Huan Liu

发表

Feature Extraction, Construction and Selection: A Data Mining Perspective

Hiroshi Motoda, Huan Liu, H. Motoda, 1998 .

Scalable Feature Selection for Large Sized Databases

Huan Liu, 1998 .

Consistency Based Feature

H. Motoda, Huan Liu, SelectionManoranjan Dash, 2007 .

Detecting a Spectrally Variable Subject in Color Infrared Imagery Using Data-Mining and Knowledge-Engine Methods

Huan Liu, P. G. Foschi, Gary Fields, 2005 .

Proceedings of the 2012 SIAM International Conference on Data Mining

Ian Davidson, Joydeep Ghosh, Carlotta Domeniconi, 2012 .

Proceedings of the 2011 SIAM International Conference on Data Mining

Takashi Washio, Huan Liu, Chris Clifton, 2011 .

Feature Engineering for Machine Learning and Data Analytics

Huan Liu, Guozhu Dong, Huan Liu, 2018 .

Book Review: Computational Methods of Feature Selection

Hiroshi Motoda, Huan Liu, Huan Liu, 2007, The IEEE intelligent informatics bulletin.

Feature Extraction, Construction and Selection

Hiroshi Motoda, Huan Liu, H. Motoda, 1998 .

Feature selection: We've barely scratched the surface

Huan Liu, Hanchuan Peng, Fuhui Long, 2005 .

Symbolic presentation of

Huan Liu, Rudy Setiono, R. Setiono, 1996 .

Toward integrating feature selection algorithms for classification and clustering

Huan Liu, Lei Yu, Huan Liu, 2005, IEEE Transactions on Knowledge and Data Engineering.

Class-specific ensembles for active learning in digital imagery

Huan Liu, Amit Mandvikar, Huan Liu, 2004 .

A study of support vectors on model independent example selection

Huan Liu, Nadeem Ahmed Syed, Kah Kay Sung, 1999, KDD '99.

Redundancy based feature selection for microarray data

Huan Liu, Lei Yu, Huan Liu, 2004, KDD.

Efficiently handling feature redundancy in high-dimensional data

Huan Liu, Lei Yu, Huan Liu, 2003, KDD '03.

Efficient Feature Selection via Analysis of Relevance and Redundancy

Huan Liu, Lei Yu, Huan Liu, 2004, J. Mach. Learn. Res..

Spectral feature selection for supervised and unsupervised learning

Huan Liu, Zheng Zhao, Huan Liu, 2007, ICML '07.

Feature Selection for High-Dimensional Data: A Fast Correlation-Based Filter Solution

Huan Liu, Lei Yu, Huan Liu, 2003, ICML.

Some issues on scalable feature selection

Huan Liu, Rudy Setiono, R. Setiono, 1998 .

Feature Selection Aspects

Hiroshi Motoda, Huan Liu, H. Motoda, 1998 .

Evaluation and Application

Hiroshi Motoda, Huan Liu, H. Motoda, 1998 .

Feature Selection Methods

Hiroshi Motoda, Huan Liu, H. Motoda, 1998 .

Feature Selection for Knowledge Discovery and Data Mining

Hiroshi Motoda, Huan Liu, H. Motoda, 1998, The Springer International Series in Engineering and Computer Science.

Active learning for detecting a spectrally variable subject in color infrared imagery

Huan Liu, Patricia G. Foschi, Huan Liu, 2004, Pattern Recognit. Lett..

Customer Retention via Data Mining

Huan Liu, KianSing Ng, Huan Liu, 2000, Artificial Intelligence Review.

Towards an evolutionary algorithm: a comparison of two feature selection algorithms

Huan Liu, Kan Chen, Kan Chen, 1999, Proceedings of the 1999 Congress on Evolutionary Computation-CEC99 (Cat. No. 99TH8406).

Discretization: An Enabling Technique

Huan Liu, Chew Lim Tan, Manoranjan Dash, 2002, Data Mining and Knowledge Discovery.

Computational Methods of Feature Selection

Hiroshi Motoda, Huan Liu, D. Stracuzzi, 2022 .

Feature Transformation and Dimensionality Reduction

Huan Liu, Hiroshi Motoda, H. Motoda, 1998 .

Feature Selection Extraction and Construction

Hiroshi Motoda, Huan Liu, H. Motoda, 2002 .

Feature Reduction

H. Toivonen, P. Flach, D. Mladenic, 2010, Encyclopedia of Machine Learning.

Social Computing, Behavioral Modeling, and Prediction

Huan Liu, John J. Salerno, Michael J. Young, 2008 .

A Comparative Survey: Benchmarking for Pool-based Active Learning

Antoni B. Chan, Antoni B. Chan, Qing Li, 2021, IJCAI.

Handling concept drifts in incremental learning with support vector machines

Huan Liu, Nadeem Ahmed Syed, Kah Kay Sung, 1999, KDD '99.

Modelling classification performance for large data sets: An empirical study

Huan Liu, Feifang Hu, Baohua Gu, 2001 .

Knowledge Discovery and Data Mining. Current Issues and New Applications

Takao Terano, Arbee L. P. Chen, Huan Liu, 2000, Lecture Notes in Computer Science.

Rule mining with prior knowledge - a belief networks approach

Huan Liu, Stan Z. Li, Chin-Seng Chua, 2001, Intell. Data Anal..

A data mining application: customer retention at the Port of Singapore Authority (PSA)

Huan Liu, KianSing Ng, HweeBong Kwah, 1998, SIGMOD '98.

Perspectives of Feature Selection

Hiroshi Motoda, Huan Liu, H. Motoda, 1998 .

Data Processing and Knowledge Discovery in Databases

Hiroshi Motoda, Huan Liu, H. Motoda, 1998 .

Critics for Knowledge-Based Design Systems

Huan Liu, Chris D. Rowles, Wilson X. Wen, 1995, IEEE Trans. Knowl. Data Eng..

Feature selection for hierarchical classification via joint semantic and structural information of labels

Huan Liu, Hai Huang, Huan Liu, 2020, Knowl. Based Syst..

Data Reduction via Instance Selection

Huan Liu, Hiroshi Motoda, H. Motoda, 2001 .

Large-Scale Data Processing

Huan Liu, Huan Liu, 2010 .

| Computational Methods of Feature Selection | Taylor & Francis Group

Hiroshi Motoda, Huan Liu, H. Motoda, 2007 .

Instance Selection

Huan Liu, Huan Liu, 2009, Encyclopedia of Data Warehousing and Mining.

An Active Learning Approach to Egeria Densa Detection in Digital Imagery

Huan Liu, Amit Mandvikar, Patricia G. Foschi, 2005 .

Data reduction: feature aggregation

Hiroshi Motoda, Huan Liu, H. Motoda, 2002 .

Feature Transformation And Subset Selection

H. Motoda, Huan Liu, 1998, IEEE Intelligent Systems and their Applications.

Feature Selection for High-Dimensional Data: A Fast Correlation-Based Filter Solution

Huan Liu, Lei Yu, 2003, ICML.

Data reduction: feature selection

Hiroshi Motoda, Huan Liu, H. Motoda, 2002 .

Introduction to special issue on social computing, behavioral modeling, and prediction

Philip S. Yu, Huan Liu, Rakesh Agrawal, 2009, TKDD.

Classification of Vehicle Collision Patterns in Road Accidents using Data Mining Algorithms

Wilfried N. Gansterer, Nojun Kwak, Chaoqun Ma, 2016 .

Feature Transformation and Subset Selection

H. Motoda, Huan Liu, 1998 .

Feature extraction via Neural networks

Huan Liu, Rudy Setiono, R. Setiono, 1998 .

Discretization: An Enabling Technique

C. Tan, Huan Liu, M. Dash, 2002, Data Mining and Knowledge Discovery.

Spectral Feature Selection for Data Mining

Huan Liu, Zheng Alan Zhao, Huan Liu, 2011 .

An Empirical Study of Building Compact Ensembles

Huan Liu, Amit Mandvikar, Jigar Mody, 2004, WAIM.

Constructing Compact Dual Ensembles for Efficient Active Learning

Hiroshi Motoda, Huan Liu, Amit Mandvikar, 2004 .

Rule Mining via Learning Belief Networks

Huan Liu, Stan Z. Li, Zonglin Zhou, 2000, Artificial Intelligence and Soft Computing.

Feature Subset Selection

H. Toivonen, P. Flach, G. C. Garriga, 2017, Encyclopedia of Machine Learning and Data Mining.