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Machine Learning and Knowledge Discovery in Databases

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Cover of 'Machine Learning and Knowledge Discovery in Databases'

Table of Contents

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    Book Overview
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    Chapter 1 Few-Shot Forecasting of Time-Series with Heterogeneous Channels
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    Chapter 2 Online Adaptive Multivariate Time Series Forecasting
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    Chapter 3 U-Net Inspired Transformer Architecture for Far Horizon Time Series Forecasting
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    Chapter 4 Learning Perceptual Position-Aware Shapelets for Time Series Classification
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    Chapter 5 Finding Local Groupings of Time Series
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    Chapter 6 TS-MIoU: A Time Series Similarity Metric Without Mapping
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    Chapter 7 Distributional Correlation–Aware Knowledge Distillation for Stock Trading Volume Prediction
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    Chapter 8 Banksformer: A Deep Generative Model for Synthetic Transaction Sequences
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    Chapter 9 Stock Trading Volume Prediction with Dual-Process Meta-Learning
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    Chapter 10 Uncertainty Awareness for Predicting Noisy Stock Price Movements
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    Chapter 11 A Prescriptive Machine Learning Approach for Assessing Goodwill in the Automotive Domain
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    Chapter 12 Risk-Aware Reinforcement Learning for Multi-Period Portfolio Selection
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    Chapter 13 Waypoint Generation in Row-Based Crops with Deep Learning and Contrastive Clustering
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    Chapter 14 Grasping Partially Occluded Objects Using Autoencoder-Based Point Cloud Inpainting
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    Chapter 15 Is This Bug Severe? A Text-Cum-Graph Based Model for Bug Severity Prediction
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    Chapter 16 Physically Invertible System Identification for Monitoring System Edges with Unobservability
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    Chapter 17 GALG: Linking Addresses in Tracking Ecosystem Using Graph Autoencoder with Link Generation
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    Chapter 18 Automatic Grading of Student Code with Similarity Measurement
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    Chapter 19 Meta Hierarchical Reinforced Learning to Rank for Recommendation: A Comprehensive Study in MOOCs
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    Chapter 20 Recognizing Cognitive Load by a Hybrid Spatio-Temporal Causal Model from Multivariate Physiological Data
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    Chapter 21 Placing (Historical) Facts on a Timeline: A Classification Cum Coref Resolution Approach
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    Chapter 22 ‘John Ate 5 Apples’ != ‘John Ate Some Apples’: Self-supervised Paraphrase Quality Detection for Algebraic Word Problems
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    Chapter 23 Looking Beyond the Past: Analyzing the Intrinsic Playing Style of Soccer Teams
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    Chapter 24 Recognizing Non-small Cell Lung Cancer Subtypes by a Constraint-Based Causal Network from CT Images
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    Chapter 25 Detection of ADHD Based on Eye Movements During Natural Viewing
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    Chapter 26 FFBDNet: Feature Fusion and Bipartite Decision Networks for Recommending Medication Combination
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    Chapter 27 Towards Federated COVID-19 Vaccine Side Effect Prediction
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    Chapter 28 MepoGNN: Metapopulation Epidemic Forecasting with Graph Neural Networks
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    Chapter 29 EpiGNN: Exploring Spatial Transmission with Graph Neural Network for Regional Epidemic Forecasting
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    Chapter 30 Route to Time and Time to Route: Travel Time Estimation from Sparse Trajectories
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    Chapter 31 Attention, Filling in the Gaps for Generalization in Routing Problems
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    Chapter 32 Can we Learn from Outliers? Unsupervised Optimization of Intelligent Vehicle Traffic Management Systems
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    Chapter 33 A Bayesian Markov Model for Station-Level Origin-Destination Matrix Reconstruction
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    Chapter 34 BusWTE: Realtime Bus Waiting Time Estimation of GPS Missing via Multi-task Learning
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    Chapter 35 PathOracle: A Deep Learning Based Trip Planner for Daily Commuters
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    Chapter 36 Logistics, Graphs, and Transformers: Towards Improving Travel Time Estimation
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    Chapter 37 Explainable Anomaly Detection System for Categorical Sensor Data in Internet of Things
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    Chapter 38 AGG: An Automated Genogram Generator by Discovering Information in Clinical Texts
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    Chapter 39 TAMOR: Tier-Aware Multi-objective Recommendation for Ant Fortune Financial Marketing
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    Chapter 40 Benchmarking GNNs with GenCAT Workbench
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    Chapter 41 SLISEMAP: Combining Supervised Dimensionality Reduction with Local Explanations
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    Chapter 42 A Camera-Based System to Detect Driver Hands on the Steering Wheel in Semi-autonomous Vehicles
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    Chapter 43 ADEPT: Anomaly Detection, Explanation and Processing for Time Series with a Focus on Energy Consumption Data
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    Chapter 44 $$\mathtt {RE\text{- }Tagger}$$ RE - Tagger : A Light-Weight Real-Estate Image Classifier
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    Chapter 45 An Embedded Continual Learning System for Facial Emotion Recognition
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    Chapter 46 Cage : A Hybrid Framework for Closed-Domain Conversational Agents
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    Chapter 47 Cloud-Based Real-Time Molecular Screening Platform with MolFormer
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    Chapter 48 ImbalancedLearningRegression - A Python Package to Tackle the Imbalanced Regression Problem
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    Chapter 49 A Light Weight Cardiac Monitoring System for On-device ECG Analysis
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    Chapter 50 Urban Traveller Preference Miner: Modelling Transport Choices with Survey Data Streams
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    Chapter 51 Interactive Toolbox for Two-Dimensional Gaussian Mixture Modeling
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    Chapter 52 Demonstrator on Counterfactual Explanations for Differentially Private Support Vector Machines
Attention for Chapter 50: Urban Traveller Preference Miner: Modelling Transport Choices with Survey Data Streams
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Chapter title
Urban Traveller Preference Miner: Modelling Transport Choices with Survey Data Streams
Chapter number 50
Book title
Machine Learning and Knowledge Discovery in Databases
Published by
Springer, Cham, January 2023
DOI 10.1007/978-3-031-26422-1_50
Book ISBNs
978-3-03-126421-4, 978-3-03-126422-1
Authors

Grzenda, Maciej, Luckner, Marcin, Wrona, Przemysław

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The data shown below were collected from the profile of 1 X user who shared this research output. Click here to find out more about how the information was compiled.
Mendeley readers

Mendeley readers

The data shown below were compiled from readership statistics for 2 Mendeley readers of this research output. Click here to see the associated Mendeley record.

Geographical breakdown

Country Count As %
Unknown 2 100%

Demographic breakdown

Readers by professional status Count As %
Student > Ph. D. Student 1 50%
Professor > Associate Professor 1 50%
Readers by discipline Count As %
Computer Science 2 100%