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Discovery Science

Overview of attention for book
Cover of 'Discovery Science'

Table of Contents

  1. Altmetric Badge
    Book Overview
  2. Altmetric Badge
    Chapter 1 On the Expressive Power of Deep Architectures
  3. Altmetric Badge
    Chapter 2 Learning from Label Preferences
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    Chapter 3 Information Distance and Its Extensions
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    Chapter 4 Models for Autonomously Motivated Exploration in Reinforcement Learning
  6. Altmetric Badge
    Chapter 5 Optimal Estimation
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    Chapter 6 Monotone Instance Ranking with mira
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    Chapter 7 MOA-TweetReader: Real-Time Analysis in Twitter Streaming Data
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    Chapter 8 Application of Semantic Kernels to Literature-Based Gene Function Annotation
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    Chapter 9 “Tell Me More”: Finding Related Items from User Provided Feedback
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    Chapter 10 MEI: Mutual Enhanced Infinite Generative Model for Simultaneous Community and Topic Detection
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    Chapter 11 A Methodology for Mining Document-Enriched Heterogeneous Information Networks
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    Chapter 12 Multiple Hypothesis Testing in Pattern Discovery
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    Chapter 13 A Parameter-Free Method for Discovering Generalized Clusters in a Network
  15. Altmetric Badge
    Chapter 14 Detecting Anti-majority Opinionists Using Value-Weighted Mixture Voter Model
  16. Altmetric Badge
    Chapter 15 Discovery Science
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    Chapter 16 Mining Classification Rules without Support: an Anti-monotone Property of Jaccard Measure
  18. Altmetric Badge
    Chapter 17 Bootstrapping Parameter Estimation in Dynamic Systems
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    Chapter 18 Network Effects on Tweeting
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    Chapter 19 Context-Aware Personal Route Recognition
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    Chapter 20 Scalable Detection of Frequent Substrings by Grammar-Based Compression
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    Chapter 21 A Statistical Model for Topically Segmented Documents
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    Chapter 22 Predicting Structured Outputs k-Nearest Neighbours Method
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    Chapter 23 The Augmented Itemset Tree: A Data Structure for Online Maximum Frequent Pattern Mining
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    Chapter 24 Word Clouds for Efficient Document Labeling
  26. Altmetric Badge
    Chapter 25 Global and Local Spatial Autocorrelation in Predictive Clustering Trees
  27. Altmetric Badge
    Chapter 26 Rule Stacking: An Approach for Compressing an Ensemble of Rule Sets into a Single Classifier
  28. Altmetric Badge
    Chapter 27 Graph Clustering Based on Optimization of a Macroscopic Structure of Clusters
  29. Altmetric Badge
    Chapter 28 Modeling the Temperature of Hot Rolled Steel Plate with Semi-supervised Learning Methods
  30. Altmetric Badge
    Chapter 29 Controlled Permutations for Testing Adaptive Classifiers
Attention for Chapter 4: Models for Autonomously Motivated Exploration in Reinforcement Learning
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Chapter title
Models for Autonomously Motivated Exploration in Reinforcement Learning
Chapter number 4
Book title
Discovery Science
Published in
Lecture notes in computer science, October 2011
DOI 10.1007/978-3-642-24477-3_4
Book ISBNs
978-3-64-224476-6, 978-3-64-224477-3
Authors

Peter Auer, Shiau Hong Lim, Chris Watkins

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Attention Score in Context

Attention Score in Context

This research output has an Altmetric Attention Score of 1. 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 15 November 2013.
All research outputs
#15,285,728
of 22,731,677 outputs
Outputs from Lecture notes in computer science
#4,648
of 8,126 outputs
Outputs of similar age
#92,084
of 133,036 outputs
Outputs of similar age from Lecture notes in computer science
#30
of 68 outputs
Altmetric has tracked 22,731,677 research outputs across all sources so far. This one is in the 22nd percentile – i.e., 22% of other outputs scored the same or lower than it.
So far Altmetric has tracked 8,126 research outputs from this source. They receive a mean Attention Score of 5.0. This one is in the 27th percentile – i.e., 27% of its peers scored the same or lower than it.
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 133,036 tracked outputs that were published within six weeks on either side of this one in any source. This one is in the 18th percentile – i.e., 18% of its contemporaries scored the same or lower than it.
We're also able to compare this research output to 68 others from the same source and published within six weeks on either side of this one. This one is in the 41st percentile – i.e., 41% of its contemporaries scored the same or lower than it.