Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Purpose – With an increase in the amount of multilingual content on the World Wide b, users are often striving to access information provided in a language of which they are non-native speakers. The purpose of this paper is to present a comprehensive study of user profile representation techniques and investigate their use in personalized cross-language information retrieval (CLIR) systems through the means of personalized query expansion. Design/methodology/approach – The user profiles consist of ighted terms computed by using frequency-based methods such as tf-idf and BM25, as ll as various latent semantic models trained on monolingual documents and cross-lingual comparable documents.  also proposes an automatic evaluation method for comparing various user profile generation techniques and query expansion methods. Findings – Experimental results suggest that latent semantic-ighted user profile representation techniques are superior to frequency-based methods, and are particularly suita...
['Dong Zhou', 'Séamus Lawless', 'Xuan Wu', 'Wenyu Zhao', 'Jianxun Liu']
I am writing a research paper on a idea A study of user profile representation for personalized cross-language information retrieval
[{"from": "human", "value": "I am writing a research paper on a idea A study of user profile representation for personalized cross-language information retrieval"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Purpose \u2013 With an increase in the amount of multilingual content on the World Wide b, users are often striving to access information provided in a language of which they are non-native speakers. The purpose of this paper is to present a comprehensive study of user profile representation techniques and investigate their use in personalized cross-language information retrieval (CLIR) systems through the means of personalized query expansion. Design/methodology/approach \u2013 The user profiles consist of ighted terms computed by using frequency-based methods such as tf-idf and BM25, as ll as various latent semantic models trained on monolingual documents and cross-lingual comparable documents.  also proposes an automatic evaluation method for comparing various user profile generation techniques and query expansion methods. Findings \u2013 Experimental results suggest that latent semantic-ighted user profile representation techniques are superior to frequency-based methods, and are particularly suita..."}]