Search Results for author: Mert Al

Found 4 papers, 0 papers with code

Privacy Enhancing Machine Learning via Removal of Unwanted Dependencies

no code implementations30 Jul 2020 Mert Al, Semih Yagli, Sun-Yuan Kung

The rapid rise of IoT and Big Data has facilitated copious data driven applications to enhance our quality of life.

BIG-bench Machine Learning Privacy Preserving

Scalable Kernel Learning via the Discriminant Information

no code implementations23 Sep 2019 Mert Al, Zejiang Hou, Sun-Yuan Kung

Kernel approximation methods create explicit, low-dimensional kernel feature maps to deal with the high computational and memory complexity of standard techniques.

Supervising Nyström Methods via Negative Margin Support Vector Selection

no code implementations10 May 2018 Mert Al, Thee Chanyaswad, Sun-Yuan Kung

They approximate explicit, low-dimensional feature mappings for kernel functions from the pairwise comparisons with the training data.

Classification General Classification

Ratio Utility and Cost Analysis for Privacy Preserving Subspace Projection

no code implementations26 Feb 2017 Mert Al, Shibiao Wan, Sun-Yuan Kung

With a rapidly increasing number of devices connected to the internet, big data has been applied to various domains of human life.

Human Activity Recognition Privacy Preserving

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