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Everything about Directed information
Directed information is an information theory measure that quantifies the information flow from the random string to the random string. The term directed information was coined by James Massey and is defined as Wikipedia →
🧭 Start here: a 6-step reading path
- Read the overview: Directed informationA 5-minute orientation
- Skim a recent paper: Stimulus dependence of directed information exchange between cortical layers in macaque V1Influential work since 2022
- Pick up a classic book: Corporate InnovationThe most-reprinted book on the subject
- Read the landmark paper: Collaborative signal and information processing: An information-directed approachCited 231 times
- Go sideways: Information theoryA closely related topic
- Go sideways: Blahut–Arimoto algorithmA closely related topic
📖 Definitions
No dictionary entry for this exact phrase.
🏆 Landmark papers (most cited)
Collaborative signal and information processing: An information-directed approach
On directed information theory and Granger causality graphs
Directed Information Graphs
Universal Estimation of Directed Information
LQG Control With Minimum Directed Information: Semidefinite Programming Approach
Learning to Optimize via Information-Directed Sampling
Consensus seeking over directed networks with limited information communication
Information-directed routing in ad hoc sensor networks
🆕 Influential since 2022
Stimulus dependence of directed information exchange between cortical layers in macaque V1
Neural Estimation and Optimization of Directed Information Over Continuous Spaces
Network topology–directed design of molecular CPU for cell-like dynamic information processing
Elite Directed Particle Swarm Optimization with Historical Information for High-Dimensional Problems
PAIDDE: A Permutation-Archive Information Directed Differential Evolution Algorithm
📚 Books worth reading
Corporate InnovationDonald F. Kuratko, Michael G. Goldsby · 2018
Communication in constructionAndrew Dainty, David Moore · 2005
ResearchNavigator.Com GuideRonald C. Roat, Linda R. Barr · 2006
Developing library staff for the 21st centuryMaureen Sullivan · 1992
Using technology to create valueAllan Boroughs · 2009- 📕The Routledge companion to digital consumptionRussell W. Belk, Rosa Llamas · 2013
- 📕Managing Human Capital in Today's GlobalizationHeru Susanto, Leu Fang-Yie · 2019
- 📕Organizational ReliabilityKatarzyna Tworek, Agnieszka Bieńkowska · 2020
Ranked by number of editions on Open Library, a rough measure of how lasting a book is.
🔗 Related topics
- Information theory Information theory is the mathematical study of the quantification, storage, and communication of a particular type of mathematically defined information…
- Blahut–Arimoto algorithm The term Blahut–Arimoto algorithm is often used to refer to a class of algorithms for computing numerically either the information theoretic capacity of…
- Transfer entropy Transfer entropy is a non-parametric statistic measuring the amount of directed (time-asymmetric) transfer of information between two random processes…
- Error exponents in hypothesis testing In statistical hypothesis testing, the error exponent of a hypothesis testing procedure is the rate at which the probabilities of Type I and Type II decay…
- Mutual information In probability theory and information theory, the mutual information (MI) of two random variables is a measure of the mutual dependence between the two…
- Entropy rate In the mathematical theory of probability, the entropy rate or source information rate of a stochastic process is, informally, the time density of the…
- Information-theoretic security A cryptosystem is considered to have information-theoretic security (also called unconditional security) if the system is secure against adversaries with…
- Orthogonal Time Frequency Space Orthogonal Time Frequency Space (OTFS) is a 2D modulation technique that transforms the information carried in the Delay-Doppler coordinate system. The…