Search Results for author: Tomoya Machide

Found 3 papers, 0 papers with code

Query Obfuscation by Semantic Decomposition

no code implementations LREC 2022 Danushka Bollegala, Tomoya Machide, Ken-ichi Kawarabayashi

Our experimental results show that the proposed method can accurately reconstruct the search results for user queries, without compromising the privacy of the search engine users.

Representation Learning Word Embeddings

A Neighbourhood-Aware Differential Privacy Mechanism for Static Word Embeddings

no code implementations19 Sep 2023 Danushka Bollegala, Shuichi Otake, Tomoya Machide, Ken-ichi Kawarabayashi

We propose a Neighbourhood-Aware Differential Privacy (NADP) mechanism considering the neighbourhood of a word in a pretrained static word embedding space to determine the minimal amount of noise required to guarantee a specified privacy level.

Word Embeddings

Query Obfuscation Semantic Decomposition

no code implementations12 Sep 2019 Danushka Bollegala, Tomoya Machide, Ken-ichi Kawarabayashi

Our experimental results show that the proposed method can accurately reconstruct the search results for user queries, without compromising the privacy of the search engine users.

Clustering Information Retrieval +2

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