Computational Intelligence in Data Mining - Volume 2: Proceedings of the International Conference on CIDM, 20-21 December 2014 (Smart Innovation, Systems and Technologies Book 32)

The contributed volume aims to explicate and address the difficulties and challenges that of seamless integration of the two core disciplines of computer science, i.e., computational intelligence and data mining. Data Mining aims at the automatic discovery of underlying non-trivial knowledge from datasets by applying intelligent analysis techniques. The interest in this research area has experienced a considerable growth in the last years due to two key factors: (a) knowledge hidden in organizations’ databases can be exploited to improve strategic and managerial decision-making; (b) the large volume of data managed by organizations makes it impossible to carry out a manual analysis. The book addresses different methods and techniques of integration for enhancing the overall goal of data mining. The book helps to disseminate the knowledge about some innovative, active research directions in the field of data mining, machine and computational intelligence, along with some current issues and applications of related topics. Front Matter....Pages i-xxviii Multi-objective Design Optimization of Three-Phase Induction Motor Using NSGA-II Algorithm....Pages 1-8 A Comparative Study of Different Feature Extraction Techniques for Offline Malayalam Character Recognition....Pages 9-18 A Context Sensitive Thresholding Technique for Automatic Image Segmentation....Pages 19-25 Encryption for Massive Data Storage in Cloud....Pages 27-37 An Integrated Approach to Improve the Text Categorization Using Semantic Measures....Pages 39-47 An Android-Based Mobile Eye Gaze Point Estimation System for Studying the Visual Perception in Children with Autism....Pages 49-58 FPGA Implementation of Various Image Processing Algorithms Using Xilinx System Generator....Pages 59-68 A Study of Interestingness Measures for Knowledge Discovery in Databases—A Genetic Approach....Pages 69-79 Efficient Recognition of Devanagari Handwritten Text....Pages 81-88 Quality Assessment of Data Using Statistical and Machine Learning Methods....Pages 89-97 Design of Biorthogonal Wavelets Based on Parameterized Filter for the Analysis of X-ray Images....Pages 99-110 An Efficient Multi-view Based Activity Recognition System for Video Surveillance Using Random Forest....Pages 111-122 Position and Orientation Control of a Mobile Robot Using Neural Networks....Pages 123-131 Fuzzy C-Means (FCM) Clustering Algorithm: A Decade Review from 2000 to 2014....Pages 133-149 Character Recognition Using Firefly Based Back Propagation Neural Network....Pages 151-164 Analyzing Data Through Data Fusion Using Classification Techniques....Pages 165-173 Multi-objective Particle Swarm Optimization in Intrusion Detection....Pages 175-185 Vision Based Traffic Personnel Hand Gesture Recognition Using Tree Based Classifiers....Pages 187-200 Optimization of the Investment Casting Process Using Genetic Algorithm....Pages 201-208 Cyclostationary Feature Detection Based Spectrum Sensing Technique of Cognitive Radio in Nakagami- m Fading Environment....Pages 209-219 A Modified Real Time A* Algorithm and Its Performance Analysis for Improved Path Planning of Mobile Robot....Pages 221-234 Optimum Design and Performance Analysis of Dipole Planar Array Antenna with Mutual Coupling Using Cuckoo Search Algorithm....Pages 235-245 Model Based Test Case Generation from UML Sequence and Interaction Overview Diagrams....Pages 247-257 Enhancing HMM Based Malayalam Continuous Speech Recognizer Using Artificial Neural Networks....Pages 259-267 Classification of Heart Disease Using Naïve Bayes and Genetic Algorithm....Pages 269-282 Solution for Traversal Vulnerability and an Encryption-Based Security Solution for an Inter-cloud Environment....Pages 283-291 Efficient Spread of Influence in Online Social Networks....Pages 293-300 Adaptive FIR Filter to Compensate for Speaker Non-linearity....Pages 301-309 A Pi-Sigma Higher Order Neural Network for Stock Index Forecasting....Pages 311-319 Comparison of Statistical Approaches for Tamil to English Translation....Pages 321-331 An Integrated Clustering Framework Using Optimized K-means with Firefly and Canopies....Pages 333-343 A Cooperative Intrusion Detection System for Sleep Deprivation Attack Using Neuro-Fuzzy Classifier in Mobile Ad Hoc Networks....Pages 345-353 Improving the Performance of a Proxy Cache Using Expectation Maximization with Naive Bayes Classifier....Pages 355-368 Comparative Study of On-Demand and Table-Driven Routing Protocols in MANET....Pages 369-379 A Novel Fast FCM Clustering for Segmentation of Salt and Pepper Noise Corrupted Images....Pages 381-391 Non Linear Autoregressive Model for Detecting Chronic Alcoholism....Pages 393-402 Theoretical Analysis of Expected Population Variance Evolution for a Differential Evolution Variant....Pages 403-416 Quantification and 3D Visualization of Articular Cartilage of Knee Joint Using Image Processing Techniques....Pages 417-425 Application of Particle Swarm Optimization and User Clustering in Web Search....Pages 427-437 Analyzing Urban Area Land Coverage Using Image Classification Algorithms....Pages 439-447 CALAM: Linguistic Structure to Annotate Handwritten Text Image Corpus....Pages 449-460 A Novel PSO Based Back Propagation Learning-MLP (PSO-BP-MLP) for Classification....Pages 461-471 Quantum Based Learning with Binary Neural Network....Pages 473-482 Graphene Nano-Ribbon Based Schottky Barrier Diode as an Electric Field Sensor....Pages 483-491 Dynamic Slicing of Object-Oriented Programs in Presence of Inheritance....Pages 493-501 Prediction of Heart Disease Using Classification Based Data Mining Techniques....Pages 503-511 An Empirical Analysis of Software Reliability Prediction Through Reliability Growth Model Using Computational Intelligence....Pages 513-524 A Harmony Search Based Gradient Descent Learning-FLANN (HS-GDL-FLANN) for Classification....Pages 525-539 Improved AODV Performance in DOS and Black Hole Attack Environment....Pages 541-549 Airfoil Self Noise Prediction Using Linear Regression Approach....Pages 551-561 Detection of Outliers in an Unsupervised Environment....Pages 563-573 Discovering Latent Relationships Among Learning Style Dimensions Using Association Rule Mining....Pages 575-584 Empirical Analysis of Low Power and High Performance Multiplier....Pages 585-594 Facial Expression Recognition Using Modified Local Binary Pattern....Pages 595-604 On Multigranular Approximate Rough Equivalence of Sets and Approximate Reasoning....Pages 605-616 Spatial and Temporal Analysis of VOC Concentration in Capital City of Odisha in Indian Sub-continent....Pages 617-625 Generating Prioritized Test Sequences Using Firefly Optimization Technique....Pages 627-635 Directional Multi-scaled Fusion Based Median Filter for Removal of RVIN....Pages 637-646 Design of Area Optimized Sobel Edge Detection....Pages 647-655 Accelerated FFT Computation for GNU Radio Using GPU of Raspberry Pi....Pages 657-664 Feature Extraction and Performance Analysis of EEG Signal Using S-Transform....Pages 665-674 Image Super Resolution Reconstruction Using Iterative Adaptive Regularization Method and Genetic Algorithm....Pages 675-681 Semi-markov Process Based Cooperation Enforcement Mechanism for MANETs....Pages 683-693 Reduction Combination Determination for Efficient Microarray Data Classification with Three Stage Dimensionality Reduction Approach....Pages 695-703 Back Matter....Pages 705-707