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A Flexible HLS Hoeffding Tree Implementation for Runtime Learning on FPGA [article]

Luís Miguel Sousa, Nuno Paulino, João Canas Ferreira, João Bispo
2021 arXiv   pre-print
This makes them especially suitable for deployment on embedded devices. In this work we highlight the features of an HLS implementation of the Hoeffding Tree.  ...  Hoeffding Trees are a type of Decision Trees that take advantage of the Hoeffding Bound to allow them to learn patterns in data without having to continuously store the data samples for future reprocessing  ...  ACKNOWLEDGMENTS This work was supported by the PEPCC project (PTDC/ EEI-HAC/30848/2017), financed by Fundac ¸ão para a Ciência e Tecnologia (FCT).  ... 
arXiv:2112.01875v1 fatcat:lpf3i7dzpbf3bj4wd7rix2q3hm

Dependable embedded systems

2008 2008 6th IEEE International Conference on Industrial Informatics  
Titles in the Series cover a focused set of embedded topics relating to traditional computing devices as well as hightech appliances used in newer, personal devices, and related topics.  ...  It was a tremendous help to see to possibilities of FDSOI in silicon very early on.  ...  The authors also would like to thank STMicroelectronics for the cooperation on FDSOI technology.  ... 
doi:10.1109/indin.2008.4618103 fatcat:hal6brsgsjg5rlo3u5xil46pxi

LIPIcs, Volume 32, SNAPL'15, Complete Volume [article]

Thomas Ball, Rastislav Bodik, Shriram Krishnamurthi, Benjamin S. Lerner, Greg Morrisett
2015
Lightweight modular staging: A pragmatic approach to runtime code generation and compiled dsls.  ...  The Need for Language Support for Fault-Tolerant Distributed Systems Robin Milner, Joachim Parrow, and David Walker Toward a Dependability Case Language and Workflow for a Radiation Therapy System Acknowledgments  ...  We also implemented the algorithm in C and used a commercial high-level synthesis (HLS) tool to generate a comparable FPGA design.  ... 
doi:10.4230/lipics.snapl.2015 fatcat:ljoxwa7wp5achn2tbrmpriez7y