Search Results - Data mining

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    Data mining : a knowledge discovery approach by SpringerLink (Online service)

    Published: Springer, 2007
    Description: 1 online resource (xv, 606 pages) : illustrations.
    Contents: “…Data Mining and Knowledge Discovery Process -- The Knowledge Discovery Process -- Data Understanding -- Data -- Concepts of Learning, Classification, and Regression -- Knowledge Representation -- Data Preprocessing -- Databases, Data Warehouses, and OLAP -- Feature Extraction and Selection Methods -- Discretization Methods -- Data Mining: Methods for Constructing Data Models -- Unsupervised Learning: Clustering -- Unsupervised Learning: Association Rules -- Supervised Learning: Statistical Methods -- Supervised Learning: Decision Trees, Rule Algorithms, and Their Hybrids -- Supervised Learning: Neural Networks -- Text Mining -- Data Models Assessment -- Assessment of Data Models -- Data Security and Privacy Issues -- Data Security, Privacy and Data Mining.…”
    SpringerLink - Click here for access
    eBook
  3. 3

    Data mining : foundations and practice by SpringerLink (Online service)

    Published: Springer, 2008
    Description: 1 online resource (xv, 562 pages) : illustrations.
    Contents: “…Compact Representations of Sequential Classification Rules -- An Algorithm for Mining Weighted Dense Maximal 1-Complete Regions -- Mining Linguistic Trends from Time Series -- Latent Semantic Space for Web Clustering -- A Logical Framework for Template Creation and Information Extraction -- A Bipolar Interpretation of Fuzzy Decision Trees -- A Probability Theory Perspective on the Zadeh Fuzzy System -- Three Approaches to Missing Attribute Values: A Rough Set Perspective -- MLEM2 Rule Induction Algorithms: With and Without Merging Intervals -- Towards a Methodology for Data Mining Project Development: The Importance of Abstraction -- Fining Active Membership Functions in Fuzzy Data Mining -- A Compressed Vertical Binary Algorithm for Mining Frequent Patterns -- Naïve Rules Do Not Consider Underlying Causality -- Inexact Multiple-Grained Causal Complexes -- Does Relevance Matter to Data Mining Research? …”
    SpringerLink - Click here for access
    eBook
  4. 4

    Data mining : theory, methodology, techniques, and applications by SpringerLink (Online service)

    Published: Springer, 2006
    Description: 1 online resource (xi, 329 pages) : illustrations.
    Subjects: “…Data mining.…”
    SpringerLink - Click here for access
    eBook
  5. 5

    Data mining : special issue in Annals of information systems by SpringerLink (Online service)

    Published: Springer, 2010
    Description: 1 online resource (xiii, 387 pages) : illustrations.
    Contents: “…Data mining and information systems -- Response-Based Segmentation Using Finite Mixture Partial Least Squares -- Building Acceptable Classification Models -- Mining Interesting Rules Without Support Requirement -- Classification Techniques and Error Control in Logic Mining -- An Extended Study of the Discriminant Random Forest -- Prediction with the SVM using test point margins -- Effects of Oversampling versus Cost-sensitive Learning for Bayesian and SVM Classifiers -- The Impact of Small Disjuncts on Classifier Learning -- Predicting Customer Loyalty Labels in a Large Retail Database -- PCA-based Time Series Similarity Search -- Evolutionary Optimization of Least-Squares Support Vector Machines -- Genetically Evolved kNN Ensembles -- Behaviorally Founded Recommendation Algorithm for Browsing -- Using Web Text Mining to Predict Future Events -- Avoiding Attribute Disclosure with the (Extended) p-Sensitive k-Anonymity Model -- Privacy Preserving Random Kernel Classification of Checkerboard Partitioned Data.…”
    SpringerLink - Click here for access
    eBook
  6. 6

    Data mining : concepts, models and techniques by Gorunescu, Florin

    Published: Springer, 2011
    Description: 1 online resource (xi, 357 pages) : illustrations.
    Contents: “…Introduction to Data Mining --…”
    SpringerLink - Click here for access
    eBook
  7. 7

    Data mining : concepts, methods and applications in management and engineering design by SpringerLink (Online service)

    Published: Springer, 2011
    Description: 1 online resource (xiv, 312 pages) : illustrations.
    Contents: “…Decision Analysis and Cluster Analysis -- 2. Association Rules Mining in Inventory Data Base -- 3. Fuzzy Modeling and Optimization: Theory and Methods -- 4. …”
    SpringerLink - Click here for access
    eBook
  8. 8

    Data mining. Volume 1, Clustering, association and classification : foundations and intelligent paradigms by SpringerLink (Online service)

    Published: Springer, 2012
    Description: 1 online resource (xiv, 331 pages) : color portraits.
    Contents: “…Introductory Chapter -- Clustering Analysis in Large Graphs with Rich Attributes -- Temporal Data Mining: Similarity-Profiled Association Pattern -- Bayesian Networks with Imprecise Probabilities: Theory and Application to Classification -- Hierarchical Clustering for Finding Symmetries and Other Patterns in Massive, High Dimensional Datasets -- Randomized Algorithm of Finding the True Number of Clusters Based on Chebychev Polynomial Approximation -- Bregman Bubble Clustering: A Robust Framework for Mining Dense Clusters -- DepMiner: A method and a system for the extraction of significant dependencies -- Integration of Dataset Scans in Processing Sets of Frequent Itemset Queries -- Text Clustering with Named Entities: A Model, Experimentation and Realization -- Regional Association Rule Mining and Scoping from Spatial Data -- Learning from Imbalanced Data: Evaluation Matters.…”
    SpringerLink - Click here for access
    eBook
  9. 9

    Data mining. Volume 2, Statistical, bayesian, time series and other theoretical aspects : foundations and intelligent paradigms by SpringerLink (Online service)

    Published: Springer, 2012
    Description: 1 online resource (xii, 246 pages) : color portraits.
    Contents: “…From the content: Data Mining with Multilayer Perceptrons and Support Vector Machines -- Regulatory Networks under Ellipsoidal Uncertainty -- Data Analysis and Prediction by Optimization Theory and Dynamical Systems -- A Visual Environment for Designing and Running Data Mining Workflows in the Knowledge Grid -- Formal framework for the Study of Algorithmic Properties of Objective Interestingness Measures -- Nonnegative Matrix Factorization: Models, Algorithms and Applications -- Visual Data Mining and Discovery with Binarized Vectors.…”
    SpringerLink - Click here for access
    eBook
  10. 10

    Data mining. Volume 3, Medical, health, social, biological and other applications : foundations and intelligent paradigms by SpringerLink (Online service)

    Published: Springer, 2012
    Description: 1 online resource (xiii, 361 pages) : color portraits.
    Contents: “…From the content: Advances in Data Mining Applications -- Temporal Pattern Mining for Medical Applications -- BioKeySpotter: an Unsupervised Keyphrase Extraction Technique in the Biomedical Full-text Collection -- Mining Health Claims data for assessing patient risk -- Mining biological networks for similar patterns -- Estimation of Distribution Algorithms in Gene Expression Data Analysis.…”
    SpringerLink - Click here for access
    eBook
  11. 11

    Data Mining Big Data's Increasing Challenge and Payoff by Films for the Humanities & Sciences (Firm), Infobase

    Description: 1 streaming video file (25 min.) : sd., col., digital file + instructional materials (online)
    Contents: “…Interaction with Big Data (1:36) -- Data Mining: An Overview (3:24) -- Data (4:48) -- Uses of Data Mining (4:46) -- Process of Data Mining (4:35) -- Tips for Successful Data Mining (2:20) -- Data Mining: Ethical Concerns (2:25) -- Credits: Data Mining: Big Data's Increasing Challenge and Payoff (0:49)…”
    Films on Demand - Click here for access
    Video
  12. 12

    Data mining : the textbook by Aggarwal, Charu C.

    Published: Springer, 2015
    Description: 1 online resource (xxix, 734 pages) : 180 illustrations (some color)
    Contents: “…Introduction to Data Mining -- Data Preparation -- Similarity and Distances -- Association Pattern Mining -- Association Pattern Mining: Advanced Concepts -- Cluster Analysis -- Cluster Analysis: Advanced Concepts -- Outlier Analysis -- Outlier Analysis: Advanced Concepts -- Data Classification -- Data Classification: Advanced Concepts -- Mining Data Streams -- Mining Text Data -- Mining Time-Series Data -- Mining Discrete Sequences -- Mining Spatial Data -- Mining Graph Data -- Mining Web Data -- Social Network Analysis -- Privacy-Preserving Data Mining.…”
    SpringerLink - Click here for access
    eBook
  13. 13

    Data mining : practical machine learning tools and techniques 3rd ed. by Witten, I. H. (Ian H.), Frank, Eibe, Hall, Mark A. (Mark Andrew)

    Published: Morgan Kaufmann, 2011
    Description: 1 online resource (xxxiii, 629 pages) : illustrations.
    Subjects: “…Data mining.…”
    Elsevier - Click here for access
    eBook
  14. 14

    Data mining : concepts and techniques 3rd ed. by Han, Jiawei

    Published: Elsevier Science, 2011
    Description: 1 online resource (744 pages) : illustrations.
    Contents: “…Front Cover; Data Mining: Concepts and Techniques; Copyright; Dedication; Table of Contents; Foreword; Foreword to Second Edition; Preface; Acknowledgments; About the Authors; Chapter 1. …”
    Elsevier - Click here for access
    eBook
  15. 15

    Data mining : 15th Australasian Conference, AusDM 2017, Melbourne, VIC, Australia, August 19-20, 2017, Revised selected papers by Australasian Conference on Data Mining Melbourne, Vic., SpringerLink (Online service)

    Published: Springer, 2018
    Description: 1 online resource (xii, 277 pages) : illustrations.
    Subjects: “…Data mining Congresses.…”
    SpringerLink - Click here for access
    Conference Proceeding eBook
  16. 16

    Data mining : 16th Australasian Conference, AusDM 2018, Bahrurst, NSW, Australia, November 28-30, 2018, Revised selected papers by Australasian Conference on Data Mining Bahrurst, N.S.W., SpringerLink (Online service)

    Published: Springer, 2019
    Description: 1 online resource (xv, 398 pages) : illustrations (some color).
    Contents: “…Classification tasks -- Transport, Environment and Energy -- Applied Data Mining -- Privacy and Clustering -- Statistics in Data Science -- Health, Software and Smart Phone -- Image Data Mining -- Industry Showcase.…”
    SpringerLink - Click here for access
    Conference Proceeding eBook
  17. 17

    Data mining : 17th Australasian Conference, AusDM 2019, Adelaide, SA, Australia, December 2-5, 2019, Proceedings by Australasian Conference on Data Mining Adelaide, S.A., SpringerLink (Online service)

    Published: Springer, 2019
    Description: 1 online resource (xii, 257 pages) : illustrations (some color).
    Subjects: “…Data mining Congresses.…”
    SpringerLink - Click here for access
    Conference Proceeding eBook
  18. 18

    Data mining : practical machine learning tools and techniques Fourth edition. by Witten, I. H. (Ian H.), Frank, Eibe, Hall, Mark A. (Mark Andrew), Pal, Christopher J.

    Published: Morgan Kaufmann Publisher, 2017
    Description: 1 online resource (xxxii, 621 pages) : illustrations.
    Contents: “…Part I. Introduction to data mining. Chapter 1. What's it all about? -- Chapter 2. …”
    Elsevier - Click here for access
    eBook
  19. 19

    Data mining : 19th Australasian Conference on Data Mining, AusDM, Brisbane, QLD, Australia, December 14-15, 2021 : proceedings by Australasian Conference on Data Mining Online, SpringerLink (Online service)

    Published: Springer, 2021
    Description: 1 online resource : illustrations (some color).
    Contents: “…Research Track -- Parallel Nonlinear Dimensionality Reduction Using GPU Acceleration -- Taking the Confusion out of Multinomial Confusion Matrices and Imbalanced Classes -- Sharpshooting Most Beneficial Part of AUC for Detecting Malicious Logs -- A Drift Aware Hierarchical Test based Approach for Combating Spammers in Online Social Networks -- Hospital Readmission Prediction Using Semantic Relations Between Medical Codes -- HFM++: An Enhanced Holographic Factorization Machine for Recommendation -- Deep Learning for Bias Detection: From Inception to Deployment -- Exploring Fusion Strategies in Deep Learning Models for Multi-modal Classification -- Application Track -- Chameleon: A Python Workflow Toolkit for Feature Selection -- PostMatch: A Framework for Efficient Address Matching -- Detection of Classical Cipher Types with Feature-Learning Approach -- SOMPS-Net: Attention based Social Graph Framework for Early Detection of Fake Health News -- How to Read the News: A Study of How Sentiment Effects Financial Markets -- Investigation of Topic Modelling Methods for Understanding the Reports of the Mining Projects in Queensland -- A Semi-Automatic Data Extraction System for Heterogeneous Data Sources: A Case Study from Cotton Industry -- Nonnegative Matrix Factorization to Understand Spatio-Temporal Traffic Pattern Variations during COVID-19: A Case Study.…”
    SpringerLink - Click here for access
    Conference Proceeding eBook
  20. 20

    Data mining : 20th Australasian Conference, AusDM 2022, Western Sydney, Australia, December 12-15, 2022, proceedings by AusDM (Conference) Sydney, N.S.W.), SpringerLink (Online service)

    Published: Springer, 2023
    Description: 1 online resource (240 pages).
    Subjects: “…Data mining Congresses.…”
    SpringerLink - Click here for access
    Conference Proceeding eBook