Hierarchical Document Clustering using Frequent Itemsets

By Benjamin C. M. Fung, Ke Wang, Martin Ester. SDM, 2003

523 citations recorded by the source corpus.

Subfields: Computational Theory and Mathematics, Information Systems, Signal Processing

View Paper: https://www.semanticscholar.org/paper/1f6d4e6f4dbc6b7f350c76ec9b9d3de30b0a4100

How researchers see this paper

The researchers whose trusted networks rank it highest, strongest advocate first. Every researcher gets a different order.

In Computational Theory and Mathematics

1. John Shawe-Taylor
2. Takahiro Hara
3. Dorothea Wagner
4. Diep Bich Do
5. Masumi Shirakawa
6. Xuemin Lin
7. Shojiro Nishio

In Information Systems

1. John Shawe-Taylor
2. Takahiro Hara
3. Diep Bich Do
4. Masumi Shirakawa
5. Xuemin Lin
6. Shojiro Nishio
7. Konstantinos Skianis
8. Fragkiskos D. Malliaros

In Signal Processing

1. John Shawe-Taylor
2. Takahiro Hara
3. Dorothea Wagner
4. Diep Bich Do
5. Masumi Shirakawa
6. Xuemin Lin
7. Shojiro Nishio
8. Yuxin Peng

Citations in the corpus

• Extracting Diagnoses and Investigation Results from Unstructured Text in Electronic Health Records by Semi-Supervised Machine Learning (2012, methodology): “We converted the free text examples to lower-case and removed the word endings using the FIHC stemmer [21] before applying the S 3 CM .”
• N-gram IDF: A Global Term Weighting Scheme Based on Information Distance (2015, methodology): “In addition to the effectiveness of TF-IDF in various applications such as information retrieval [46], document clustering [14], key term extraction [19] and object matching in videos [44], many theoretical explanations [2, 20, 36, 38] encourage researchers and developers to employ TF-IDF.”
• Term Graph Model for Text Classification (2005, methodology): “We can find out several different methods and system for clustering transactions [16] and documents [2, 6].”
• Comparing Clusterings - An Overview (2007, background): “Actually, other authors, as for example Steinbach, Kapyris and Kumar in [15], or Fung in [14], refer to Larsen when introducing the F-Measure.”