Search Results for author: Erez Shmueli

Found 7 papers, 0 papers with code

Categorizing Items with Short and Noisy Descriptions using Ensembled Transferred Embeddings

no code implementations21 Oct 2021 Yonatan Hadar, Erez Shmueli

In this work, we focus on item categorization settings in which the textual attributes representing items are noisy and short, and labels (i. e., accurate classification of items into categories) are not available.

Embeddings Evaluation

Fairness-Driven Private Collaborative Machine Learning

no code implementations29 Sep 2021 Dana Pessach, Tamir Tassa, Erez Shmueli

The performance of machine learning algorithms can be considerably improved when trained over larger datasets.

BIG-bench Machine Learning Fairness +1

Improving Label Ranking Ensembles using Boosting Techniques

no code implementations21 Jan 2020 Lihi Dery, Erez Shmueli

Label ranking is a prediction task which deals with learning a mapping between an instance and a ranking (i. e., order) of labels from a finite set, representing their relevance to the instance.

Algorithmic Fairness

no code implementations21 Jan 2020 Dana Pessach, Erez Shmueli

The paper begins by discussing the causes of algorithmic bias and unfairness and the common definitions and measures for fairness.

Decision Making Fairness

Handwritten Signature Verification Using Hand-Worn Devices

no code implementations19 Dec 2016 Ben Nassi, Alona Levy, Yuval Elovici, Erez Shmueli

Online signature verification technologies, such as those available in banks and post offices, rely on dedicated digital devices such as tablets or smart pens to capture, analyze and verify signatures.

Human collective intelligence as distributed Bayesian inference

no code implementations5 Aug 2016 Peter M. Krafft, Julia Zheng, Wei Pan, Nicolás Della Penna, Yaniv Altshuler, Erez Shmueli, Joshua B. Tenenbaum, Alex Pentland

To address this gap, we introduce a new analytical framework: We propose that groups arrive at accurate shared beliefs via distributed Bayesian inference.

Bayesian Inference Decision Making +1

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