عنوان
پدید آورنده
موضوع
رده
کتابخانه
محل استقرار
NATIONAL BIBLIOGRAPHY NUMBER
Number
TL53771
LANGUAGE OF THE ITEM
.Language of Text, Soundtrack etc
انگلیسی
TITLE AND STATEMENT OF RESPONSIBILITY
Title Proper
Predicting and Enhancing Hearthstone Strategy with Combinatorial Fusion
General Material Designation
[Thesis]
First Statement of Responsibility
Gorelick, Henry William
Subsequent Statement of Responsibility
Hsu, D. F.
.PUBLICATION, DISTRIBUTION, ETC
Name of Publisher, Distributor, etc.
Fordham University
Date of Publication, Distribution, etc.
2020
GENERAL NOTES
Text of Note
62 p.
DISSERTATION (THESIS) NOTE
Dissertation or thesis details and type of degree
M.S.
Body granting the degree
Fordham University
Text preceding or following the note
2020
SUMMARY OR ABSTRACT
Text of Note
The goal of this master's thesis is to demonstrate that combinatorial fusion analysis (CFA) can effectively predict winners and enhance play strategy of Blizzard Entertainment's collectible card game Hearthstone. CFA is used to combine and evaluate the performance of the combinatorial combinations of five machine learning models trained on 500 Hearthstone game simulations. For each combinatorial combination, the score function of the score combination and the score function of the rank combination is derived for each of the five models, and the performance of each is compared and evaluated. The improvement in performance of certain combinations over the individual components validates that CFA is an effective method for predicting the winner of Hearthstone games and enhancing play strategy. Furthermore, the resulting models could be used to boost Monte Carlo Tree Search and implement a competitive Hearthstone playing AI agent.
UNCONTROLLED SUBJECT TERMS
Subject Term
Artificial intelligence
Subject Term
Arts management
Subject Term
Computer engineering
Subject Term
Computer science
Subject Term
Design
PERSONAL NAME - PRIMARY RESPONSIBILITY
Gorelick, Henry William
PERSONAL NAME - SECONDARY RESPONSIBILITY
Hsu, D. F.
CORPORATE BODY NAME - SECONDARY RESPONSIBILITY
Fordham University
ELECTRONIC LOCATION AND ACCESS
Electronic name
مطالعه متن کتاب p
[Thesis]
276903
a
Y
