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Machine Learning and Knowledge Discovery in Databases

Overview of attention for book
Cover of 'Machine Learning and Knowledge Discovery in Databases'

Table of Contents

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

  • In the top 25% of all research outputs scored by Altmetric
  • High Attention Score compared to outputs of the same age (91st percentile)
  • High Attention Score compared to outputs of the same age and source (97th percentile)

Mentioned by

blogs
1 blog
twitter
33 X users
facebook
3 Facebook pages

Citations

dimensions_citation
4 Dimensions

Readers on

mendeley
45 Mendeley
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Chapter title
Generalising Random Forest Parameter Optimisation to Include Stability and Cost
Chapter number 9
Book title
Machine Learning and Knowledge Discovery in Databases
Published in
arXiv, September 2017
DOI 10.1007/978-3-319-71273-4_9
Book ISBNs
978-3-31-971272-7, 978-3-31-971273-4
Authors

C. H. Bryan Liu, Benjamin Paul Chamberlain, Duncan A. Little, Angelo Cardoso, Ângelo Cardoso

X Demographics

X Demographics

The data shown below were collected from the profiles of 33 X users 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 45 Mendeley readers of this research output. Click here to see the associated Mendeley record.

Geographical breakdown

Country Count As %
Unknown 45 100%

Demographic breakdown

Readers by professional status Count As %
Student > Master 5 11%
Researcher 4 9%
Student > Doctoral Student 4 9%
Student > Bachelor 3 7%
Other 3 7%
Other 8 18%
Unknown 18 40%
Readers by discipline Count As %
Computer Science 14 31%
Medicine and Dentistry 3 7%
Engineering 2 4%
Mathematics 1 2%
Agricultural and Biological Sciences 1 2%
Other 5 11%
Unknown 19 42%
Attention Score in Context

Attention Score in Context

This research output has an Altmetric Attention Score of 26. This is our high-level measure of the quality and quantity of online attention that it has received. This Attention Score, as well as the ranking and number of research outputs shown below, was calculated when the research output was last mentioned on 16 March 2020.
All research outputs
#1,448,409
of 24,985,232 outputs
Outputs from arXiv
#22,357
of 1,018,505 outputs
Outputs of similar age
#28,556
of 323,874 outputs
Outputs of similar age from arXiv
#412
of 18,313 outputs
Altmetric has tracked 24,985,232 research outputs across all sources so far. Compared to these this one has done particularly well and is in the 94th percentile: it's in the top 10% of all research outputs ever tracked by Altmetric.
So far Altmetric has tracked 1,018,505 research outputs from this source. They receive a mean Attention Score of 4.1. This one has done particularly well, scoring higher than 97% of its peers.
Older research outputs will score higher simply because they've had more time to accumulate mentions. To account for age we can compare this Altmetric Attention Score to the 323,874 tracked outputs that were published within six weeks on either side of this one in any source. This one has done particularly well, scoring higher than 91% of its contemporaries.
We're also able to compare this research output to 18,313 others from the same source and published within six weeks on either side of this one. This one has done particularly well, scoring higher than 97% of its contemporaries.