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Topic-Constrained Hierarchical Clustering for Document Datasets
2010In this paper, we propose the topic-constrained hierarchical clustering, which organizes document datasets into hierarchical trees consistant with a given set of topics. The proposed algorithm is based on a constrained agglomerative clustering framework and a semi-supervised criterion function that emphasizes the relationship between documents and ...
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A Topic Detection Method for high dimensional datasets.
2014Topics extraction from documents has become increasingly important due to its effectiveness in many tasks, including information retrieval, information filtering and organization of document collections in digital libraries. The Topic Detection consists to find the most significant topics within a document corpus.
AMATO, FLORA +2 more
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LDA Topic Modeling Based Dataset Dependency Matrix Prediction
2019Classification of text based datasets has many applications in the field of Computer Science. Some of the key application areas include scientific article recommendation, news article tagging, multimedia content search assistance, etc. We are interested in the problem of data placement of text based datasets in a distributed storage system. Distributed
Hindol Bhattacharya +3 more
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Topic Modeling in the ENRON Dataset
2022Naciye Celebi, Narasimha K. Shashidhar
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Topic Detection in Domain Text Dataset: An FCA-Based Approach
Journal of Circuits, Systems and ComputersText data contain a large amount of useful information, and various domain texts obtained after text data classification are the main body of text data research. Domain text data share a common domain background, so the topics in a domain have more overlap and finer differences.
Fugang Wang +3 more
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ConvAI Dataset of Topic-Oriented Human-to-Chatbot Dialogues
2018This paper contains the description and the analysis of the dataset collected during the Conversational Intelligence Challenge (ConvAI) which took place in 2017. During the evaluation round we collected over 4,000 dialogues from 10 chatbots and 1,000 volunteers.
Varvara Logacheva +4 more
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DeepPavlov Topics: Topic Classification Dataset for Conversational Domain in English
2022Beksultan Sagyndyk +2 more
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Exploring the Space of Topic Coherence Measures
Web Search and Data Mining, 2015Michael Röder +2 more
semanticscholar +1 more source
Identifying Topic Modeling Technique in Evaluating Textual Datasets
2023Nik Siti Madihah Nik Mangsor +3 more
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