IndieRecommender Demo
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This document describes a system for recommending indie video games to users based on games they already like. It contains information on about 11,000 indie games from databases like IndieDB. The system takes in a summary of a game the user likes, stems and vectors the words, then calculates similarity scores to return the top matching indie games. It can optionally narrow matches based on genre tags. The system aims to provide better recommendations than only copy-pasted summaries or inadequate summary data.
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This lecture was given at the April meeting of the Glasgow branch of the British Computer Society on 12th April 2010. The lecture was supposed to be given by Dr. Darryl Charles, who fell ill a couple of days before the event, and I was asked to take the lecture instead.
In the presentation I cover the basics of why AI and Games are well suited and give a brief discussion of different types of AI as I see it. I discuss briefly how AI fits into the context of the game in terms of execution.
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IndieRecommender Demo
- 2. Indie video games are often harder to find than blockbusters. How to get started, or find new games? ◦ Recommend Indie games like a game the user already knows and loves 2
- 3. About 11,000 games listed on IndieDB ◦ About 7000 of these games are for PC About 3600 PC video games on Metacritic ◦ Of these PC games, about 500 are also “Indie” Available information includes: ◦ Platform ◦ Genre tags (e.g., Sci-Fi, Fantasy, Shooter, Adventure…) ◦ Summaries 3
- 4. 4 User Input Summary text Stemming Produce tf- idf word vector Database of Indie game data
- 5. 5 User Input Summary text Stemming Produce tf- idf word vector Obtain similarity score for all Indie games Return top matches Database of Indie game data
- 6. 6 User Input Summary text Tags Stemming Downselect Indie games based on tags Produce tf- idf word vector Obtain similarity rating for all selected Indie games Return top matches Database of Indie game data
- 8. 8
- 9. 9 At Stanford University, I studied galaxies… … to estimate the amount of dark matter in the universe… (dark matter) … and model their relationships. Rachel Reddick
- 10. 10
- 11. 11 Orion: Dino Horde vs Orion: Dino Beatdown Inadequate Summary Data Copy-Pasted? Summaries
- 13. 13
Editor's Notes
- Note – Indie games increasing in prevalence; note highly successful crowdfunding campaigns, almost four thousand games released in 2014; 80% of those in database released in 2012 or later
- Remember to note similarity runs from 0 (complete mis-match) to 1 (text exactly the same)
- Remember to note similarity runs from 0 (complete mis-match) to 1 (text exactly the same)
- Remember to note similarity runs from 0 (complete mis-match) to 1 (text exactly the same)
- Note that these are both normalized.
- Note that 1 = exactly similar text. Inadequate summary data => ; mention that things BELOW THE DIAGONAL is the best-match case, and the flat line to be higher; use more colors for the circles
- Make sure to say Amnesia is a horror game; shade area of better matches