Diversity matters: Robustness of bias measurements in Wikidata

Author:

Das Paramita1ORCID,Karnam Sai Keerthana1ORCID,Panda Anirban2ORCID,Guda Bhanu Prakash Reddy3ORCID,Sarkar Soumya4ORCID,Mukherjee Animesh1ORCID

Affiliation:

1. Computer Science and Engineering, Indian Institute of Technology Kharagpur, India

2. Industrial and Systems Engineering, Indian Institute of Technology Kharagpur, India

3. Computer Science and Engineering, Carnegie Mellon University, USA

4. Microsoft Research, India

Publisher

ACM

Reference35 articles.

1. Ivana Balažević , Carl Allen , and Timothy  M Hospedales . 2019 . Hypernetwork knowledge graph embeddings . In International Conference on Artificial Neural Networks. Springer, 553–565 . Ivana Balažević, Carl Allen, and Timothy M Hospedales. 2019. Hypernetwork knowledge graph embeddings. In International Conference on Artificial Neural Networks. Springer, 553–565.

2. Tolga Bolukbasi , Kai-Wei Chang , James  Y Zou , Venkatesh Saligrama , and Adam  T Kalai . 2016. Man is to computer programmer as woman is to homemaker? debiasing word embeddings. Advances in neural information processing systems 29 ( 2016 ), 4349–4357. Tolga Bolukbasi, Kai-Wei Chang, James Y Zou, Venkatesh Saligrama, and Adam T Kalai. 2016. Man is to computer programmer as woman is to homemaker? debiasing word embeddings. Advances in neural information processing systems 29 (2016), 4349–4357.

3. Antoine Bordes , Nicolas Usunier , Alberto Garcia-Duran , Jason Weston , and Oksana Yakhnenko . 2013. Translating embeddings for modeling multi-relational data. Advances in neural information processing systems 26 ( 2013 ). Antoine Bordes, Nicolas Usunier, Alberto Garcia-Duran, Jason Weston, and Oksana Yakhnenko. 2013. Translating embeddings for modeling multi-relational data. Advances in neural information processing systems 26 (2013).

4. Avishek Bose and William Hamilton . 2019 . Compositional fairness constraints for graph embeddings . In International Conference on Machine Learning. PMLR, 715–724 . Avishek Bose and William Hamilton. 2019. Compositional fairness constraints for graph embeddings. In International Conference on Machine Learning. PMLR, 715–724.

5. Styliani Bourli and Evaggelia Pitoura . 2020 . Bias in Knowledge Graph Embeddings. In 2020 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM). IEEE, 6–10 . Styliani Bourli and Evaggelia Pitoura. 2020. Bias in Knowledge Graph Embeddings. In 2020 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM). IEEE, 6–10.

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