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Supervised Random Walks: Predicting and Recommending Links in Social Networks

by Lars Backstrom, Jure Leskovec
"... Predicting the occurrence of links is a fundamental problem in networks. In the link prediction problem we are given a snapshot of a network and would like to infer which interactions among existing members are likely to occur in the near future or which existing interactions are we missing. Althoug ..."
Abstract - Cited by 147 (3 self) - Add to MetaCart
Predicting the occurrence of links is a fundamental problem in networks. In the link prediction problem we are given a snapshot of a network and would like to infer which interactions among existing members are likely to occur in the near future or which existing interactions are we missing

Distributed Connectivity Control of Mobile Networks

by Michael M. Zavlanos , 2007
"... Control of mobile networks raises fundamental and novel problems in controlling the structure of the resulting dynamic graphs. In particular, in applications involving mobile sensor networks and multi-agent systems, a great new challenge is the development of distributed motion algorithms that guara ..."
Abstract - Cited by 75 (10 self) - Add to MetaCart
that guarantee connectivity of the overall network. In this paper, we address this challenge using a novel control decomposition. First, motion control is performed in the continuous state space, where nearest neighbor potential fields are used to maintain existing links in the network. Second, distributed

Computing person and firm effects using linked longitudinal employer-employee data,” Center for Economic Studies, US Census Bureau,

by John M Abowd , Robert H Creecy , John M Abowd , Robert H Creecy , Francis Kramarz , 2002
"... Abstract In this paper we provide the exact formulas for the direct least squares estimation of statistical models that include both person and firm effects. We also provide an algorithm for determining the estimable functions of the person and firm effects (the identifiable effects). The computati ..."
Abstract - Cited by 141 (16 self) - Add to MetaCart
in the first group ever been employed by a firm in the second group. From an economic perspective, connected groups of workers and firms show the realized mobility network in the economy. From a statistical perspective, connected groups of workers and firms block-diagonalize the normal equations (see equation

A Prediction-based Link Availability Estimation for Mobile Ad Hoc Networks

by Mobile Ad, Shengming Jiang Dajiang, Dajiang He, Jianqiang Rao , 2001
"... One critical issue for routing in mobile ad hoc networks (MANET) is how to select a reliable path that can last longer since mobility may cause radio links to break frequently. To answer this question, a criterion that can judge path reliability is needed. The reliability of a path depends on the av ..."
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One critical issue for routing in mobile ad hoc networks (MANET) is how to select a reliable path that can last longer since mobility may cause radio links to break frequently. To answer this question, a criterion that can judge path reliability is needed. The reliability of a path depends

Nonparametric Link Prediction in Dynamic Networks

by Purnamrita Sarkar, Deepayan Chakrabarti, Michael I. Jordan
"... Facebook (This work was partly done when the author was at Yahoo! Research) We propose a nonparametric link prediction algorithm for a sequence of graph snapshots over time. The model predicts links based on the features of its endpoints, as well as those of the local neighborhood around the endpoin ..."
Abstract - Cited by 12 (0 self) - Add to MetaCart
Facebook (This work was partly done when the author was at Yahoo! Research) We propose a nonparametric link prediction algorithm for a sequence of graph snapshots over time. The model predicts links based on the features of its endpoints, as well as those of the local neighborhood around

Whom You Know Matters: Venture Capital Networks and Investment Performance,

by Yael Hochberg , Alexander Ljungqvist , Yang Lu , Steve Drucker , Jan Eberly , Eric Green , Yaniv Grinstein , Josh Lerner , Laura Lindsey , Max Maksimovic , Roni Michaely , Maureen O'hara , Ludo Phalippou Mitch Petersen , Jesper Sorensen , Per Strömberg Morten Sorensen , Yael Hochberg , Johnson - Journal of Finance , 2007
"... Abstract Many financial markets are characterized by strong relationships and networks, rather than arm's-length, spot-market transactions. We examine the performance consequences of this organizational choice in the context of relationships established when VCs syndicate portfolio company inv ..."
Abstract - Cited by 138 (8 self) - Add to MetaCart
. 15 F. The Macro Structure of VC Networks Low density can suggest high centralization. A simple way to measure the overall centralization of a network (as opposed to the centrality of individual actors) is to express the network-wide variation in the actors' degree, betweenness, and eigenvector

Materials for an exploratory theory of the network society.

by Manuel Castells , Anthony Giddens , Alain Touraine , Anthony Smith , Benjamin Barber , Peter Hall , Roger-Pol Droit , Sophie Watson , Frank Webster , Krishan Kumar , David Lyon , Craig Calhoun , Jeffrey Henderson , Ramon Ramos , Jose E Rodrigues-Ibanez , Jose F Tezanos , Mary Kaldor , Stephen Jones , Christopher Freeman - The British Journal of Sociology , 2000
"... ABSTRACT This article aims at proposing some elements for a grounded theor y of the network society. The network society is the social structure characteristic of the Information Age, as tentatively identi ed by empirical, cross-cultural investigation. It permeates most societies in the world, in v ..."
Abstract - Cited by 122 (0 self) - Add to MetaCart
as the project is nished. Major corporations work in a strategy of changing alliances and partnerships, speci c to a given product, process, time, and space. Furthermore, these co-operations are based increasingly on sharing of information. These are information networks, which, in the limit, link up suppliers

1Link Estimation and Routing in Sensor Network Backbones: Beacon-based or Data-driven?

by Hongwei Zhang, Anish Arora, Senior Member, Prasun Sinha
"... Abstract — In the context of IEEE 802.11b network testbeds, we examine the differences between unicast and broadcast link properties, and we show the inherent difficulties in precisely estimating unicast link properties via those of broadcast beacons even if we make the length and transmission rate ..."
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based on ETX/ETT-type metrics, but the metrics are estimated via MAC feedback for unicast data transmission instead of broadcast beacons. Using a realistic sensor network traffic trace and an 802.11b testbed of ∼195 Stargates, we experimentally compare the performance of LOF with that of beacon

Signal Processing Techniques in Network-Aided Positioning: A Survey of State-ofthe-Art Positioning Designs

by Guolin Sun, Jie Chen, Wei Guo - IEEE Signal Processing Magazine , 2005
"... [A survey of state-of-the-art positioning designs] The U.S. Federal Communications Commission (FCC) requires that the precise location of all enhanced 911 (E911) callers be automatically determined. This requirement has motivated the development of cellular-aided positioning. To facilitate emergency ..."
Abstract - Cited by 98 (3 self) - Add to MetaCart
prerequisite for ubiquitous computing, mobile positioning techniques, linked with wireless networks, have increasingly provided mobile users with opportunities to access personal information, corporate data, and shared resources anytime, anywhere. Positioning systems can be grouped in many different ways

1Range-based Mobility Estimations in MANETs with Application to Link Availability Prediction

by Zhuoqun Li, Lingfen Sun, Emmanuel C. Ifeachor
"... Abstract — The quality of communications in mobile ad-hoc networks is largely determined by the topological stability. Characterizing the mobility of mobile nodes (e.g. how often they move away from each other) would enable the measurement of the frequency of network reconfigurations for predicting ..."
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stability. In this paper, we first define a triplet 〈V,Θ,Ψ 〉 which consists of mobility parameters that are directly correlated with the stability of a network (e.g. inter-node relative speeds/orientations and epoch time). Based on our previous study on range-based velocity estimations, we then propose a
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