A generalized cluster centroid based classifier for text categorization

A generalized cluster centroid based classifier for text categorization

In this paper, a Generalized Cluster Centroid based Classifier (GCCC) and its variants for text categorization are proposed by utilizing a clustering algorithm to integrate two wellknown classifiers, i.e., the K-nearest-neighbor (KNN) classifier and the Rocchio classifier. KNN, a lazy learning metho...

Saved in:

書目詳細資料
Main Authors:	PANG, Guansong, JIANG, Shengyi
格式:	text
語言:	English
出版:	Institutional Knowledge at Singapore Management University 2012
主題:	Text categorization KNN Rocchio Clustering Generalized cluster centroid Artificial Intelligence and Robotics Databases and Information Systems
在線閱讀:	https://ink.library.smu.edu.sg/sis_research/7028 https://ink.library.smu.edu.sg/context/sis_research/article/8031/viewcontent/1000006552265.pdf
標簽:	添加標簽沒有標簽, 成為第一個標記此記錄!

相似書籍

An improved K-nearest-neighbor algorithm for text categorization
由: JIANG, Shengyi, et al.
出版: (2012)

CenKNN: A scalable and effective text classifier
由: PANG, Guansong, et al.
出版: (2014)

A refinement approach to handling model misfit in text categorization
由: Wu, H., et al.
出版: (2013)

Supervised and traditional term weighting methods for automatic text categorization
由: Lan, M., et al.
出版: (2013)

A new term weighting method for text categorization
由: LAN MAN
出版: (2010)

Consensus clustering
由: Hu, T., et al.
出版: (2014)

Nearest Centroid: A bridge between statistics and machine learning
由: THULASIDAS, Manoj
出版: (2020)

The use of topic representativewords in text categorization
由: Kim, S.N., et al.
出版: (2013)

Domain concept handling in automated text categorization
由: Liu, Y., et al.
出版: (2014)

Semi-supervised new slot discovery with incremental clustering
由: WU, Yuxia, et al.
出版: (2022)

A comprehensive comparative study on term weighting schemes for text categorization with support vector machines
由: Lan, M., et al.
出版: (2013)

Exploiting internal and external semantics for the clustering of short texts using world knowledge
由: Hu, X., et al.
出版: (2013)

FROM USER-GENERATED-CONTENT TO STRUCTURED KNOWLEDGE EXPLORING MULTI-ASPECT SENTENCE REPRESENTATION AND PROTOTYPE HIERARCHY BASED CATEGORIZATION FOR ORGANIZATION OF TEXT COLLECTIONS
由: MING ZHAOYAN
出版: (2011)

On machine learning methods for Chinese document categorization
由: He, J., et al.
出版: (2013)

Probabilistic reasoning on background net: An application to text categorization
由: Lo, S.-L., et al.
出版: (2014)

A Maximal Figure-of-Merit (MFoM)-learning approach to robust classifier design for text categorization
由: Gao, S., et al.
出版: (2013)

Active Semi-Supervised Defect Categorization
由: THUNG, Ferdian, et al.
出版: (2015)

Clustering Web Services for Automatic Categorization
由: LIANG, Qianhui (Althea), et al.
出版: (2009)

Ricochet: A family of unconstrained algorithms for graph clustering
由: Wijaya, D.T., et al.
出版: (2013)

A quality metric for K-Means clustering based on centroid locations
由: THULASIDAS, Manoj
出版: (2022)

Learning and reasoning on background net - its application to text categorization
由: Lo, S.-L., et al.
出版: (2014)

An eigen value based approach for text detection in video
由: Guru, D.S., et al.
出版: (2013)

Homophily outlier detection in non-IID categorical data
由: PANG, Guansong, et al.
出版: (2021)

CURE: Flexible categorical data representation by hierarchical coupling learning
由: JIAN, Songlei, et al.
出版: (2019)

Background net approach for text categorization based on contextual association as term co-occurrence
由: Lo, S.-L., et al.
出版: (2014)

Document clustering based on cluster validation
由: Niu, Z.-Y., et al.
出版: (2013)

Scalable and globally optimal generalized L1 K-center clustering via constraint generation in mixed integer linear programming
由: CHEMBU, Aravinth, et al.
出版: (2023)

Learning and reasoning on background nets for text categorization with changing domain and personalized criteria
由: Lo, S.-L., et al.
出版: (2014)

Using cluster validation criterion to identify optimal feature subset and cluster number for document clustering
由: Niu, Z.-Y., et al.
出版: (2013)

New fourier-statistical features in RGB space for video text detection
由: Shivakumara, P., et al.
出版: (2013)

Visualization and analysis of document clusters produced by self-organizing maps
由: Landrito, Maynard R.
出版: (2013)

Large-Scale Text Categorization by Batch Mode Active Learning
由: HOI, Steven C. H., et al.
出版: (2006)

Web page categorization without the web page
由: Kan, M.-Y.
出版: (2013)

Evaluating human versus machine learning performance in classifying research abstracts
由: GOH, Yeow Chong, et al.
出版: (2020)

Intrinsic computation of Centroidal Voronoi Tessellation (CVT) on meshes
由: Wang, Xiaoning, et al.
出版: (2018)

Image clustering using local discriminant models and global integration
由: Yang, Y., et al.
出版: (2014)

On machine learning methods for Chinese document classification
由: HE, Ji, et al.
出版: (2003)

Hybrid and adaptive genetic fuzzy clustering algorithms
由: LIU MING
出版: (2010)

Graphs, Clustering and applications
由: DERRY TANTI WIJAYA
出版: (2019)

Prototype hierarchy based clustering for the categorization and navigation of web collections
由: Ming, Z.-Y., et al.
出版: (2013)