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Opinion Mining Using Fuzzy Classifier for Cell Phone Brands Review of Twitter Data

Thesis Info

Access Option

External Link

Author

Sadia 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=172

Added

2021-02-17 19:49:13

Modified

2024-03-24 20:25:49

ARI ID

1676720985289

Asian Research Index Whatsapp Chanel
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Product reviews have now become a key to business intelligence. All the products available online now provide a customer review and rating of their products for quick decisions and comparisons. Apps, software, products and even websites are reviewed by the customer for their rating among a variety of other products. Different blogs and websites like ?WhatMobile?, and ?gsmarena? use formal ways to review like survey forms and star rating. Social media is being used for sharing personal experiences with different products and these public reviews also play an important part in the business performance. Sentiment Analysis is a way of recognizing and classifying opinions spoken in a piece of text, particularly in order to check the user''s behavior about some matter, item or issue. This study is based on the extraction of reviews tweeted by the twitter users about their mobiles. This study highlighted the way of expressing their views in a good way by analyzing their comment and mining the opinion. E-trade and social media have changed the level of online customers and it is a regular practice for them to look at the rating of items before making a buy. For this study, Twitter Social media data set is used for getting user opinion from this free social media site as Twitter is a social media microblogging platform of users for sharing views through text containing emoticons and hashtags. This study recommends fuzzy classification of opinion mining system that is mostly binary but this work showed multilevel sentiment analysis of user tweets. Sentiment analysis was a stepwise process that included preprocessing, Part of Speech (POS) tagging, separating these parts as per our requirement, and finally showing the polarity of that sentence by using fuzzy logic approach. The proposed strategy broadens the feature-based arrangement approach and also specifies the strength of emotions related to the tweets by using modifiers, emoji, and concentrators. This research work used the Fuzzy classifier in a deeper sense by depicting the opinion in these 5 levels i.e. excellent, good, average, bad, and very bad. This 5 level fuzzy classification enhanced the vision of opinion more clear and accurate than bipolar opinion.
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کمپیوٹر عصرِ حاضر کی اہم ضرورت

کمپیوٹر عصر حاضر کی اہم ضرورت
نحمدہ ونصلی علی رسولہ الکریم امّا بعد فاعوذ بااللہ من الشیطن الرجیم
بسم اللہ الرحمن الرحیم
معزز اسا تذہ کرام اور میرے ہم مکتب ساتھیو!
آج مجھے جس موضوع پر اظہار خیال کرنا ہے وہ ہے:’’ کمپیوٹر عصر حاضر کی اہم ضرورت‘‘
کمپیوٹر عقلِ انسانی کا اک انعام ہے
زندگی کا سہل اس کے دم سے ہر اک کام ہے
صدرِذی وقار!
قوموں کی زندگی میں کچھ لمحات ایسے آتے ہیں جو ان کی زندگی میں امر ہو جاتے ہیں۔ قرآنِ پاک میں ہے کہ انسان کے لیے کائنات کی ہر چیز مسخر کر دی گئی ہے۔ ہر چیز انسان کے تابع ہے، انسان جب چاہے، جہاں چاہے اور جیسے چاہے کائنات کے ذرے ذرے پرحکومت کر سکتا ہے، قرآن پاک کی اس آیت نے اہل لب کی زندگی میں انقلاب برپا کر دیا، اور کمپیوٹر کو دیکھ کر قرآن پاک کی یہ حقیقت تو اور بھی الم نشرح ہو جاتی ہے کہ کائنات کی ہر چیز مسخر کر دی گئی ہے۔
جنابِ صدر!
کمپیوٹر عصر حاضر کی اہم ضرورت ہے ، یہ ہمارے لاکھوں مسائل حل کر دیتی ہے۔ کمپیوٹر کی ایجاد ایک ایسی ایجاد ہے کہ ہماری بے شمار مشکلات آناًفا ناًدرست انداز میں حل کر دیتی ہے، یہ اعدادوشمار کو جمع کرنے اور ان کا تقابلی جائزہ لینے کے کام بھی آتا ہے، دوسرے الفاظ میں اس کی اپروچ اور ڈاٹا کاعمل انسانی دماغ سے کئی گنا بہتر اور جلدحل ہوجاتا ہے یہ معلومات کو print کرنے کی صلاحیت بھی رکھتا ہے۔
صدرِ ذی وقار!
کمپیوٹر عصر حاضر میں اللہ تعالیٰ کا انعام ہے، ایک عظیم نعمت ہے، ایک نفع بخش ایجاد ہے، جس طرح اللہ تعالیٰ نے دنیا کے لیے اپنی نعمتوں کی فراوانی فرمائی ہے، اپنے انعاماتِ رفیعہ سے عوام النّاس کو نوازا...

نبی کریم ﷺ کے تعدد ازواج کے سماجی اثرات

The seerah of the Holy Prophet (SAW) is a diversified combination of various traits. Among hundreds of the aspects of seerah if analysed various such dimensions appear before us in accordance with the educational and cultural evolution and criticality of time. One of these many is the sociological aspect of the holy seerah of the Prophet (SAW). According to the teachings of the Holy Prophet SAW Islam n Society are quite compatible to each other where marital element holds foremost importance in social circles. There is complete guidance about it in the seerah. The Prophet of Islam himself provided practical model of polygamy which was subjected to severe censure by the non-believers on account of their prejudice, ignorance and dishonesty and which the research scholars of seerah responded to n refuted on logical, convincing and solid grounds. The objective of this thesis is to highlight various positive effects of the polygamy of the Prophet SAW on society and its value in eradicating a number of social evils. Among manifold positive effects of this practice of polygamy include such benefits as the well-being and social elevation of widows, the eradication of the frequent custom of adoption, the extinction of social distinction and discrimination, the removal of tribal n social enmities, the following of the Prophet's model of women's education, the recognition of social work and social workers, and the upbringing of orphans.

Postharvest Studies on Gladiolus Grandiflorus L.

Gladiolus is second most produced cut flower in Pakistan. Its postharvest losses occasionally reach up to 10-30% in Pakistan. Losses are mainly due to lack of use of postharvest treatments, harvesting at improper time and stage, improper cold storage, and poor water quality. Markets surveys revealed that growers and retailers do not follow have standard protocols for postharvest handling of gladiolus to reduce these losses. A project, involving a series of postharvest experiments on ‘White Prosperity’ gladiolus, was executed to develop protocols for postharvest handling of gladiolus, with special context to prevailing problems faced by growers and retailers in Pakistan. The results revealed that pulsing with 10% sucrose for 24 h increased the vase life of gladiolus up to ~3 days relative to control (tap water). Harvesting the stems in the morning or evening was better than noon harvest, while the less the number of florets opened at harvest, the better was the postharvest performance of gladiolus. Wet type of storage was better for shorter durations of storage than dry storage. Pulsing with low concentration of nano- silver (NS) for short duration (50 mg L -1 for one hour) significantly improved the postharvest characteristics of gladiolus, while among silver sources AgNO 3 (20 mg L -1 ) performed better than Silver thiosulfate (STS) or NS. Similarly for vase solution low concentration (0.01 mg L -1 ) of NS improved the longevity of gladiolus. Carbonated water performed better over other sources/types of water. Among Pseudomonas fluorescens strains PF-279 performed better than PF-417 to prolong the longevity of gladiolus. The study concluded that use of sucrose pulsing; managing the time and stage of harvest; and use of wet storage, different germicides, carbonated water, and biocontrol bacteria can remarkably enhance vase life of gladiolus and can help in reducing the postharvest losses while maximizing net return to the growers and retailers.