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Predicting Hearthstone game outcomes with machine learning: Discusses how to apply machine learning to predict game outcomes.

Predicting your Hearthstone’s opponent deck: Demonstrates how to use machine learning to predict what the opponent will play.

Pricing special cards: Showcases how to appraise the cost of cards that have complex effects, like VanCleef.

How to find undervalued cards automatically: Builds on the pricing model to find undervalued cards automatically.

How to price Hearthstone cards: Presents the card pricing model used in the follow-up posts to find undervalued cards.

If you want to learn more about applying machine learning to Hearthstone, you can read the following blog posts: It is an app that lets you track your Hearthstone arenas. Mac users interested in Robot arena 1 generally download. DOWNLOAD Track-o-Bot Track-o-Bot is a small, easy-to-use app which automatically tracks your.

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How can I learn more about this research?Ī more “scientific” treatment of some of the talk results are published in this research paper. HSDeckBuilder Hearthstone-Deck-Builder is a Hearthstone deck list importer for Mac OS X. Additionally as of October 2016, HSReplay offers a better way to collect replays, which is why we won't release a tool to do this either. However, the game team told us that adding replay functionality to Hearthstone was in the road map. How about game replays?īeside predicting an opponent’s deck, the tool was geared to provide replay functionality to improve your game play and it allows us to collect data for our card balance analysis. It was a difficult decision - I have invested a lot of our time building our real-time dashboard tool with Celine - but we agree with the Hearthstone team and will not release the tool publicly. They also expressed concern that such a tool makes the game less fun by taking away some decision-making from the player. On the other hand, they were very concerned that our real-time dashboard, which can predict an opponent's deck, will break the game balance by giving whoever has the tool an unfair advantage. They like our research on the game/cards balance and are very enthusiastic and supportive about it. Here is a short summary of what they told us: Apparently the email that I sent prior to Defcon didn't reach the right person.

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Following Defcon, we had a series of conversations with the Hearthstone team about our research.

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One thing you won't see posted, however, is the software tool that we promised to release during our Defcon presentation. YouTube talk Why are you not releasing your tool? You can see the slides and the video on YouTube: In this talk, Celine and I demonstrate how to use data analysis to find undervalued cards and how to exploit the game’s structure using machine learning to predict the opponent's deck. Good news! The video and slides of our talk on how to use machine learning for Hearthstone are finally available for those who couldn't come to Defcon. 13:42:19,535 ERROR Logger (null) - Could not rename ourself on startup: System.IO.IOException: The process cannot access the file because it is being used by another process.Īt System.IO._Error.WinIOError(Int32 errorCode, String maybeFullPath)Īt System.IO.File.InternalMove(String sourceFileName, String destFileName, Boolean checkHost)Īt am a legend: Hacking Hearthstone with machine-learning Defcon talk wrap-up: video and slides available but no tool. 13:42:19,285 INFO Logger (null) - Prerequisite check complete! 13:42:18,800 INFO Logger (null) - Now checking prerequisites. 13:42:18,799 INFO Logger (null) - Now beginning pre-start tasks. 13:42:18,799 INFO Logger (null) - JitProfiles successfully setup! 13:42:18,798 INFO Logger (null) - Now setting up JitProfiles. InstalledUICulture: zh-CN ĬurrentUICulture: zh-CN ĬurrentCulture: zh-CN 13:42:18,772 INFO Logger (null) - Hearthbuddy Version. the folder Hearthbuddy.exe will automatically disappear.