Subject
4 entries
Research Paper
Bookmarks
NIPS 2012 Paper #1338
A NIPS 2012 (NeurIPS 2012) conference paper — saved in the same timeframe as deep learning and distributed neural network research. Likely related to neural architecture or distributed/large-scale training given the surrounding bookmarks.
Optimal Thompson Sampling: Asymptotic Analysis
Emilie Kaufmann's arXiv paper on the asymptotic optimality of Thompson Sampling for multi-armed bandits — the theoretical grounding that explains why Thompson Sampling works as well as it does empirically. Proves it achieves near-optimal regret bounds.
Sarkar — Graph Processing Paper (CMU AutonLab)
Prithwish Sarkar's paper from CMU's AutonLab on large-scale graph analysis — bookmarked alongside Apache Giraph as a reference for distributed graph processing. CMU's AutonLab works on scalable machine learning for graph-structured data.
SoMART: A Web Server for Plant miRNA, tasiRNA and Target Gene Analysis
SoMART is a web server for analyzing plant microRNA, tasiRNA, and target genes — published in The Plant Journal in 2012. Bookmarked as a publication the user was personally involved in (comment: 'I'm published!').