Search Results for author: Christian Hakert

Found 3 papers, 0 papers with code

Register Your Forests: Decision Tree Ensemble Optimization by Explicit CPU Register Allocation

no code implementations10 Apr 2024 Daniel Biebert, Christian Hakert, Kuan-Hsun Chen, Jian-Jia Chen

Extensive evaluations of the proposed method are conducted in comparison to the basic realization of C code from the high-level machine learning model and succeeding compilation.

C++ code Code Generation

FLInt: Exploiting Floating Point Enabled Integer Arithmetic for Efficient Random Forest Inference

no code implementations9 Sep 2022 Christian Hakert, Kuan-Hsun Chen, Jian-Jia Chen

In this paper, we provide \mdname, a full precision floating point comparison for random forests, by only using integer and logic operations.

Towards Explainable Bit Error Tolerance of Resistive RAM-Based Binarized Neural Networks

no code implementations3 Feb 2020 Sebastian Buschjäger, Jian-Jia Chen, Kuan-Hsun Chen, Mario Günzel, Christian Hakert, Katharina Morik, Rodion Novkin, Lukas Pfahler, Mikail Yayla

Finally, we explore the influence of a novel regularizer that optimizes with respect to this metric, with the aim of providing a configurable trade-off in accuracy and BET.

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