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Home > A Novel Technique for Finding Rough Set Based Dynamic Reducts

A Novel Technique for Finding Rough Set Based Dynamic Reducts

Thesis Info

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External Link

Author

Asmat Iqbal

Institute

Virtual University of Pakistan

Institute Type

Public

City

Lahore

Province

Punjab

Country

Pakistan

Thesis Completing Year

2018

Thesis Completion Status

Completed

Subject

Software Engineering

Language

English

Link

http://vspace.vu.edu.pk/detail.aspx?id=156

Added

2021-02-17 19:49:13

Modified

2024-03-24 20:25:49

ARI ID

1676720981006

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Volumetric increase in data along with the curse of dimensionality has diverted the recent trends of computer science. Processing such a massive amount of data is a computationally expensive job. Feature selection is the process of selecting subset of data from the entire dataset that contains most of the information. The selected subset is called Reduct. Feature selection has materialized the idea of jumbling with attributes. Subset of attributes is favored which bounces the same information as the wide-ranging set of variables. Various dynamic reduct finding algorithms have been proposed. Dynamic reducts is an extension to the idea of reduct extraction based on rough set. Sub-tables are randomly drawn from the original decision table and reducts are extracted from these sub-tables. These reducts are considered to be the stable reducts for complete dataset. However, all the existing dynamic reduct finding algorithms are computationally too expensive to be used for datasets beyond smaller size. In this research, a novel dynamic reduct finding technique based on rough set theory is proposed, where dynamic reducts and relative dependency are the two key notions. Reducts are selected, optimized and further generalized through strenuous Parallel Feature Sampling (PFS) algorithm. In-depth analysis is performed using various benchmark datasets to justify the proposed approach. Results have shown that the proposed algorithm outperforms the existing state of the art approaches in terms of both efficiency and effectiveness.
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’’نگارشاتِ راشد‘‘ اور صاحب ِ کتاب

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حافظ محمد اکرم راشدؔ سے میرے دیرینہ اور دیر پا تعلقات ہیں ، یہ ایک علمی خاندان سے تعلق رکھتے ہیں۔ اِن کے بزرگوں کے دینِ اسلام کے میدان میں لگائے ہوئے شجر سایہ دار مسحور کن ماحول پیش کر رہے ہیں اور تشنگانِ علم کی پیاس بجھانے کے لیے دورانِ سفر طلباء کے راستے میں آنے والی جہالت اور کم علمی کی تپش اور دھوپ کو رفع کرنے میں مثالی کردار ادا کر رہے ہیں ۔ میں نے صرف کتاب اور صاحبِ کتاب کے بارے میں چند سطور ضبط تحریر میں لانے کے لیے اپنے قلم کو اذنِ خرام دینا ہے ۔موصوف قلم کے میدان کے شاہسوار ہیں ، ندائے حق کی ادارت ہو، منظور العارفین کی تدوین ہو ، یا منظورالعارفین ٹرسٹ کا قیام ہو، موصوف پیش پیش نظر آتے ہیں ،آپ ہمارے ادارے منظور العارفین ٹرسٹ کے ساتھ قلب و اذہان کی جملہ قویٰ کے ساتھ وابستہ رہے ہیں ۔ مُرور ایّام کے ساتھ پیرانہ سالی اور ضعف کا شکار ہو کر کچھ عرصہ سے گوشہ نشین ہیں تاہم تحریر سے عشق کی حد تک لگائو کی بنا پر کوئی نہ کوئی شاہ پارہ تخلیق کرتے رہتے ہیں ۔ آپ کالم نویس ہونے کے ساتھ ساتھ ایک عظیم خوش نویس بھی ہیں عارفوالااور اس کے مضافات میں خطاطی کے حوالے سے ان کا ایک نام ہے ۔ دنیوی اور دینی تعلیم کے امتزاج کے حامل ہیں اور اپنی ایک شناخت رکھتے ہیں ۔ سرکاری ادارہ میں رئیس مدرسہ کے فرائض سر انجام دے چکے ہیں ۔
مذہبی خدمات کے حوالے سے اِن کی خدمات مہر نیم روز کی طرح واضح ہیں ۔ مرکزی جامع مسجد -N بلاک عارفوالا کی امامت اور خطابت کے فرائض بحسن و خوبی سر انجام دے رہے ہیں۔صاحب ورع اور تقویٰ ہونا اِن کی...

برما میں روہنگیا مسلمانوں کے مذہبی مسائل اور اس کے اسباب و اثرات

Buddhism is dominated by such other characteristics as sympathy, pity, and kindness. Furthermore, it forbids all kind of cruelty, violence, murder, brutality, and giving pain to any living creature. However, contrary to his teachings, the way his followers have targeted the Rohingya Muslims with violence and atrocities only shows how little they follow Gautama Buddha. Right from the independence of Burma, Buddhists,  declaring Muslims as a threat, started their genocide, which involved attacking their mosques, their homes, dishonoring Muslim women, and harassing the Muslims without any reason. This compelled Muslims to leave their homes and migrate. The recent wave of violence, starting in June 2012,  seriously affected the Muslim majority province of Arakan. Keeping in mind, Arakan is one of the fourteen Burmese provinces, where Islam have ruled since the time of Isalmic Caliphate. Unfortunately, in 1784, Burmese Prince Bodo Phia violated this garden of Islam by carrying out Muslim genocide. He banned all symbols of Islam such as pilgrimage, sacrifice,  prayers, Friday and Eid Prayers, and preaching. This study points out the religious problems and issues of Muslims believers in Arakan including its impact, causes and consequences on their lives. The analytical research Methodolgy has been adopted in this studty.

Determination of Selected Phenolic Compounds from Biological and Natural Samples Using Capillary Electrophoresis and Hplc.

Phenolic compounds are widely present in plant kingdom and thus are common components of the human diet, generally found in both edible and inedible plants. These are chemically complex substances consisting of an aromatic ring which contain one or more hydroxyl substituents and their structures may range from a simple phenolic molecule to that of a complex high-molecular mass polymer including phenolic acids, coumarins, tannins and flavonoids. They show a wide range of biological activities such as anti-oxidant, anti-viral, anti-allergic, cardioprotective, anti-carcinogenic, anti-inflammation, anti-estrogen etc. Due to these health benefits and the steady progress of medicinal sciences, analytical techniques for their characterization and quantification are required. Several methods for the determination of phenolic compounds have been described in the literature. But most of these methods have limited resolution, low sensitivity and require long time for analysis. Capillary electrophoresis (CE) offer several advantages over other methods because of its extremely high efficiency, small sample volume, high speed, and good resolution. Reversed-phase high performance liquid chromatography (RP-HPLC) is also the most commonly used analytical technique for the analysis of phenolic compounds as it does not require derivatization prior to analysis. In our present study, five methods have been developed for the determination of phenolic compounds from biological samples (human blood serum) and some natural samples (fruits, vegetables, herbs and spices). First study describes the development of a micellar electrokinetic chromatography (MEKC) method for the determination of naringenin in real samples including citrus fruit juices and human blood serum, using photodiode array (PDA) detector. The effects of several CE parameters including concentration and pH of the running buffer, voltage, injection time and concentration of sodium dodecyl sulfate (SDS) were optimized. Under the optimum conditions, naringenin could be well determined within 6 minutes in a 40mM borate buffer containing 40mM SDS at pH 9.0 and an applied voltage of 25 KV. For the quantitative determination of naringenin (flavonoid aglycone) in juice samples, the naringin (flavonoid glycoside) was hydrolysed and the resulting aglycone was identified and quantified. The calibration curve was linear in the studied concentration range from 0.1 to 50 µg/ml (R2=0.995). The detection limit and limit of quantification was found to be 0.05 and 0.19 µg/ml, respectively. The second method describes the development and validation of a fast capillary zone electrophoretic (CZE) method for determination of quercetin, rutin, naringin and naringenin in various fruits, such as Apples (Malus domestica), Oranges (Citrus sinenis), Grapefruits (Citrus paradisi) and Ber (Ziziphus mauritiana L.) using photodiode array (PDA) detector. Under the optimum conditions, all four flavonoids were well determined in a 10 mM borate buffer of pH 8.5 within 10 min, while applied voltage was 25 kV. Naringin, naringenin and quercetin were found to have linear response in the range of 3.12-200 µg/mL where as rutin’s response was linear from 6.25 µg/mL to 200 µg/mL. LOD of naringin, naringenin, rutin and quercetin was found to be 0.406, 0.314, 0.582 and 0.333 µg/mL, respectively and LOQ of naringin, naringenin, rutin and quercetin was found to be 1.355, 1.046, 1.941 and 1.11, respectively. Long term stability and good reproducibility of developed method is evident from values of relative standard deviations (RSD) which were less than 3% for both migration time and peak height. Third method describes the development and validation of a fast, effective and reliable capillary zone electrophoresis (CZE) method for the determination of five flavonoids (epicatechin, epigallocatechin gallate, chrysin, morin and hesperedin) using 1-butyl-3-methyl imidazolium ionic liquid (IL) as a buffer additive. The effects of several CE parameters including concentration and pH of the running buffer, voltage and concentration of ionic liquid were optimized. Under optimized conditions, all five analytes were well determined within 12 min in a 25 mM borate buffer (pH 9) at an applied voltage of 15 kV and 10 µL of IL was added in the buffer. Validation of the method was performed in terms of linearity, accuracy, VII precision and limit of detection and quantification. The linearity of the calibration curves for 6.25 to 200 µg/mL for EC and chrysin, 12.5 to 200 µg/mL for EGCG and morin, whereas 1.56 to 200 µg/mL for hespiridin. The response was linear with coefficient of determination (R2) = 0.990 for EC, hespiridn and chrysin, 0.992 for morin and 0.988 for EGCG. LOD and LOQ were obtained within 0.4 - 0.5 µg/mL and 1.4 - 1.7 µg/mL, respectively. The proposed method demonstrated good long reproducibility with relative standard deviations (RSD) of less than 3% for both migration time and peak height (n= 5 for intra day and n=3 for inter day ). The developed method was successfully applied on real samples such as green tea, black tea and honey. Fourth study describes the development and validationof capillary electrophoresis method with large volume sample stacking (CE-LVSS) and for the simultaneous determination of seven phenolic compounds namely, naringin, rutin, carnosic acid, apigenin, quercetin, morin and chichoric acid. Optimization was carried out by response surface methodology and set of 20 experiments helped to optimize the parameters such as concentration of buffer, pH of buffer and applied voltage. Analytes were separated on capillary of 50 µm diameter and 56 cm effective length with extended light path using 20 mM borate buffer of pH 9.2. LVSS method was optimized and 3 to 5 fold improvement in detectability was achieved with injection at 100 mbar for 20 s followed by polarity switching at -20 kV for 6 s. Linearity of all seven analytes were observed in the concentration ranges of0.5-50 µg/mL for CZE and 0.1-25 µg/mL for LVSS. LODs were obtained within 0.012 to 0.241 and 0.003 to 0.086 µg/mL, for CZE and LVSS, respectively, whereas LOQs were obtained within 0.041 to 0.802 for CZE and 0.012 to 0.286 µg/mL for LVSS. Recoveries were found to be in the range of 91.1109.8% and 96.3-108.4%for CZE and LVSS, respectively. The developed method has been successfully applied for the quantitative determination of analysed components from different food samples which are important sources of these compounds. Fifth study describes the development and validation of a reverse phase high performance liquid chromatography (RP-HPLC) coupled with DAD detector for the simultaneous determination of five phenolic compounds namely, rutin, VIII naringin, morin, quercetin and p-coumaric acid. Optimization was carried out by using Taguchi experimental design. Set of 32 experiments helped to optimize the parameters such as pH, concentration and percentage of buffer and temperature of the column. Analytes were separated on C8 column within 19 min using isocratic system of 0.1% phosphoric acid and acetonitrile (75: 25 v/v) as mobile phase with flow rate of 0.1 mL/min. Lineartiy of all five analytes were observed in the concentration ranges of 0.5-70 µg/mL. Limit of detection (LOD) and limit of quantification (LOQ) were found to be in the range of 0.024 to 0.081 and 0.081 to 0.269 µg/mL, respectively. Recoveries and relative standard deviations (%RSD) were found to be in the range of 96.7-105.3% and 0.05-1.68%, respectively. The developed method has been successfully applied for the quantitative determination of analysed components from different food samples which are important sources of these compounds.