Finite-Sample Analysis in Reinforcement Learning Mohammad Ghavamzadeh INRIA Lille – Nord Europe, Team SequeL Outline

Source URL: mistis.inrialpes.fr

• Mathematics
• Dynamic programming
• Mathematical analysis
• Stochastic control
• Discrete mathematics
• Algebra
• Distribution
• Number theory
• Markov decision process
• Prime-counting function
• Mathematical optimization
• Projection-valued measure

Multi-Bandit Best Arm Identification V. Gabillon, M. Ghavamzadeh, A. Lazaric & S. Bubeck Sequel Group Meeting, 21 octobre, 2011. An Example

Source URL: victorgabillon.nfshost.com

• Statistics
• Machine learning
• Multi-armed bandit
• Stochastic optimization
• Bandit
• Variance

Multi-Bandit Best Arm Identification Victor Gabillon,1 Mohammad Ghavamzadeh,1 Alessandro Lazaric,1 and Sebastien Bubeck.2 1 : INRIA Lille - Nord Europe - Team SequeL

Source URL: victorgabillon.nfshost.com

Classification-based Policy Iteration with a Critic V. Gabillon1 , A. Lazaric1 , M. Ghavamzadeh1 & B. Scherrer2 1 2 INRIA Lille - Nord Europe, Team Sequel,

Source URL: victorgabillon.nfshost.com

• Dynamic programming
• Markov decision process
• Stochastic control
• Probability theory
• Probability
• Statistics

Adaptive Submodular Maximization in Bandit Setting Victor Gabillon Branislav Kveton Zheng Wen INRIA Lille - team SequeL

Source URL: victorgabillon.nfshost.com

• Mathematics
• Submodular set function
• Distribution
• operator
• Golden ratio base

SNMP Monitoring The Sequel by Manuel Deschambault Support Tool Architect Symbiotic System Design

Source URL: macadmins.psu.edu

Where has Neon Red Crayon got to on his travels now? Draw a landscape from anywhere in the world around him. The hilarious sequel to the awardwinning, international bestseller Text copyright © Drew Daywalt 2015 /

Source URL: 4edd9444c072ad07aff7-11d966b2703d5a5467932b6516b2610f.r67.cf2.rackcdn.com

Affichage de publicités sur des portails web Victor Gabillon∗,∗∗ Jérémie Mary∗,∗∗ Philippe Preux∗,∗∗ ∗ Équipe-Projet SequeL INRIA CR-LNE, 40 Av. Halley, 59650 Villeneuve d’Ascq, France

Source URL: victorgabillon.nfshost.com

the Play A non-fiction sequel to Illuminatus, based on the autobiography Cosmic Trigger by Robert Anton Wilson. Marvel as Wilson journeys through Chapel

Source URL: cosmictriggerplay.com

Sequel™ System Introducing the scalable platform for SMRT® Sequencing GAIN A COMPREHENSIVE VIEW OF GENOMES, TRANSCRIPTOMES, AND EPIGENOMES

Source URL: www.pacb.com

• Biology
• Pacific Biosciences
• Genetics
• Bioinformatics
• DNA sequencing
• Epigenetics
• SMRT
• Trademark
• Molecular biology