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    Chapter and Conference Paper

    Multi-view EM Algorithm for Finite Mixture Models

    In this paper, Multi-View Expectation and Maximization (EM) algorithm for finite mixture models is proposed by us to handle real-world learning problems which have natural feature splits. Multi-View EM does fe...

    **ng Yi, Yunpeng Xu, Changshui Zhang in Pattern Recognition and Data Mining (2005)

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    Chapter and Conference Paper

    A Bayesian Method for High-Frequency Restoration of Low Sample-Rate Speech

    Compared with high sample-rate speeches, low sample-rate speeches lose all high frequency components that outrange the Nyquist frequency, which might severely impair the speeches’ sound effects. To address thi...

    Yunpeng Xu, Changshui Zhang, Naijiang Lu in Pattern Recognition and Data Mining (2005)

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    Chapter and Conference Paper

    Feature Extraction for Handwritten Chinese Character by Weighted Dynamic Mesh Based on Nonlinear Normalization

    This paper describes a new feature extraction method contributing to improvement of the performance of a handwritten Chinese character recognition system. By using enhanced weighted dynamic meshes based on non...

    Guang Chen, Hong-Gang Zhang, Jun Guo in Pattern Recognition and Data Mining (2005)

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    Chapter and Conference Paper

    Spectral Clustering for Time Series

    This paper presents a general framework for time series clustering based on spectral decomposition of the affinity matrix. We use the Gaussian function to construct the affinity matrix and develop a gradient b...

    Fei Wang, Changshui Zhang in Pattern Recognition and Data Mining (2005)

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    Chapter and Conference Paper

    Enhancing DWT for Recent-Biased Dimension Reduction of Time Series Data

    In many applications, old data in time series become less important as time elapses, which is a big challenge to traditional techniques for dimension reduction. To improve Discrete Wavelet Transform (DWT) for ...

    Yanchang Zhao, Chengqi Zhang, Shichao Zhang in AI 2006: Advances in Artificial Intelligence (2006)

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    Chapter and Conference Paper

    Logical Properties of Belief-Revision-Based Bargaining Solution

    This paper explores logical properties of belief-revision-based bargaining solution. We first present a syntax-independent construction of bargaining solution based on prioritized belief revision. With the con...

    Dongmo Zhang, Yan Zhang in AI 2006: Advances in Artificial Intelligence (2006)

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    Chapter and Conference Paper

    Training Classifiers for Unbalanced Distribution and Cost-Sensitive Domains with ROC Analysis

    ROC (Receiver Operating Characteristic) has been used as a tool for the analysis and evaluation of two-class classifiers, even the training data embraces unbalanced class distribution and cost-sensitiveness. H...

    **aolong Zhang, Chuan Jiang, Ming-jian Luo in Advances in Knowledge Acquisition and Mana… (2006)

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    Chapter and Conference Paper

    Protein Folding Prediction Using an Improved Genetic-Annealing Algorithm

    Based on the off-lattice AB model consisting of hydrophobic and hydrophilic residues, a novel hybrid algorithm is presented for searching the ground-state conformation of the protein. This algorithm combines gene...

    **aolong Zhang, **aoli Lin in AI 2006: Advances in Artificial Intelligence (2006)

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    Chapter and Conference Paper

    Extracting Minimum Unsatisfiable Cores with a Greedy Genetic Algorithm

    Explaining the causes of infeasibility of Boolean formulas has practical applications in various fields. We are generally interested in a minimum explanation of infeasibility that excludes irrelevant informati...

    Jianmin Zhang, Sikun Li, Shengyu Shen in AI 2006: Advances in Artificial Intelligence (2006)

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    Chapter and Conference Paper

    Customer Online Shop** Behaviours Analysis Using Bayesian Networks

    This study applies Bayesian network technique to analyse the relationships among customer online shop** behaviours and customer requirements. This study first proposes an initial behaviour-requirement relati...

    Zi Lu, Jie Lu, Chenggang Bai in AI 2006: Advances in Artificial Intelligen… (2006)

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    Chapter and Conference Paper

    GP for Object Classification: Brood Size in Brood Recombination Crossover

    The brood size plays an important role in the brood recombination crossover method in genetic programming. However, there has not been any thorough investigation on the brood size and the methods for setting t...

    Mengjie Zhang, **aoying Gao, Weijun Lou in AI 2006: Advances in Artificial Intelligence (2006)

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    Chapter and Conference Paper

    Cancer Classification by Kernel Principal Component Self-regression

    The classification of cancer based on gene expression data is one of the most important tasks in bioinformatics, and is essential for future clinical implementations of microarray based cancer diagnosis. In th...

    Bai-ling Zhang in AI 2006: Advances in Artificial Intelligence (2006)

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    Chapter and Conference Paper

    A Bayesian Network Approach to Multi-feature Based Image Retrieval

    This paper aims at devising a Bayesian Network approach to object centered image retrieval employing non-monotonic inference rules and combining multiple low-level visual primitives as cue for retrieval. The i...

    Qianni Zhang, Ebroul Izquierdo in Semantic Multimedia (2006)

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    Chapter and Conference Paper

    Selection for Feature Gene Subset in Microarray Expression Profiles Based on an Improved Genetic Algorithm

    It is an important subject to extract feature genes from microarray expression profiles in the study of computational biology. Based on an improved genetic algorithm (IGA), a feature selection method is propos...

    Chen Zhang, Yanchun Liang, Wei **ong in AI 2006: Advances in Artificial Intelligen… (2006)

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    Chapter and Conference Paper

    TreeWrapper: Automatic Data Extraction Based on Tree Representation

    This paper introduces a new algorithm that learns to extract data from Web pages with relatively regular data structures. Current existing systems require training on either manually labelled pages or at least...

    **aoying Gao, Mengjie Zhang, Minh Duc Cao in AI 2006: Advances in Artificial Intelligence (2006)

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    Chapter and Conference Paper

    Quotient Space Based Multi-granular Analysis

    We presented a quotient space model that can represent a problem at different granularities; each model has three components: the universe X, property f and structure T. So a multi-granular analysis can be imp...

    Ling Zhang, Bo Zhang in Knowledge Science, Engineering and Management (2007)

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    Chapter and Conference Paper

    Cost-Time Sensitive Decision Tree with Missing Values

    Cost-sensitive decision tree learning is very important and popular in machine learning and data mining community. There are many literatures focusing on misclassification cost and test cost at present. In rea...

    Shichao Zhang, **aofeng Zhu, Jilian Zhang in Knowledge Science, Engineering and Managem… (2007)

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    Chapter and Conference Paper

    Irregular Behavior Recognition Based on Two Types of Treading Tracks Under Particular Scenes

    Visual analysis of human motion from video sequences is one of the most active research topics in the field of computer vision. This research has certain practical value and can be widely applied in some place...

    Ye Zhang, **ao-Jun Zhang, Zhi-**g Liu in Knowledge Science, Engineering and Management (2007)

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    Chapter and Conference Paper

    Class Association Rule Mining with Multiple Imbalanced Attributes

    In this paper, we propose a novel framework to deal with data imbalance in class association rule mining. In each class association rule, the right-hand is a target class while the left-hand may contain one or...

    Huaifeng Zhang, Yanchang Zhao, Longbing Cao in AI 2007: Advances in Artificial Intelligen… (2007)

  20. Chapter and Conference Paper

    Semplore: An IR Approach to Scalable Hybrid Query of Semantic Web Data

    As an extension to the current Web, Semantic Web will not only contain structured data with machine understandable semantics but also textual information. While structured queries can be used to find informati...

    Lei Zhang, QiaoLing Liu, Jie Zhang, HaoFen Wang, Yue Pan, Yong Yu in The Semantic Web (2007)

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