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Advanced Lectures on Machine Learning

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inferredcites →https://doi.org/10.1007/978-3-540-28650-9_1openalex-snapshot
An Introduction to Pattern Classification
inferredcites →https://doi.org/10.1007/978-3-540-28650-9_3openalex-snapshot
Bayesian Inference: An Introduction to Principles and Practice in Machine Learning

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References
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Ensemble Learning
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Machine Learning in Chemical Engineering: A Perspective
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Just‐in‐time learning for the prediction of oil sands ore characteristics using GPS data in mining applications
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Classification with reject option
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Fleet‐Based Degradation State Quantification for Industrial Water Electrolyzers
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State of Charge Estimation Techniques for Lithium‐Ion Batteries: A Review
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Bayesian inference and fuzzy inference for spectrum sensing order in cognitive radio networks
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Machine Learning in tunnelling – Capabilities and challenges
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A Novel Two‐Stage Reliability Analysis Method Combining Improved Cross‐Entropy Adaptive Sampling and Relevant Vector Machine
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Subgroup discovery
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Kernel Biased Discriminant Analysis Using Histogram Intersection Kernel for Content-Based Image Retrieval
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Artificial Immune System for Associative Classification
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Self-poised Ensemble Learning
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Classification of Moving Humans Using Eigen-Features and Support Vector Machines
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Infinite Ensemble Learning with Support Vector Machines
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The Sphere-Concatenate Method for Gaussian Process Canonical Correlation Analysis
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Cascade Evaluation of Clustering Algorithms
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MP-Boost: A Multiple-Pivot Boosting Algorithm and Its Application to Text Categorization
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Two-Stage Classifier for Diagnosis of Hypertension Type
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Protein Structure Comparison and Classification
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Machine Learning Under Stochastic Uncertainty
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Ultrasonic Sensor Based Fluid Level Sensing Using Support Vector Machines
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Methodology and Experimental Program
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Bayesian Methodology for Uncertainty Quantification in Complex Engineering Systems
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RETRACTED CHAPTER: UAVs Applied to the Counting and Monitoring of Animals
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Software Framework for Modular Machine Learning Systems
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Supervised Local Pattern Mining
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Classifying Mutants with Decomposition Kernel
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Introduction to Supervised Descriptive Pattern Mining
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Subgroup Discovery
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Local Complexities for Empirical Risk Minimization
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Boosting Based on a Smooth Margin
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Orthogonal Least Square with Boosting for Regression
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Interpreting the Output of Certain Neural Networks as Almost Unique Probability
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Mining Frequent Itemsets with Category-Based Constraints
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Random Subclass Bounds
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Modular Rough Neuro-fuzzy Systems for Classification
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Modular Type-2 Neuro-fuzzy Systems
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Maximum of Marginal Likelihood Criterion instead of Cross-Validation for Designing of Artificial Neural Networks
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From Ensemble of Fuzzy Classifiers to Single Fuzzy Rule Base Classifier
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Evolutionary Methods to Create Interpretable Modular System
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Subsets More Representative Than Random Ones
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Boosting Descriptive ILP for Predictive Learning in Bioinformatics
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Quality of Adaptation of Fusion ViSOM
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Large-Scale Clustering through Functional Embedding
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Neuro-fuzzy Rough Classifier Ensemble
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Boosting with a Joint Feature Pool from Different Sensors
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Generalisation Operators for Lists Embedded in a Metric Space
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Adaptive Term Weighting through Stochastic Optimization
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An Incremental Learning Method for Neural Networks Based on Sensitivity Analysis
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Generalization Analysis for Ranking
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Information Extraction from Concise Passages of Natural Language Sources
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Collective Traffic Forecasting
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The Influence of the Image Basis on Modeling and Steganalysis Performance
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Teaching a Robot to Perform Tasks with Voice Commands
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Computational Methods in Economic Dynamics
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Non-invasive Brain-Computer Interfaces: Enhanced Gaming and Robotic Control
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Application of Decisional DNA in Web Data Mining
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AdaBoost Ensemble of DCOG Rough–Neuro–Fuzzy Systems
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AdaBoost-Based Approach for Detecting Lithiasis and Polyps in USG Images of the Gallbladder
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Color Restoration in Cultural Heritage Images Using Support Vector Machines
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Scene Invariant Crowd Counting and Crowd Occupancy Analysis
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A Weighted Particle Swarm Optimization Technique for Optimizing Association Rules
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Time Series Clustering Algorithm for Two-Modes Cyclic Biosignals
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Relational Modular Fuzzy Systems
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Ensembles of the Mamdani Fuzzy Systems
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Labeling Queries for a People Search Engine
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Sentiment Classification with Supervised Sequence Embedding
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Data-Driven Vehicle Identification by Image Matching
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eCloudIDS – Design Roadmap for the Architecture of Next-Generation Hybrid Two-Tier Expert Engine-Based IDS for Cloud Computing Environment
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eCloudIDS Tier-1 uX-Engine Subsystem Design and Implementation Using Self-Organizing Map (SOM) for Secure Cloud Computing Environment
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Machine Learning Approach in Mutation Testing
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SampleBoost for Capsule Endoscopy Categorization and Abnormality Detection
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An Integrated Model for Financial Data Mining
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Image Noise Detection in Global Illumination Methods Based on Fast Relevance Vector Machine
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Extracting Brain Regions from Rest fMRI with Total-Variation Constrained Dictionary Learning
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AppendicitisScan Tool: A New Tool for the Efficient Classification of Childhood Abdominal Pain Clinical Cases Using Machine Learning Tools
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Text Categorization via Similarity Search
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Information Theoretic Clustering for Medical Image Segmentation
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Imitation Learning and Behavior Generation in a Robot Team
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Evolving Culture Versus Local Minima
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A Variant Gaussian Process for Short-Term Wind Power Forecasting Based on TLBO
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Boosting Correlation Based Penalization in Generalized Linear Models
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Applications of Machine Learning in Breeding for Stress Tolerance in Maize
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Remote Sensing Digital Image Processing in R
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Improving the predictive accuracy of artificial neural network (ANN) approach in a mild steel turning operation
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Wavelet-multivariate relevance vector machine hybrid model for forecasting daily evapotranspiration
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Forecasting duration characteristics of near fault pulse-like ground motions using machine learning algorithms
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Correspondence consensus of two sets of correspondences through optimisation functions
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Action unit classification using active appearance models and conditional random fields
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Machine learning-based predictive models for equivalent damping ratio of RC shear walls
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Boosting-Based Method for Automatic Detection of Leukocytes in Blood Smear Images
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An application of generalised simulated annealing towards the simultaneous modelling and clustering of glaucoma
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On the equivalence of weak learnability and linear separability: new relaxations and efficient boosting algorithms
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Adaptively learning probabilistic deterministic automata from data streams
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Approximation and Estimation Bounds for Subsets of Reproducing Kernel Kreǐn Spaces
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A novel method for constructing ensemble classifiers
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Twin Boosting: improved feature selection and prediction
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Construction of New Electronic Density Functionals with Error Estimation Through Fitting
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Fields of Experts
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A Bayesian sampling optimisation strategy for finite element model updating
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Estimation of the Surface Free Energy Components for Solid Surfaces: A Machine Learning Approach
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Data-driven acceleration of first-principles saddle point and local minimum search based on scalable Gaussian processes
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Error estimation of the parametric non-intrusive reduced order model using machine learning
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Stochastic field representation using bi-fidelity combination of proper orthogonal decomposition and Kriging
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On the influence of uncertainty in computational simulations of a high-speed jet flow from an aircraft exhaust
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A domain decomposition non-intrusive reduced order model for turbulent flows
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Physics-informed covariance kernel for model-form uncertainty quantification with application to turbulent flows
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Development of convolutional neural network based Gaussian process regression to construct a novel probabilistic virtual metrology in multi-stage semiconductor processes
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Masquerade detection by boosting decision stumps using UNIX commands
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Book review
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The cook-book approach to the differential equation method
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Regional implementation of the mechanistic empirical pavement design and analysis approach: Egyptian case study
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A stochastic approximation view of boosting
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Early stopping in L2 Boosting
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A survey on face detection in the wild: Past, present and future
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Variational Bayesian image restoration with group-sparse modeling of wavelet coefficients
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Sparse Bayesian learning algorithm for separable dictionaries
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Novel linear programming approach for building a piecewise nonlinear binary classifier with a priori accuracy
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Active-learning-driven error control for data-driven state of charge estimation across the lithium battery lifecycle
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The Energy Performance Evaluation of Roof Retrofit Under Uncertainties for the Shanghai’s Worker Village
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Optimizing predictive precision in imbalanced datasets for actionable revenue change prediction
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Decision-based model selection
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Surrogate modelling for sustainable building design – A review
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Statistical investigation of a dehumidification system performance using Gaussian process regression
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Machine learning-based price prediction for thermal insulation materials: A holistic approach integrating thermophysical, technical, and environmental attributes in the Greek construction market
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A data-fusion framework for lithium battery health condition Estimation Based on differential thermal voltammetry
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An improved CNN-LSTM model-based state-of-health estimation approach for lithium-ion batteries
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A comprehensive review of machine learning and IoT solutions for demand side energy management, conservation, and resilient operation
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An Improved Machine Learning Model for Pure Component Property Estimation
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Toward optimum fuzzy support vector machines using error distribution
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Boosting algorithms for network intrusion detection: A comparative evaluation of Real AdaBoost, Gentle AdaBoost and Modest AdaBoost
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Positional error compensation for aviation drilling robot based on Bayesian linear regression
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Future climate scenarios and rainfall–runoff modelling in the Upper Gallego catchment (Spain)
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A review of catchment-scale water quality and erosion models and a synthesis of future prospects
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Gaussian process machine learning and Kriging for groundwater salinity interpolation
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Certification of MPC-based zonal controller security properties using accuracy-aware machine learning proxies
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Variable-constraint classification and quantification of radiology reports under the ACR Index
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Ensemble based point and confidence interval forecasting in software engineering
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Density-based particle swarm optimization algorithm for data clustering
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Predicting and explaining performance and diversity of neural network architecture for semantic segmentation
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Forecasting call center arrivals using temporal memory networks and gradient boosting algorithm
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