Machine Learning and Knowledge Discovery in Databases

Table of Contents

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   Book Overview
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   Chapter 1 A Novel Framework for Online Sales Burst Prediction
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   Chapter 2 Analyzing Granger Causality in Climate Data with Time Series Classification Methods
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   Chapter 3 Automatic Detection and Recognition of Individuals in Patterned Species
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   Chapter 4 Boosting Based Multiple Kernel Learning and Transfer Regression for Electricity Load Forecasting
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   Chapter 5 CREST - Risk Prediction for Clostridium Difficile Infection Using Multimodal Data Mining
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   Chapter 6 DC-Prophet: Predicting Catastrophic Machine Failures in DataCenters
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   Chapter 7 Disjoint-Support Factors and Seasonality Estimation in E-Commerce
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   Chapter 8 Event Detection and Summarization Using Phrase Network
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    Chapter 9 Generalising Random Forest Parameter Optimisation to Include Stability and Cost
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    Chapter 10 Have It Both Ways—From A/B Testing to A&B Testing with Exceptional Model Mining
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    Chapter 11 Koopman Spectral Kernels for Comparing Complex Dynamics: Application to Multiagent Sport Plays
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    Chapter 12 Modeling the Temporal Nature of Human Behavior for Demographics Prediction
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    Chapter 13 MRNet-Product2Vec: A Multi-task Recurrent Neural Network for Product Embeddings
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    Chapter 14 Optimal Client Recommendation for Market Makers in Illiquid Financial Products
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    Chapter 15 Predicting Self-reported Customer Satisfaction of Interactions with a Corporate Call Center
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    Chapter 16 Probabilistic Inference of Twitter Users’ Age Based on What They Follow
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    Chapter 17 Quantifying Heterogeneous Causal Treatment Effects in World Bank Development Finance Projects
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    Chapter 18 RSSI-Based Supervised Learning for Uncooperative Direction-Finding
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    Chapter 19 Sequential Keystroke Behavioral Biometrics for Mobile User Identification via Multi-view Deep Learning
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    Chapter 20 Session-Based Fraud Detection in Online E-Commerce Transactions Using Recurrent Neural Networks
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    Chapter 21 SINAS: Suspect Investigation Using Offenders’ Activity Space
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    Chapter 22 Stance Classification of Tweets Using Skip Char Ngrams
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    Chapter 23 Structural Semantic Models for Automatic Analysis of Urban Areas
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    Chapter 24 Taking It for a Test Drive: A Hybrid Spatio-Temporal Model for Wildlife Poaching Prediction Evaluated Through a Controlled Field Test
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    Chapter 25 Unsupervised Signature Extraction from Forensic Logs
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    Chapter 26 Urban Water Flow and Water Level Prediction Based on Deep Learning
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    Chapter 27 Using Machine Learning for Labour Market Intelligence
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    Chapter 28 Activity-Driven Influence Maximization in Social Networks
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    Chapter 29 An AI Planning System for Data Cleaning
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    Chapter 30 Comparing Hypotheses About Sequential Data: A Bayesian Approach and Its Applications
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    Chapter 31 Data-Driven Approaches for Smart Parking
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    Chapter 32 Image Representation, Annotation and Retrieval with Predictive Clustering Trees
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    Chapter 33 Music Generation Using Bayesian Networks
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    Chapter 34 Phenotype Inference from Text and Genomic Data
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    Chapter 35 Process-Based Modeling and Design of Dynamical Systems
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    Chapter 36 QuickScorer: Efficient Traversal of Large Ensembles of Decision Trees
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    Chapter 37 Recent Advances in Kernel-Based Graph Classification
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    Chapter 38 ASK-the-Expert: Active Learning Based Knowledge Discovery Using the Expert
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    Chapter 39 Delve: A Data Set Retrieval and Document Analysis System
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    Chapter 40 Framework for Exploring and Understanding Multivariate Correlations
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    Chapter 41 Lit@EVE: Explainable Recommendation Based on Wikipedia Concept Vectors
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    Chapter 42 Monitoring Physical Activity and Mental Stress Using Wrist-Worn Device and a Smartphone
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    Chapter 43 Tetrahedron: Barycentric Measure Visualizer
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    Chapter 44 TF Boosted Trees: A Scalable TensorFlow Based Framework for Gradient Boosting
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    Chapter 45 TrajViz: A Tool for Visualizing Patterns and Anomalies in Trajectory
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    Chapter 46 TrAnET: Tracking and Analyzing the Evolution of Topics in Information Networks
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    Chapter 47 WHODID: Web-Based Interface for Human-Assisted Factory Operations in Fault Detection, Identification and Diagnosis