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HIClass: Hyper-interactive Text Classification by Interactive Supervision of Document and Term Labels [chapter]

Shantanu Godbole, Abhay Harpale, Sunita Sarawagi, Soumen Chakrabarti
2004 Lecture Notes in Computer Science  
We present the HIClass (Hyper Interactive text Classification) system, an interactive text classification system which combines the cognitive power of humans with the power of automated learners to make  ...  HIClass is based on active learning principles and has aids for detailed analysis and fine tuning of text classifiers while exerting a low cognitive load on the user.  ...  HIClass is an interactive multi-class multi-labeled text classification system that combines the cognitive power of humans with the power of automated learners to make statistically sound classification  ... 
doi:10.1007/978-3-540-30116-5_61 fatcat:yatr7bk3mbdn5kg3vwn2bnmo6u

Document Classification Through Interactive Supervision of Document and Term Labels [chapter]

Shantanu Godbole, Abhay Harpale, Sunita Sarawagi, Soumen Chakrabarti
2004 Lecture Notes in Computer Science  
Effective incorporation of human expertise, while exerting a low cognitive load, is a critical aspect of real-life text classification applications that is not adequately addressed by batch-supervised  ...  We present HIClass, an interactive and exploratory labeling package that actively collects user opinion on feature representations and choices, as well as whole-document labels, while minimizing redundancy  ...  HIClass provides user continuous feedback on the state of the system, drawing her attention to classes, documents, and terms which would benefit by manual tuning.  ... 
doi:10.1007/978-3-540-30116-5_19 fatcat:6syoizfjm5gi5a4pen4u6kwxwm

Adaptive Organization of Digital Documents using Knowledge Graphs

Ramakrishna Bairi
2018
It makes use of a massive knowledge graph to guide the machine learning models to evolve the category structure and organizes the documents accordingly.  ...  The categorization also adapts to the growing document collection. It also presents a novel technique for categorizing "short texts" having very few words.  ...  [58] present the HIClass (Hyper Interactive text Classification) system, which is an interactive text classification system that combines the cognitive power of humans with the power of automated learners  ... 
doi:10.4225/03/5a9e377107082 fatcat:emexqp4eyvcnxd7whjiqflci3a

EuCAPT White Paper: Opportunities and Challenges for Theoretical Astroparticle Physics in the Next Decade [article]

R. Alves Batista, M. A. Amin, G. Barenboim, N. Bartolo, D. Baumann, A. Bauswein, E. Bellini, D. Benisty, G. Bertone, P. Blasi, C.G. Böhmer, Ž. Bošnjak (+125 others)
2021 arXiv   pre-print
This white paper is the result of a collaborative effort that involved hundreds of theoretical astroparticle physicists and cosmologists, under the coordination of the European Consortium for Astroparticle  ...  gravitational waves with LIGO and Virgo, and many others.  ...  We thank all of the scientists who contributed to the Mattermost channels, google docs, and EuCAPT symposium -too many to thank them all individuallyfor any and all contributions. Asmaa Abada Theory  ... 
arXiv:2110.10074v1 fatcat:arwgafulurg3tbdqmciztq6az4