Statistical Network Analysis: Models, Issues, and New Directions ICML 2006 Workshop on Statistical Network Analysis, Pittsburgh, PA, USA, June 29, 2006, Revised Selected Papers /

• Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
• Άλλοι συγγραφείς: Airoldi, Edoardo (Επιμελητής έκδοσης), Blei, David M. (Επιμελητής έκδοσης), Fienberg, Stephen E. (Επιμελητής έκδοσης), Goldenberg, Anna (Επιμελητής έκδοσης), Xing, Eric P. (Επιμελητής έκδοσης), Zheng, Alice X. (Επιμελητής έκδοσης)
• Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
• Γλώσσα: English
• Έκδοση: Berlin, Heidelberg : Springer Berlin Heidelberg, 2007.
• Σειρά: Lecture Notes in Computer Science, 4503
• Θέματα: Computer science.; Computer communication systems.; Algorithms.; Mathematical statistics.; Information storage and retrieval.; Computer Science.; Computer Communication Networks.; Probability and Statistics in Computer Science.; Information Systems Applications (incl. Internet).; Information Storage and Retrieval.; Algorithm Analysis and Problem Complexity.

This volume was prepared to share with a larger audience the exciting ideas and work presented at an ICML 2006 workshop of the same title. Network models have a long history. Sociologists and statisticians made major advances in the 1970s and 1980s, culminating in part with a number of substantial d...

Πίνακας περιεχομένων:

• Invited Presentations
• Structural Inference of Hierarchies in Networks
• Heider vs Simmel: Emergent Features in Dynamic Structures
• Joint Group and Topic Discovery from Relations and Text
• Statistical Models for Networks: A Brief Review of Some Recent Research
• Other Presentations
• Combining Stochastic Block Models and Mixed Membership for Statistical Network Analysis
• Exploratory Study of a New Model for Evolving Networks
• A Latent Space Model for Rank Data
• A Simple Model for Complex Networks with Arbitrary Degree Distribution and Clustering
• Discrete Temporal Models of Social Networks
• Approximate Kalman Filters for Embedding Author-Word Co-occurrence Data over Time
• Discovering Functional Communities in Dynamical Networks
• Empirical Analysis of a Dynamic Social Network Built from PGP Keyrings
• Extended Abstracts
• A Brief Survey of Machine Learning Methods for Classification in Networked Data and an Application to Suspicion Scoring
• Age and Geographic Inferences of the LiveJournal Social Network
• Inferring Organizational Titles in Online Communication
• Learning Approximate MRFs from Large Transactional Data
• Panel Discussion
• Panel Discussion.