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Prediction of Suspected Criminals Using Weighted Ranking Engine

Thesis Info

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Author

Wadood, Danish

Program

PhD

Institute

University of Peshawar

City

Peshawar

Province

KPK

Country

Pakistan

Thesis Completing Year

2018

Thesis Completion Status

Completed

Subject

Computer Science

Language

English

Link

http://prr.hec.gov.pk/jspui/bitstream/123456789/11092/1/Danish%20Wadood_CS_2018_UoPsw_PRR.pdf

Added

2021-02-17 19:49:13

Modified

2024-03-24 20:25:49

ARI ID

1676727813603

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Law enforcement departments are using several criminal databases which contain different parameters related to crimes and criminals. This data is critical for investigation. There is a need to apply data mining techniques on such data to identify interesting patterns and influential parameters. These influential parameters can be used by the law enforcement departments for crime control and investigation. Criminal profiling is used by law enforcement agencies as an investigation tool to predict the suspected offenders and to extract similar patterns which help in prediction of future offences. Different criminal profiling techniques were proposed based on crime nature, geographic locations, physical characteristics, crime scene parameters, modus operandi, victim details, forensic evidence, recency, prolificness and actual location. In Pakistan generally and in the province of Khyber Paktunkhwa particularly, less work has been done in criminal profiling. In this research, a predictive system for criminal profiling has been proposed based on a mathematical model. The mathematical model is constructed from a list of attributes which are critical for criminal profiling. A scoring engine has been designed which assigns scores to criminals on the basis of which they are classified into high-profile (habitual), medium-profile, and low-profile (non-habitual) criminals. This classification will greatly help the law enforcement departments in the process of investigation, prediction and management of criminals. Dataset of prison department of Khyber Pakhtunkhwa has been used in this research. There are thirty attributes available in the dataset from which twenty two have been selected using attribute selection method. Some attributes are derived from the existing attributes and finally a list of attributes has been made for research purposes. The findings of this research shows that five attributes have strong correlation with high act crimes that are: total number of hearings, recovery in high act crime, total number of group members, total number of non-blood visitors and crime frequency. There are three attributes that have strong negative correlation with the high act crimes which are: prison duration, number of dependents and education. On the basis of these attributes a mathematical scoring model is constructed which is used for criminals profiling.
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احسن مارہروی

احسنؔ مارہروی
احسنؔ مرحوم اردو کے کہنہ مشق شاعر اور قواعد زبان کے بڑے عالم تھے۔ حضرت داغؔ دہلوی سے تلمذ رکھتے تھے۔ یہی وجہ ہے کہ احسنؔ کے کلام میں بھی فصاحت وبلاغت اوریجنلٹی اورروانی داغؔ کے رنگ کی پائی جاتی ہے۔مرحوم کا اصل وطن مارہرہ تھا۔ کئی سال تک مسلم یونیورسٹی علی گڑھ میں اردو کے لیکچرر رہے۔۱۸۹۶ء میں’’ریاض سخن‘‘کے نام سے ایک گلدستۂ اشعارجاری کیا۔ پھر لاہور سے غالباً استادداغؔ کی یادگار میں’’فصیح الملک‘‘نام کا ایک ماہنامہ نکالا۔نثر میں اُن کی تصنیف’’تاریخ نثراردو‘‘بہت مشہور ہے۔اس کے علاوہ ولیؔ دکنی کے ضخیم دیوان کی تصحیح وترتیب بڑی محنت وجانفشانی سے کی اور داغؔ مرحوم کے غیر مطبوعہ کلام کومرتب کرکے’’یادگار داغ‘‘کے نام سے شائع کیا۔موصوف شاعری کے علاوہ صورۃً وسیرۃً بھی طرزقدیم کے بزرگ تھے۔حق تعالیٰ انہیں جواررحمت میں ابرار وصلحاء کامقام عطافرمائے۔آمین [اکتوبر۱۹۴۰ء]

 

ابن خرداذبہ اور ان كى كتاب المسالك والممالك: تاریخى وتنقیدى جائزہ

Ibn Khurdathba was a man with variable culture, he had an important role in the science of geography especially (knowing of the roads, locations of the cities, weather in addition to the news of general history and some arts like (music and singing )  The growth of Ibn Khurdathba in a family worked in the military field, close to the royal court has helped him to start his practical life early and allowed him also to contact with caliphs, ministers and writers in addition to occupying of the significant positions in the state, making it easier to get information from their original resources. Ibn Khurdathba has descended from Persian family lately entered into Islam۔ One of earliest geographical works of this period, his famous Kitab al- Masalik wa’l= Mamalik’. It gives a summary of the main trade routes of the Arab world and in addition provides description of such distant China, Korea and Japan. This article attempts his life and his “Al masalik wa al mamalik” book, varies sides.

Biochemical, Nutritional and End Use Aspects of Stevia As Potential Natural Sweetener

Lifestyle related health matters are among grave challenges to society which are prevalent due to sedentary contemporary habits and poor dietary patterns. Nutritional and health augmenting facets of Stevia rebaudiana as intense natural sweetener have been studied in different parts of world. Current research was designed to enlighten biochemical, nutritional and end use perspectives of well adapted and cultivated indigenous Stevia. Results of this study have established that the chemical attributes include carbohydrates, crude protein, fat, fiber and mineral content. Functional attributes have been well observed with slightly acidic to neutral pH 6.14, exhibits good swelling power, WHC, OHC, Bulk density. K, P, Mg, Na, Fe are found in maximum amount coinciding their ADI. Saturated, mono and polyunsaturated fatty acids like Palmitic, Palmitoleic, Stearic, Linoleic, Linolenic and Oleic have been identified in appreciable quantities like 28.31%, 2.17%, 2.39%, 13.65%, 25.48 and 4.95% respectively. Steviosides structure and functional groups determination was done by FTIR and concluded alcohols, alkanes, ketones, amines, esters, carboxylic acids, alkenes, hydroxyl groups as the major functional groups in raw powder and water extracts of Stevia. Appreciable amount of phytochemicals extracted from different solvents exhibited total phenolic and content ranging 24.24±0.48 to 38.22±0.05mg GAE/g and total flavonoid content as 19.88±0.11 to 32.10±0.54 mg CE/g respectively. The antioxidant activity of Stevia is expressed by DPPH (42.41±1.05 to 57.99±1.49% inhibition) and FRAP assay (236.57±1.37 to 345.36±3.27µMol Fe2+/g) respectively. Extracts from water, ethanol, methanol and supercritical were characterized for Steviosides/SGs and found to be in appreciable quantities as Stevioside (665.34±27.27 to 1107.95±50.96 mg/kg), Rebaudioside A (383.38±17.25 to 792.15±38.02 mg/kg) and Steviol (357.26±14.64 to 485.25±22.32 mg/kg). Stevia cookies were prepared by replacing sucrose with Stevia powder (10, 20, 30%), water extract (1, 2, 3%) and supercritical extract (1, 2, 3%). Overall acceptability was good in 10% powder treatments, 3% water and supercritical extracts. Bio efficacy rats modeling trials were done in order to check their impact against hyperglycemia and hypercholesterolemia disorders. Blood glucose level was reduced from 4.54 to 7.00% due to diets enriched with stevia powder and extracts as compared to control. Moreover, increase in insulin level was observed as 4.27 to 6.13 as compared to control. In hypercholesterolemic rats, up surged cholesterol level was reportedly reduced as a function of Stevia powder and extracts from 1.28 to 5.47%. Substantial increment in HDL, reduction in LDL and triglycerides was recorded in Stevia leaves powder and extracts treatments as 2.79-6.66%, 2.68-4.16% and 3.12-5.36 correspondingly. Therefore it can be deduced from the outcomes that in addition to sweetness, Stevia possess a lot to provide for health betterment. Conclusively, Stevia based products are recommended for health sustenance and controlling the metabolic disorder.