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Published byBryce Burns Modified over 6 years ago
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Future-oriented Benchmarking Through Social Media Analysis
Claudino Alves Harshil Haumeer
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Client: Dr. Richard Griffith Faculty Sponsor: Dr. Philip Chan
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Goals And Motivation Create an automated system to retrieve and analysis data from social media platforms Identify customers’ emotions through feedback Understand root cause of dissatisfaction Allow businesses to see where there are performing well and underperforming Compare services to competitors Predict future trends and identify issues that could lead to future problems
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Approach Web Scraping tool for data retrieval
Social Media Websites made available APIs for web scrappers . Text Classification system Use data from web scraping Contains predefined hierarchy (relevant categories to the organization) - Airports - 7 World Class Factors Use of text classification algorithms to identify content type and assign the data to different nodes of hierarchy.
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Approach Sentiment Analysis Benchmarking Analysis
Identify the attitude/sentiments of the customers through their words and feedback Classify content into leaf node based on categories; Positive or Negative Benchmarking Analysis Allow businesses to see how they are performing in comparison to their competitors Identify trends and issues that could lead to future problems Predict future trends Adopt new strategies to work towards a future-oriented goal.
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Novel Feature Live Web-Scrapping
Understanding root cause of dissatisfaction from customers Generate future trends Identify possible issues which will help businesses to proactively work on them before they become an actual problem. All the features will be available under one website without having the need to rely on multiple systems.
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Challenges Data Mining Machine learning Algorithms
Latent Semantic Analysis Advanced python usage Speed and Efficiency
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Milestone 1 Investigate most appropriate programming language
Select required tools and softwares Research and learn about Algorithms, Sentiment analysis and Text classification Select collaboration tools, Task organizer and planner, communication tools Create requirement document Create Design document Create Test plan
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Milestone 2 Implement, test and demo extraction of reviews from websites (Web Scrapping) Implement, test and demo classification of reviews into nodes of hierarchy Demo Graphical Visualization
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Milestone 3 Implement, test and demo sentiment measurement of reviews (Sentiment analysis) Implement, test and demo visualization of sentiment in different categories of hierarchy Implement, test and demo benchmarking analysis tool Set up website
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