Essays about: "Monte Carlo tree search"

Showing result 1 - 5 of 30 essays containing the words Monte Carlo tree search.

  1. 1. Using search based methods for beamforming

    University essay from Uppsala universitet/Avdelningen för systemteknik

    Author : Adam Bergman Karlsson; [2024]
    Keywords : Beamforming; Artificial Intelligence; AlphaZero; Radio Resource Management; Monte Carlo Tree Search;

    Abstract : In accommodating the growing global demand for wireless, Multi-User Multiple-Input and Multiple-Output (MU-MIMO) systems have been identified as the key technology. In such systems, a transmitting basestation serves several users simultaneously, increasing the network capacity. READ MORE

  3. 2. AI and real-time Strategy Games

    University essay from Stockholms universitet/Institutionen för data- och systemvetenskap

    Author : Juan Pablo Botello Deras; [2023]
    Keywords : ;

    Abstract : As artificial intelligence continues to progress, applications hope to have AI perform tasks as good, if not better, than a human. A good way to test theoretical applications is through games, simple to complex. READ MORE

  4. 3. Modelling Large Protein Complexes

    University essay from Uppsala universitet/Institutionen för biologisk grundutbildning

    Author : Ho Yeung Chim; [2023]
    Keywords : Protein Modeling; Monte Carlo Tree Search; Protein Complex;

    Abstract : AlphaFold [Jumper et al., 2021, Evans et al., 2022] is a deep learning-based method that can accurately predict the structure of single- and multiple-chain proteins. However, its accuracy decreases with an increasing number of chains, and GPU memory limits the size of protein complexes that can be predicted. READ MORE

  5. 4. Application of a Boosted Decision Tree to signals andbackgrounds of the search for Dark Mesons at theATLAS experiment

    University essay from Uppsala universitet/Högenergifysik

    Author : Eva Mayer; [2022]
    Keywords : ;

    Abstract : An ongoing analysis at the ATLAS experiment is searching for a Dark Matter candidate in the shape of Dark Mesons. Simulations of the signal and background data have been produced with the Monte Carlo method. This project tests the possibilities of using Boosted Decision Trees for the distinction between the simulated signal and background data. READ MORE

  6. 5. Monte-Carlo Tree Search for Fox Game

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Anton Janshagen; Olof Mattsson; [2022]
    Keywords : Monte-Carlo Tree Search; Artificial Intelligence; Fox Game; Cutoff; Heuristic Function;

    Abstract : This report explores if Monte-Carlo Tree Search (MCTS) can perform well in Fox Game, a classic Scandinavian strategy game. MCTS is implemented using a cutoff in the simulation phase. The game state is then evaluated using a heuristic function that is formulated using theoretical arguments from its chess counterpart. READ MORE