NDLI: Learning by Gossip: A Principled Information Exchange Model in Social Networks

Content Provider	Springer Nature Link
Author	Apolloni, B. Malchiodi, D. Taylor, J. G.
Copyright Year	2013
Abstract	We cope with the key step of bootstrap methods of generating a possibly infinite sequence of random data preserving properties of the distribution law, starting from a primary sample actually drawn from this distribution. We solve this task in a cooperative way within a community of generators where each improves its performance from the analysis of the other partners’ production. Since the analysis is based on an a priori distrust of the other partners’ production, we denote the partner ensemble as a gossip community and denote the statistical procedure learning by gossip. We prove that this procedure is highly efficient when applied to the elementary problem of reproducing a Bernoulli distribution, with a properly moderated distrust rate when the absence of a long-term memory requires an online estimation of the bootstrap generator parameters. This fact makes the procedure viable as a basic template of an efficient interaction scheme within social network agents.
Starting Page	327
Ending Page	339
Page Count	13
File Format	PDF
ISSN	18669956
Journal	Cognitive Computation
Volume Number	5
Issue Number	3
e-ISSN	18669964
Language	English
Publisher	Springer US
Publisher Date	2013-03-09
Publisher Place	Boston
Access Restriction	One Nation One Subscription (ONOS)
Subject Keyword	Online bootstrap Neural networks Learning algorithms Social networks Neurosciences Computation by Abstract Devices Artificial Intelligence (incl. Robotics) Computational Biology/Bioinformatics
Content Type	Text
Resource Type	Article
Subject	Cognitive Neuroscience Computer Science Applications Computer Vision and Pattern Recognition

Sl.	Authority	Responsibilities	Communication Details
1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
2	Indian Institute of Technology Kharagpur	Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project	https://www.iitkgp.ac.in
3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
5	Website/Portal (Helpdesk)	Queries regarding NDLI and its services	support@ndl.gov.in
6	Contents and Copyright Issues	Queries related to content curation and copyright issues	content@ndl.gov.in
7	National Digital Library of India Club (NDLI Club)	Queries related to NDLI Club formation, support, user awareness program, seminar/symposium, collaboration, social media, promotion, and outreach	clubsupport@ndl.gov.in
8	Digital Preservation Centre (DPC)	Assistance with digitizing and archiving copyright-free printed books	dpc@ndl.gov.in
9	IDR Setup or Support	Queries related to establishment and support of Institutional Digital Repository (IDR) and IDR workshops	idr@ndl.gov.in

Actor-Critic Learning for Platform-Independent Robot Navigation

Cognitive Computation: An Introduction

Artificial Development of Biologically Plausible Neural-Symbolic Networks

Moral Judgment, Human Motivation, and Neural Networks

Cognitive Computation with Autonomously Active Neural Networks: An Emerging Field

Multiclass Pattern Recognition Extension for the New C-Mantec Constructive Neural Network Algorithm

Abductive Learning Ensembles for Hand Shape Identification

Sentic Computing

Learning Word Representations for Sentiment Analysis

Learning by Gossip: A Principled Information Exchange Model in Social Networks

Similar Documents

Actor-Critic Learning for Platform-Independent Robot Navigation

Cognitive Computation: An Introduction

Artificial Development of Biologically Plausible Neural-Symbolic Networks

Moral Judgment, Human Motivation, and Neural Networks

Cognitive Computation with Autonomously Active Neural Networks: An Emerging Field

Multiclass Pattern Recognition Extension for the New C-Mantec Constructive Neural Network Algorithm

Abductive Learning Ensembles for Hand Shape Identification

Sentic Computing

Learning Word Representations for Sentiment Analysis

Learning by Gossip: A Principled Information Exchange Model in Social Networks