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Metrics for community analysis: A survey
Detecting and analyzing dense groups or communities from social and information networks
has attracted immense attention over the last decade due to its enormous applicability in …
has attracted immense attention over the last decade due to its enormous applicability in …
Slow down to go better: A survey on slow feature analysis
Temporal data contain a wealth of valuable information, playing an essential role in various
machine-learning tasks. Slow feature analysis (SFA), one of the most classic temporal …
machine-learning tasks. Slow feature analysis (SFA), one of the most classic temporal …
A survey of clustering with deep learning: From the perspective of network architecture
Clustering is a fundamental problem in many data-driven application domains, and
clustering performance highly depends on the quality of data representation. Hence, linear …
clustering performance highly depends on the quality of data representation. Hence, linear …
Entropy theory‐based criterion for hydrometric network evaluation and design: Maximum information minimum redundancy
Hydrometric information constitutes the fundamental input for planning, design, operation,
and management of water resources systems. How to optimally site monitoring gauges such …
and management of water resources systems. How to optimally site monitoring gauges such …
Information theoretic measures for clusterings comparison: is a correction for chance necessary?
Information theoretic based measures form a fundamental class of similarity measures for
comparing clusterings, beside the class of pair-counting based and set-matching based …
comparing clusterings, beside the class of pair-counting based and set-matching based …
[KNYGA][B] An introduction to Kolmogorov complexity and its applications
Ming Li Paul Vitányi Fourth Edition Page 1 An Introduction to Kolmogorov Complexity and Its
Applications Ming Li Paul Vitányi Fourth Edition Texts in Computer Science Page 2 Texts in …
Applications Ming Li Paul Vitányi Fourth Edition Texts in Computer Science Page 2 Texts in …
Comparison of co-expression measures: mutual information, correlation, and model based indices
Background Co-expression measures are often used to define networks among genes.
Mutual information (MI) is often used as a generalized correlation measure. It is not clear …
Mutual information (MI) is often used as a generalized correlation measure. It is not clear …
Clustering by compression
We present a new method for clustering based on compression. The method does not use
subject-specific features or background knowledge, and works as follows: First, we …
subject-specific features or background knowledge, and works as follows: First, we …
Correlation, hierarchies, and networks in financial markets
We discuss some methods to quantitatively investigate the properties of correlation matrices.
Correlation matrices play an important role in portfolio optimization and in several other …
Correlation matrices play an important role in portfolio optimization and in several other …
Improving disentangled text representation learning with information-theoretic guidance
Learning disentangled representations of natural language is essential for many NLP tasks,
eg, conditional text generation, style transfer, personalized dialogue systems, etc. Similar …
eg, conditional text generation, style transfer, personalized dialogue systems, etc. Similar …