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Workshops List (AAAI-22) | AAAI 2022 Conference
W3: AI for Behavior Change. In decision-making domains as wide-ranging as medication adherence, vaccination uptakes, college enrollment, retirement savings, and energy consumption, behavioral interventions have been shown to encourage people towards making better choices.
Path Planning - an overview | ScienceDirect Topics
Partially observable Markov decision processes. This approach is based on calculating a type of decision tree for different realizations of uncertainty. It also employs probabilistic sampling to generate plans that may be used for navigation over long time frames; see, e.g., [198]. However, this may not be necessary for all MPC-based navigation
Artificial Intelligence: Principles and Techniques
Specific topics include machine learning, search, game playing, Markov decision processes, constraint satisfaction, graphical models, and logic. The main goal of the course is to equip you with the tools to tackle new AI problems you might encounter in life. What you will learn. Search (tree search, dynamic programming, uniform cost search)
Elias Bareinboim
In Proceedings of the 31st AAAI Conference on Artificial Intelligence, 2017. Columbia CausalAI Laboratory, Technical Report (R-24), Nov, 2016. [pdf, bib] 2016: Markov Decision Processes with Unobserved Confounders: A Causal Approach J. Zhang, E. Bareinboim. Columbia CausalAI Laboratory, Technical Report (R-23), 2016
MS in Data Science, Curriculum & Specializations
It reviews Markov decision processes, dynamic programming, temporal difference learning, Monte Carlo and deep reinforcement learning, eligibility traces, and function approximation. Students implement intelligent agents, solving sequential decision-making problems.
Computer Science and Engineering
Specific topics to be covered include probabilistic methods for reasoning and decision-making under uncertainty; inference and learning in Bayesian networks; prediction and planning in Markov decision processes; applications to intelligent systems, speech and natural language processing, information retrieval, and robotics.
Data Science Applications | Top 10 Use Cases Of - Edureka
Jul 15, 2021Fraud and Risk Detection. The earliest applications of data science were in Finance. Companies were fed up of bad debts and losses every year. However, they had a lot of data which use to get collected during the initial paperwork while sanctioning loans.
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now publishers - Foundations and Trends® in Machine Learning
Explicit-Duration Markov Switching Models Silvia Chiappa. Volume 7, Issue 4-5 Adaptation, Learning, and Optimization over Networks Hanneke. Volume 7, Issue 1 From Bandits to Monte-Carlo Tree Search: The Optimistic Principle Applied to Optimization and Planning Learning Representation and Control in Markov Decision Processes: New

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