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An Improved Random Forest Approach for Classification of Multi Variate Data

Thesis Info

Author

Jawad Ali Shah, Syed

Supervisor

Qammar Zaman

Institute

Allama Iqbal Open University

Institute Type

Public

City

Islamabad

Country

Pakistan

Thesis Completing Year

2013

Thesis Completion Status

Completed

Page

93

Subject

Mathematics

Language

English

Other

Call No: 519.23 JAI; Publisher: Aiou

Added

2021-02-17 19:49:13

Modified

2023-01-06 19:20:37

ARI ID

1676709705088

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شہاب الدین دسنوی

آہ! سید شہاب الدین دسنوی!
دارالمصنفین شبلی اکیڈمی میں اس کے معتمد جناب سید شہاب الدین دسنوی کی وفات کی خبر نہایت رنج و افسوس کے ساتھ سنی گئی۔ ۱۰؍ اپریل کو ان کے صاحبزادے جناب امتیاز دسنوی کا یہ تار آیا کہ ’’میرے ابا جان ۳۰؍ مارچ کو انتقال فرماگئے‘‘۔ اناﷲ وانا الیہ راجعون۔ اس کی مزید تصدیق اور تعزیت کے لیے اسی روز ان کے گھر فون کیا گیا۔ اپریل کا معارف عیدالاضحی کی وجہ سے پہلے ہی لکھا اور مرتب کیا جاچکا تھا۔ اس لیے اس میں اس حادثہ فاجعہ کی اطلاع دینے کی بھی گنجائش نہیں تھی۔
وہ ۶؍ جولائی ۱۹۱۳؁ء کو بہار کے مردم خیز گاؤں دسنہ میں پیدا ہوئے، شرفا و سادات کی یہی بستی علامہ شبلیؒ کے بے تکلف دوست شاہ تجمل حسین، ان کے خاص عقیدت مند مولوی عبدالحکیم اور شاگرد رشید مولانا سید سلیمان ندوی کا بھی وطن تھی اور دارالمصنفین کے وابستگان میں مولوی سیدابوظفر ندوی، پروفیسر سید نجیب اشرف ندوی اور جناب سید صباح الدین عبدالرحمن بھی اسی سرزمین کے لعل و گہر تھے۔
سید شہاب الدین دسنوی صاحب کی ابتدائی تعلیم دسنہ کے مدرسہ الاصلاح میں ہوئی، مونگیر سے میٹرک کیا۔ وہاں ان کے والد بزرگوار جناب سید ارادت حسین صاحب سرکاری ملازم تھے، بہار نیشنل کالج پٹنہ سے انٹرمیڈیٹ اور سینٹ زیوئرس کالج کلکتہ سے بی۔ایس۔سی کیا، اس وقت ان کے ماموں سید نجیب اشرف صاحب اسمٰعیل کالج بمبئی میں اردو کے لکچرر تھے، ان کے ایک صاحبزادے کو ٹائیفائڈ ہوگیا تو انہوں نے ان کی تیمارداری کے لیے تار دے کر اپنے بھانجے کو بمبئی بلایا، یہ بمبئی گئے تو پھر وہیں کے ہورہے اور اپنا علم و ہنر اور لیاقت و قابلیت سب اسے نثار کردیا، پہلے انجمن اسلام ہائی اسکول میں ٹیچر پھر اس کے پرنسپل ہوئے اور آٹھ نو برس...

ملک و ملت کی تعمیر و ترقی میں احتساب کا کردار: سیرت طیبہﷺکی روشنی میں

This is a familiar fact that accountability has a primary, important and key role to reform and develop an individual as well as a society. Quran (The Holy Book) and Sunnah (The Sayings the Prophet Muhammad (PBUH) emphasize the acco-untability and the Seerah (Prophet’s life) is its practical example. The Prophet (PBUH) mentioned the importance of individual accountability, told the people to follow the principle of accountability and also set up a collective account-ability system. On various occasions, He inquired the governors and investigated their financial matters. He also strongly condemned crimes such as exploitation, corruption, deception and cheating; those are the result of lack of accountability and He communicated the Ummah to stay away from the devastating crimes like these. The study of Seerah (the Prophet’s life) shows that He strongly empha-sized the accountability among all other matters. The Prophet (PBUH) used practical measures for justice and equality, giving people their rights and elimin-ating all kinds of oppression, abuse, injustice, exploitation and corruption. It was the effect of the teaching and training of the Prophet (PBUH) that the lives of companion’s رضی اللہ عنہم اجمعین of Prophet Muhammad (PPBUH) are the basic source of guidance for mankind till the world due to accountability. The compa-nions of the Prophet (PBUH) used to arrange the accountability and also self-accountability, as a result, the society was a manifestation of transparency, peace fulness, ideal, and brotherhood. Translation errorThis article explains the need and importance of accountability, role of accountability in the country's development, different types of accountability in the light of Seerah. As a result, firstly, we may be able to step up towards the formation of a righteous society. Secondly the rules and regulations for the establishment of an ideal welfare state in the light of Seerah may come into existence.

Development and Evaluation of Transdermal Drug Delivery System for Antihypertensive Agents

Aim of present study was to develop and evaluate matrix patches of Amlodipine besylate, Hydrochlorothiazide and combination of Amlodipine and Hydrochlorothizide containing enhancers for sustained and enhanced transdermal delivery. Hydroxypropylmethyl cellulose (HPMC) and poly vinyl pyrolidone (PVP K 30), were used as polymers. Propylene glycol (PG) and dibutyl phthalate (DBP) were used as plasticizers. Tween 20, Oleic Acid, IPA were used as enhancers. Methanol and Dichloromethane (DCM) were used as diluents.Patches were prepared by plate casting method. Polyvinyl alcohol was used to prepare backing membrane. Prepared polymeric matrix patches containing no enhancer were characterized for physical appearance, thickness, weight variation, moisture contents and moisture up take capacity. Fourier transform infrared (FTIR) spectroscopic studies of prepared patches were performed to identify any chemical and physical interaction between drug and excipients. In-vitro drug release studies were carried out in phosphate buffer pH 7.4 by using paddle over disc method. Release mechanism was elucidated by subjecting the in-vitro release data to kinetic analysis by using DD solver® excel based add in program. Scanning electron microscopy (SEM) was performed after release to further elaborate release process. In-vitro permeation studies were performed on Franz diffusion cell by using excised rabbit skin. Three different formulations containing Amlodipine, hydrochlorothiazide and combination of both the drugs were developed with polymer and excipients.Patches after incorporation of enhancers were characterized for physical properties, FTIR, PXRD and SEM analysis. In-vitro release and permeation studies were carried out to compare effect of enhancers and their concentration on release. Selected patch formulations were subjected to in-vivo studies by two periods, two parameters, parallel design for rats and parallel design in rabbits (n=6) for pharmacokinetic comparison with oral solution administration. Skin irritation studies were performed on healthy volunteers for patches by measuring level of erythema with Mexameter®. Fourty Eight formulations (A1 - A40, B1 - B4 & C1 - C4) were prepared by using different enhancers. All the prepared formulations qualified basic parameters of clarity, weight variation, thickness, folding endurance, % flatness etc. In the presence of enhancers initial burst release was seen in Amlodipine patches, Hydrochlorothiazide patches and combined drug patches. Oleic acid and Tween 20, have saturated shorter fatty acid side chains, showed highest enhancement effect with 1.73 and 2.01 folds increase in permeation rate when compared to control, respectively. In formulations (A1 – A16) maximum release was observed in formulation A3 (54%), A7 (62.25%), A11 (59.25%) and A15 (68.95%) having optimum concentration of IPA i.e., 125mg. Similarly, when amlodipine besylate and hydrochlorthiazide were formulated together (A17 – A28), maximum amlodipine release was observed in formulations A19 (75.28%), A22 (92.69%), A25 (77.36%) and A28 (95.87%) while maximum hydrochlorothiazide release was seen in formulations A19 (81.31%), A22 (91.54%), A25 (86.88%) and A28 (90.91%) due to the impact of oleic acid in the formulations. Likewise, formulations having maximum amount of tween 20 exhibited prominent release of hydrochlorothiazide i.e., A31 (69.83%), A34 (78.68%), A37 (80.98%) and A40 (83.60%). All the fabricated formulations A1 – A40 followed Higuchi kinetic model for their release and release mechanism was derived from Korsmeyer Peppas model. Nature of drugs i.e., Amlodipine and Hydrochlorothiazide in the finished transdermal patches was amorphous as confirmed by PXRD studies. Cumulative amount of drug permeated in formulations A1 – A16 was observed. Higher drug contents were permeated in formulation having higher enhancer concentration i.e., A3 (355µg/1.5 cm2), A7 (500µg/1.5 cm2), A11 (388µg/1.5 cm2) and A15 (492µg/1.5 cm2). Amount of drug permeated in these formulations was dependent on enhancer concentration in order of 75 mg>100 mg> 125 mg. Similar facts were seen in case of further developed formulations revealing enhancer dependant permeation. Toxicity studies had not shown any sort of skin reaction, alteration in biochemical profile of blood, histopathology and any effect on feed intake etc. It can be concluded that tween 20, IPA and Oleic Acid can be successfully employed as efficient permeation enhancers for transdermal delivery of Amlodipine and hydrochlorothiazide matrix patches, respectively. Moreover, a single patch of Amlodipine and Hydrochlorothiazide is capable to provide sustained continuous delivery of both the drugs for more than two days across skin. Thus application of combination (AML and HCT) transdermal patches can be used as an alternative of oral route for the treatment of hypertension.