Pattern Recognition and Machine Intelligence: Second International Conference, PReMI 2007, Kolkata, India, December 18-22, 2007, Proceedings (Google eBook)

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Ashish Ghosh, Rajat K. De, Sankar K Pal
Springer Science & Business Media, Nov 29, 2007 - Computers - 677 pages
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institute’s motto “Unity in Diversity.” As evidence and justi?cation of the int- disciplinary research comprising statistics and computer science, one may note thatstatistics providesone ofthe bestparadigmsfor learning,andit hasbecome an integralpart of the theories/paradigmsof machine learning, e.g., arti?cial - telligence, neural networks, brain mapping, data mining, and search machines on the Internet. Zadeh, the founder of fuzzy set theory, has observed that there are three essential ingredients for dramatic success in computer applications, namely, a fuzzy model of data, Bayesian inference and genetic algorithms for optimization. Similarly, statistical science will be a part, in many ways, of the validation of the tentative model of the human brain, its functions and prop- ties, including consciousness. As a mark of the signi?cant achievements in these activities in ISI, special mention may be made of the DOE-sponsored KBCS Nodal Center of ISI in the 1980s and the Center for Soft Computing Research of ISI recently established in 2004 by the DST, Government of India. The soft computing center is the ?rst national initiative in the country in this domain, and has many imp- tant objectives like providing a six-month value addition certi?cate course for post-graduates, enriching national institutes, e.g., NITs through funding for - search in soft computing, establishing linkage to premier institutes/industries, organizing specialized courses, apart from conducting fundamental research.
  

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Contents

Ensemble Approaches of Support Vector Machines for Multiclass Classification
1
Robust Approach for Estimating Probabilities in NaiveBayes Classifier
11
Weighted kNearest Leader Classifier for Large Data Sets
17
Hybrid Approaches for Clustering
25
Recognizing Patterns of Dynamic Behaviors Based on Multiple Relations in Soccer Robotics Domain
33
An Adaptive Algorithm for Failure Recovery During Dynamic Service Composition
41
Neuromorphic Adaptable Ocular Dominance Maps
49
Fault Diagnosis Using Dynamic Time Warping
57
An Unbalanced Data Classification Model Using Hybrid Sampling Technique for Fraud Detection
341
Automatic Reference Tracking with OnDemand Relevance Filtering Based on Users Interest
349
Users Search Behavior Graph for Aiding Personalized Web Search
357
Semantic Integration of Information Through Relation Mining Application to Biomedical Text Processing
365
Data Analysis and Bioinformatics
373
Rule Mining with Rough Sets and Decision Trees and Comethylation Analysis
389
Parallel Construction of Conflict Graph for Phylogenetic Network Problem
398
Granular Support Vector Machine Based Method for Prediction of Solubility of Proteins on Overexpression in Escherichia Coli
406

KernelBased Spectral Matched Signal Detectors for Hyperspectral Target Detection
67
A Multiscale Change Detection Technique Robust to Registration Noise
77
Image Quality Assessment Based on Perceptual Structural Similarity
87
Topology Adaptive Active Membrane
95
Bit Plane Encoding and Encryption
103
Segmenting Multiple Textured Objects Using Geodesic Active Contour and DWT
111
Projection Onto Convex Sets with Watermarking for Error Concealment
119
Spatial Topology of Equitemporal Points on Signatures for Retrieval
128
Modified 9DLT Matrix for Similarity Retrieval of LineDrawing Images
136
Image Retrieval Using Fuzzy Relevance Feedback and Validation with MPEG7 Content Descriptors
144
Recognition of Isolated Handwritten Kannada Numerals Based on Image Fusion Method
153
Semisupervised Learning with Multilayer Perceptron for Detecting Changes of Remote Sensing Images
161
Automatic Guidance of a Tractor Using Computer Vision
169
Multiscale Boundary Identification for Medical Images
177
FEM 2D Analysis of Mild Traumatic Brain Injury on a Child
186
A RoughGranular Approach
192
The Possibilities of Fuzzy Logic in Image Processing
198
Fuzzy Ordering Relation and Fuzzy Poset
209
A Practical Fuzzy Logic Controller for Sumo Robot Competition
217
Hierarchical Fuzzy Case Based Reasoning with Multicriteria Decision Making for Financial Applications
226
Comparison of Neural Network Boolean Factor Analysis Method with Some Other Dimension Reduction Methods on Bars Problem
235
A GABased Pruning Strategy and Weight Update Algorithm for Efficient Nonlinear System Identification
244
Enhanced Quantum Evolutionary Algorithms for Difficult Knapsack Problems
252
A Decomposition Approach for Combined Heuristic and Differential Evolution Method for the Reactive Power Problem
261
Cunning Ant System for Quadratic Assignment Problem with Local Search and Parallelization
269
Use of Ant Colony Optimization for Finding Neighborhoods in Image Nonstationary Markov Random Field Classification
279
A NeuroFuzzy Scheme for Integrated Input Fuzzy Set Selection and Optimal Fuzzy Rule Generation for Classification
287
Rough Set Theory of Pattern Classification in the Brain
295
Rough Core Vector Clustering
304
A Brain Informatics Perspective
311
Quick Knowledge Reduction Based on Divide and Conquer Method in Huge Data Sets
312
A Novel Scheme for Compact Representation of Large Datasets
316
Efficient Multimethod Rule Learning for Pattern Classification Machine Learning and Data Mining
324
High Confidence Association Mining Without Support Pruning
332
Evolutionary Biclustering with Correlation for Gene Interaction Networks
416
A Regularization Method
425
New Results on Energy Balance Analysis of Metabolic Networks
433
Computation of QRS Vector of ECG Signal for Observation of Its Clinical Significance
439
Signal Resampling Technique Combining Level Crossing and Auditory Features
447
Cepstral Domain Teager Energy for Identifying Perceptually Similar Languages
455
Spoken Language Identification for Indian Languages Using Split and Merge EM Algorithm
463
Audio Visual Speaker Verification Based on Hybrid Fusion of Cross Modal Features
469
Voice Transformation by Mapping the Features at Syllable Level
479
A Case Study on South Indian Scripts
487
Entropy Based Skew Correction of Document Images
495
Keyword Extraction from a Single Document Using Centrality Measures
503
A HMMBased Approach to Recognize Ultra Low Resolution AntiAliased Words
511
Text Region Extraction from Quality Degraded Document Images
519
An HMM Based Approach
528
HMM Parameter Estimation with Genetic Algorithm for Handwritten Word Recognition
536
Bengali and Hindi as Case Studies
545
Detecting Misspelled Words in Turkish Text Using Syllable ngram Frequencies
553
Self Adaptable Recognizer for Document Image Collections
560
MixtureofLaplacian Faces and Its Application to Face Recognition
568
Age Transformation for Improving Face Recognition Performance
576
Recognizing Facial Expression Using Particle Filter Based Feature Points Tracker
584
Human Gait Recognition Using Temporal Slices
592
Accurate Iris Boundary Detection in IrisBased Biometric Authentication Process
600
Confidence Measure for Temporal Registration of Recurrent Nonuniform Samples
608
Automatic Detection of Human Fall in Video
616
A Kernel Density Estimation Approach Via Level Set Function Evolution
624
Spatiotemporal Descriptor Using 3D Curvature Scale Space
632
Shot Boundary Detection Using Frame Transition Parameters and Edge Strength Scatter
641
Improved Tracking of Multiple Vehicles Using Invariant FeatureBased Matching
649
An Adaptive Bayesian Technique for Tracking Multiple Objects
657
Computationally Efficient MCTF for MCEZBC Scalable Video Coding Framework
666
Author Index
674
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About the author (2007)

SANKAR K. PAL, PhD, is a Distinguished Scientist and founding head of the Machine Intelligence Unit at the Indian Statistical Institute, Calcutta. Professor Pal holds several PhDs and is a Fellow of the IEEE and IAPR.

SIMON C. K. SHIU, PhD, is Assistant Professor in the Department of Computing at Hong Kong Polytechnic University.