Game Review Analyzer

Project Title

Game Review Analyzer

Project Area of Specialization Artificial IntelligenceProject Summary

In the market many massively multiplayer online games have become so complex that game companies are turning to economists for help. Without oversight, the game's economies can go badly awry

Game reviews and its ratings are extensively used by the game developers to gauge the success of their titles and by potential buyers to make more informed purchase decisions. Now day inflation can be a headache. Within this world, the economy with more than 4 lac players participation in its virtual market.

Our team will develop the web-based review system to gather reviews from their game website as well as from different social media platforms i-e Facebook and manager to generate the rating, report-based suggestion system. We will also provide a business comparison with current market competitors on the user’s demand. Bug identification will be our main focused field. You need an internet connection and a browser. It will not only boost the user’s business but also enhanced the user experience as per suggestions which will be helpful to maintain the business standard.

Our system will gather the data to perform analysis and generate the report-based suggestion for the games which will help them to improve the quality of the game as well as user experience. Dataset for games from steam engine as well as the crawl data from different websites will be preprocessed and converted into information, then the keys values will be identified form the source data form further processes after that interpreting and reporting the results, some algorithm will be applied which will provide the rating and current position in the market. The suggestion report will be given to the user so that the user can improve the game according to user experience.

Project Objectives

To launch an automated identification and classification system for bugs.

Reducing the effort required for manual identification of bugs in games.

To help game developers to work on the improvement of their games.

To make the overall gaming experience of users better.

Project Implementation Method

The software lifecycle is broken into cycles, each cycle working on a new generation of the product. The

Rational Unified Process divides one development cycle into four consecutive phases

? Inception phase

? Elaboration phase

? Construction phase

? Transition phase

Each phase is concluded with a well-defined milestone—a point in time at which certain critical

decisions must be made, and therefore key goals must have been achieved.

The reviews will be collected from steam engine, reviews labelling will be performed manually, and a review will be assigned to more than one labels.

Review analysis will be performed using various natural language processing techniques (i.e. stemming, stop-word removal, and lemmatization.

The review analysis is then shortlisted in 6 bugs classifiers that will be trained and tested according to the provided dataset by the steam engine.

Benefits of the Project

This project will reduce the manual identification of bugs for game developers. This will save time and effort. The game developers are unable to grasp the user issues from the reviews they give. The game review analyzer will reduce this problem greatly. The game developers will now get to know about the bugs in the game directly as our automated system will analyze the user reviews and enlist the number and kind of bugs existing in the present version of the game so when the next update is released the developers can solve the issues and provide gamers with the enriched gaming experience they crave for.

Technical Details of Final Deliverable

Game Review analyzer is an automated game bug extraction solution from game reviews. App review analytics has recently started gaining attention of software engineering research community. However, game review analytics domain is largely unexplored and only some recent works have explored the immense potential of game reviews for requirements feature extraction and bug extraction. Game review analyzer can be used to analyze the game player reviews to help the game developer to automatically identify reported game bugs and to make gaming experience more satisfying and interactive to their users.

Final Deliverable of the Project Software SystemCore Industry ITOther IndustriesCore Technology Artificial Intelligence(AI)Other Technologies Big DataSustainable Development Goals Decent Work and Economic Growth, Industry, Innovation and InfrastructureRequired Resources

Item Name	Type	No. of Units	Per Unit Cost (in Rs)	Total (in Rs)
			Total in (Rs)	79700
Hosting	Equipment	1	10000	10000
Smart Device	Equipment	1	60000	60000
Plate Form and Device Usability Testing	Miscellaneous	1	6700	6700
Deep Learning: Convolution Neural Networks in Python	Miscellaneous	1	2000	2000
Stationary	Miscellaneous	1	1000	1000