-0.024 vs control). This study has shown that both genetic and epigenetic factors are mainly responsible for systematic progression. Although the contributory role of gene mutations is low but expressional regulation of these genes is an area which can help in identifying the missing links. Establishing a marker of prognosticsignificance as well as its potential role in metastatic cascade suppression can help in designing most promising gene therapy for breast tumour affected patients.