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Exploring Unsupervised Learning for Feature Location in Software

Thesis Info

Author

Muhammad Noman Aslam

Supervisor

Onaiza Maqbool

Department

Department of Computer Science, QAU

Program

Mphil

Institute

Quaid-i-Azam University

Institute Type

Public

City

Islamabad

Province

Islamabad

Country

Pakistan

Thesis Completing Year

2016

Thesis Completion Status

Completed

Page

111

Subject

Computer Sciences

Language

English

Other

Call No: DISS / M.PHIL / COM/ 2180

Added

2021-02-17 19:49:13

Modified

2023-02-19 12:33:56

ARI ID

1676717330897

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مولانا اسعد اﷲ

مولانا اسعداﷲ
اس حادثہ کے چند روز بعدہی مدرسۂ مظاہر العلوم سہارنپور کے ناظم مولانا اسعد اﷲ صاحب کے انتقال پُرملال کا واقعہ پیش آیا۔ میرا دیوبند میں طالب علمی کازمانہ تھا کہ مولانا کی شہرت کے چہرہ کاسبزہ آغاز تھا۔طلبا میں جہاں ان کے علمی اورتدریسی کمالات کاچرچا تھا وہ خاص طورپر اس کابھی تذکرہ کرتے کہ آزاد منش اس درجہ کے ہیں کہ کوٹ پتلون پہنتے ہیں اوراسی لباس میں درس دیتے ہیں۔ مجھ کوبھی ان کے دیکھنے کااشتیاق پیداہو ا، اتفاق سے انہی دنوں ایک دن وہ دیوبند آئے تواس شان سے کہ ہاتھ میں بندوق تھی، شکاری لباس یعنی کوٹ اور برجس زیب تن اورکارتوسوں کی ایک پیٹی حمائل۔ مفتی صاحب(مولانا عتیق الرحمن عثمانی) سے ہم سنی اورصاحبزادگی کے باعث خاص تعلق رکھتے تھے، ان سے بے تکلف ہوکربات چیت کی اورچلے گئے۔ اس کے بعد، مدرسۂ مظاہرالعلوم سہارنپور کاسالانہ جلسہ بہت شاندار ہوتا تھا، دیوبند اورسہارنپور کے اکابر اس میں جمع ہوتے اوران کے مواعظ ہوتے تھے، اس لیے میں اکثر ان جلسوں میں شریک ہوتا۔اس موقع پر اوریوں بھی جب کبھی سہارنپور جانا ہوتا مولاناسے ضرور ملتا۔ان سے مل کر بڑی خوشی ہوتی تھی، وہ عجیب وغریب جامع صفات انسان تھے، نہایت ذہین و طباع، اعلیٰ درجہ کے نغمہ گو شاعر، پرجوش خطیب، بلندپایہ مناظر، شروع میں منطق، فلسفہ اور عربی شعروادب ان کے خاص مضامین تھے، لیکن حضرت مولانا تھانوی سے بیعت کے بعد ان کی حالت یکسر منقلب ہوگئی تھی۔اب تفسیر وحدیث کے ساتھ اشتعال بڑھ گیا تھا اور اوراد و وظائف کے پابند ہوگئے تھے۔شوخی اور طراری کی جگہ سنجیدگی اور متانت نے لے لی تھی، پہلے شکار کے بڑے شوقین تھے اب ایک پیرجنید نظیر کی نظیر کیمیا اثر کے خوداسیر ہوگئے تھے۔ سہارنپور میں مولانا اسعداﷲ اوردیوبند میں مولانا بدرعالم ان دونوں کے حالات کم وبیش...

Tribute Dr Ghulam Mustafa Khan

Dr Ghulam Mustafa Khan [d. 2005] can truly be said to be a teacher of teachers [ustadh al-asatadha]. In his long and distinguished academic career spanning over six decades, he brought into existence literally hundreds of teachers in his subject Urdu and also created in many of them a taste for critical research that resulted in the existence of a whole corpus of standard critical material. This will endure in academic circles for a long time. It was his common habit to encourage his students, especially those of an academic bent of mind, to enrol for a Ph.D. In the course of which he would proffer them all kinds of assistance even if he were not their research supervisor. As such, the names of Dr Najmul Islam, who succeeded him as Chairman, Department of Urdu, University of Sindh, stands out. Dr Najmul Islam was the editor of a scholarly research journal, Tehqiq, which appeared in over 20 volumes in his own lifetime. Each issue contained scores of critical essays of a very high academic standard including his own [Dr N. Islam’s]. There is also the name of Dr Hasrat Kasganjvi, who emerged as a creative artist and critic of merit later on authoring dozens of books of high academic standard. The list is long and distinguished and contains the names of the major teachers of Urdu language and literature at the main Pakistani universities. Apart from Urdu teachers, the thousands of persons who had the benefit of attending his lectures and courses are also evidence of his intellectual wide-ranging scholarship. Then there is the select circle of his murids who formed his circle of spiritual knowledge and who had proffered their religious devotion at his hands. To these he gave the benefit of his spiritual counsel and advice as well as the vast knowledge he possessed of the Islamic sciences in his table-talk. Among these persons, the name of ex-President Ziaul Haq is most prominent.

Determinants and Outcome of Smes Financing Patterns: Evidence from Saarc Countries

Small and Medium-Sized enterprises (SMEs) financing patterns are being debated. Academic discussion on financing patterns started with the theory presented by Miller and Modigliani (1958). The theory passed evolutionary stages and corporate financing behavior was observed but still there are nuances and literature is inconclusive about SMEs financing patterns. This study aims to investigate the determinants of financing patterns in the SMEs of SAARC countries. It further investigates the association between financing patterns and firm’s performance. Four objectives are focused in the study which are (i) To empirically investigate the role of different factors including ownership structure, firm’s legal status, financing constraints, and firm’s demographics in determining working capital financing patterns (ii) To investigate the role of different factors including ownership structure, firm’s legal status, financing constraints, and firm’s demographics in determining fixed asset financing patterns (iii) To investigate the role of working capital financing patterns in determining firm’s financial performance (iv) To investigate the role of fixed asset financing patterns in determining firm’s financial performance. To achieve objectives of the study two stage model is used and secondary data from World Bank enterprise survey website is acquired. First stage of the model is used to achieve the first two objective while second stage model is used to achieve the last two objectives. Moreover, Population of the study comprises SAARC countries SMEs whereas, sample frame consist of Pakistan, India, Bangladesh and Sri Lanka. 6777 SMEs were sampled using Stratified random sampling technique. Results indicate that firm’s demographics including age, size, location and industry significantly determine working capital financing patterns. Ownership structure also affects working capital financing patterns. Among legal status variables sole proprietorship is the most significant determinant while deciding working capital financing patterns. Furthermore, firms with low financing constraint use more debt compared to those having no constraints while firms with high constraints use less external resources to finance working capital compared to those having no financial constraints. Firm’s demographics significantly determine fixed asset financing patterns. Among ownership structure variables only state owned have significant impact on financing patterns of fixed asset whereas, legal status variables seems less important. Firms with low financing constraints use more external finance for fixed asset financing compared to those having no financing constraints. Results of Second stage of the model depicts that financing working capital with banks increase sales growth while decrease with friends and family financing. Similarly, financing fixed asset with formal sources of finance increases sales growth. Keeping in view the results it is recommended that policy makers at country level should take corrective measures to facilitate SME’s owners because imperfections in capital markets bound SMEs to rely on banks and informal financing. Commercial Banks and micro finance institutes should also amend the loan approval process and other requirement to alleviate the hurdles face by SMEs while obtaining finance. Supply side barriers like higher transaction cost and limited branches of banks stop SMEs from obtaining loan. So, alleviating these problems might open new doors of growth and innovation for SMEs. In summary the determinants considered in the study play significant role in deciding working capital and fixed asset financing patterns in the given sample. Similarly the financing patterns determine firm’s performance.