26 Dec 2025
In many ๐ซ๐๐ข๐ง๐๐จ๐ซ๐๐๐ฆ๐๐ง๐ญ ๐ฅ๐๐๐ซ๐ง๐ข๐ง๐ and ๐ฌ๐๐ช๐ฎ๐๐ง๐ญ๐ข๐๐ฅ ๐๐๐๐ข๐ฌ๐ข๐จ๐ง-๐ฆ๐๐ค๐ข๐ง๐ problems, data is ๐ง๐จ๐ญ ๐ข๐ง๐๐๐ฉ๐๐ง๐๐๐ง๐ญ.
Each observation depends on ๐ฉ๐๐ฌ๐ญ ๐๐๐ญ๐ข๐จ๐ง๐ฌ, ๐ฉ๐จ๐ฅ๐ข๐๐ข๐๐ฌ, and ๐ซ๐๐ง๐๐จ๐ฆ๐ง๐๐ฌ๐ฌ.
So classical concentration tools like ๐๐จ๐๐๐๐๐ข๐ง๐ โ๐ฌ ๐ข๐ง๐๐ช๐ฎ๐๐ฅ๐ข๐ญ๐ฒ (which assume independence) are ๐ง๐จ๐ญ ๐๐ข๐ซ๐๐๐ญ๐ฅ๐ฒ ๐๐ฉ๐ฉ๐ฅ๐ข๐๐๐๐ฅ๐.
This is exactly where ๐๐ณ๐ฎ๐ฆ๐โ๐๐จ๐๐๐๐๐ข๐ง๐ โ๐ฌ ๐ข๐ง๐๐ช๐ฎ๐๐ฅ๐ข๐ญ๐ฒ comes in.
#ReinforcementLearning #LearningTheory #Bandits #OnlineLearning #SequentialDecisionMaking #ML #AI
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2 Apr 2024
UCD CS academics to co-organise prestigious @dagstuhl seminars - Professor @keanema on #ExplainableAI for #SequentialDecisionMaking and Assist. Prof. @Deepak_UCD on #MachineLearning Augmented Algorithms for #CombinatorialOptimization Problems. ucd.ie/cs/news/ucdcsacademicโฆ #XAI
ALT Schloss Dagsthule
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25 Jan 2023
We had a great time at The data-driven engineering program @NewtonInstitute
Lots of exciting talks on #ReinforcementLearning, #DataDrivenOptimization, #SequentialDecisionMaking, and more!
Tutorials can be found here: youtube.com/playlist?list=PLโฆ
25 Jan 2023
Some lovely photos of group members @HaitingWang2 @KotechaNiki and Abdullah Bahamdan enjoying the @NewtonInstitute week on Data-Driven Engineering @TuringChiefSci @AntonioE89
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17 Mar 2022
#Planning in the #brain
Despite the challenges of #SequentialDecisionMaking, humans and other animals are often able to perform impressively well in such tasks.
How we achieve this performance, however, is poorly understood.
cell.com/neuron/fulltext/S08โฆ
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7 Feb 2022
Looking forward to hearing @lilyxu0 speak about multi-arm bandits for wildlife conservation next week!
#multiarmbandits #ai4socialgood #sequentialdecisionmaking #wildlife #conservation #pqss
7 Feb 2022
โจ๐Join us for the next talk in our #AI4SocialGood seminar series! @lilyxu0 will speak about learning and planning under uncertainty for wildlife conservation!๐โจ
๐ข @lilyxu0
๐๏ธ Wednesday, 2/16
โฐ 11:30 AM EST
๐Register at: bit.ly/3uxTRRI
#mabs #conservation
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16 Dec 2021
Subject to: Warren Powell (Professor Emeritus at Princeton University, Chief Analytics Officer at Optimal Dynamics), youtu.be/K9d351v1kV8, #orms #analytics #ReinforcementLearning #stochasticoptimization #sequentialdecisionmaking @WarrenBPowell
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30 Oct 2018
The 'Artificial Intelligence Clinician' learns Optimal Treatment Strategies by Analyzing a Myriad of Treatment Decisions @VeritaUK @ed_verita @NatureMedicine #AI #ReinforcementLearning #SequentialDecisionMaking #ImplicitKnowledge #PatientData #Sepsis #PatientOutcomes #Validation
Scientists at Imperial College London claim to have developed an artificial intelligence (AI) system that could help the treatment of sepsis. ow.ly/OfdO50jxgKjย ow.ly/OfdO50jxgKj
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23 Dec 2010
: got to hear a lot of new & interesting theories & Methods! Wikipedia.. I'm coming! :P #SequentialDecisionMaking
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