NDLI: Modeling Document Networks with Tree-Averaged Copula Regularization

Please wait, while we are loading the content...

Ten Years of Wisdom

Enterprise Employee Training via Project Team Formation

Learning Parametric Models for Context-Aware Query Auto-Completion via Hawkes Processes

Neural Models for Full Text Search

Reliable Medical Diagnosis from Crowdsourcing: Discover Trustworthy Answers from Non-Experts

Keeping Apace with Progress in Natural Language Processing

Task-Guided and Path-Augmented Heterogeneous Network Embedding for Author Identification

Joint Deep Modeling of Users and Items Using Reviews for Recommendation

Machine Learning at Amazon

Online Actions with Offline Impact: How Online Social Networks Influence Online and Offline User Behavior

Statistical Spoken Dialogue Systems and the Challenges for Machine Learning

Primum Non Nocere: Healthcare In The Digital Age

Managing Risk of Bidding in Display Advertising

Real-Time Bidding by Reinforcement Learning in Display Advertising

Unsupervised Ranking using Graph Structures and Node Attributes

Harnessing the Power of Data Science through Research

Neural Text Embeddings for Information Retrieval

Workshop on Scholarly Web Mining (SWM 2017)

WSDM Cup 2017: Vandalism Detection and Triple Scoring

Beyond Query Logs: Recommendation and Evaluation

iPhone's Digital Marketplace: Characterizing the Big Spenders

Does Document Relevance Affect the Searcher's Perception of Time?

PRED: Periodic Region Detection for Mobility Modeling of Social Media Users

Beyond the Words: Predicting User Personality from Heterogeneous Information

Multi-Product Utility Maximization for Economic Recommendation

Social Incentive Optimization in Online Social Networks

Predicting Online Purchase Conversion for Retargeting

Deep Memory Networks for Attitude Identification

Unbiased Learning-to-Rank with Biased Feedback

Utilizing Knowledge Graphs in Text-centric Information Retrieval

Mining Actionable Insights from Social Networksat WSDM 2017

Recommender Systems: Research Direction

Raising Graphs From Randomness to Reveal Information Networks

Generating Illustrative Snippets for Open Data on the Web

Applying Space Syntax to Online Mapping Tools

German Typographers vs. German Grammar: Decomposition of Wikipedia Category Labels into Attribute-Value Pairs

Groove Radio: A Bayesian Hierarchical Model for Personalized Playlist Generation

Counting Graphlets: Space vs Time

Motifs in Temporal Networks

D-Cube: Dense-Block Detection in Terabyte-Scale Tensors

Learning from User Interactions in Personal Search via Attribute Parameterization

Social Media Anomaly Detection: Challenges and Solutions

1st International Workshop on Search and Mining Terrorist Online Content & Advances in Data Science for Cyber Security and Risk on the Web

Modeling Source Code to Support Retrieval-Based Applications

How Smart Does Your Profile Image Look?: Estimating Intelligence from Social Network Profile Images

Investigation of User Search Behavior While Facing Heterogeneous Search Services

Semantic-aware Query Processing for Activity Trajectories

Comparative Document Analysis for Large Text Corpora

Temporally Factorized Network Modeling for Evolutionary Network Analysis

Representation Learning with Pair-wise Constraints for Collaborative Ranking

Modeling Air Travel Choice Behavior with Mixed Kernel Density Estimations

Modeling Document Networks with Tree-Averaged Copula Regularization

Delving Deep into Personal Photo and Video Search

WSDM 2017 Workshop on Mining Online Health Reports: MOHRS 2017

Scalable Text Analysis

Anticipating Information Needs Based on Check-in Activity

Click Through Rate Prediction for Local Search Results

Constructing and Embedding Abstract Event Causality Networks from Text Snippets

Not Enough Data?: Joint Inferring Multiple Diffusion Networks via Network Generation Priors

Location Influence in Location-based Social Networks

Multilinear Factorization Machines for Multi-Task Multi-View Learning

Quantifying and Bursting the Online Filter Bubble

RedQueen: An Online Algorithm for Smart Broadcasting in Social Networks

Document Retrieval Model Through Semantic Linking

Fun Facts: Automatic Trivia Fact Extraction from Wikipedia

Online Matrix Completion for Signed Link Prediction

Probabilistic Social Sequential Model for Tour Recommendation

Algorithms for Active Classifier Selection: Maximizing Recall with Precision Constraints

New Probabilistic Models for Recommender Systems with Rich Contextual and Content Information

Uncovering the Dynamics of Crowdlearning and the Value of Knowledge

A Concise Integer Linear Programming Formulation for Implicit Search Result Diversification

Related Event Discovery

Social Collaborative Viewpoint Regression with Explainable Recommendations

Trustworthy Analysis of Online A/B Tests: Pitfalls, challenges and solutions

DiSMEC: Distributed Sparse Machines for Extreme Multi-label Classification

Mining Medical Causality for Diagnosis Assistance

Leveraging Behavioral Factorization and Prior Knowledge for Community Discovery and Profiling

A Comparison of Document-at-a-Time and Score-at-a-Time Query Evaluation

Lightweight Multilingual Entity Extraction and Linking

Recurrent Recommender Networks

Learning Sensitive Combinations of A/B Test Metrics

Label Informed Attributed Network Embedding

Adapting Information Retrieval to User Signals via Stochastic Models

Reducing Controversy by Connecting Opposing Views

ANNE: Improving Source Code Search using Entity Retrieval Approach

Predicting Completeness in Knowledge Bases

Bartering Books to Beers: A Recommender System for Exchange Platforms

Embedding of Embedding (EOE): Joint Embedding for Coupled Heterogeneous Networks

Modeling Navigation in Information Networks

Detecting and Characterizing Eating-Disorder Communities on Social Media

Partitioning and Segment Organization Strategies for Real-Time Selective Search on Document Streams

Synthesis of Forgiving Data Extractors

Neural Survival Recommender

Random Semantic Tensor Ensemble for Scalable Knowledge Graph Link Prediction

The Influence of Early Respondents: Information Cascade Effects in Online Event Scheduling

Modeling Event Importance for Ranking Daily News Events

Concept Embedded Convolutional Semantic Model for Question Retrieval

Directed Edge Recommender System

S-HOT: Scalable High-Order Tucker Decomposition

Evolution of Ego-networks in Social Media with Link Recommendations

A Cost Model for Long-Term Compressed Data Retention

Summarizing Answers in Non-Factoid Community Question-Answering

Link Prediction with Cardinality Constraint

Multi-Column Convolutional Neural Networks with Causality-Attention for Why-Question Answering

Modeling Document Networks with Tree-Averaged Copula Regularization

Content Provider	ACM Digital Library
Author	Jiang, Changjun He, Yuan Wang, Cheng
Abstract	Document network is a kind of intriguing dataset which provides both topical (texts) and topological (links) information. Most previous work assumes that documents closely linked with each other share common topics. However, the associations among documents are usually complex, which are not limited to the homophily (i.e., tendency to link to similar others). Actually, the heterophily (i.e., tendency to link to different others) is another pervasive phenomenon in social networks. In this paper, we introduce a new tool, called copula, to separately model the documents and links, so that different copula functions can be applied to capture different correlation patterns. In statistics, a copula is a powerful framework for explicitly modeling the dependence of random variables by separating the marginals and their correlations. Though widely used in Economics, copulas have not been paid enough attention to by researchers in machine learning field. Besides, to further capture the potential associations among the unconnected documents, we apply the tree-averaged copula instead of a single copula function. This improvement makes our model achieve better expressive power, and also more elegant in algebra. We derive efficient EM algorithms to estimate the model parameters, and evaluate the performance of our model on three different datasets. Experimental results show that our approach achieves significant improvements on both topic and link modeling compared with the current state of the art.
Starting Page	691
Ending Page	699
Page Count	9
File Format	PDF
ISBN	9781450346757
DOI	10.1145/3018661.3018666
Language	English
Publisher	Association for Computing Machinery (ACM)
Publisher Date	2017-02-02
Publisher Place	New York
Access Restriction	Subscribed
Subject Keyword	Copula Document networks Topic models Plsa
Content Type	Text
Resource Type	Article

Central Library (ISO-9001:2015 Certified)
Indian Institute of Technology Kharagpur
Kharagpur, West Bengal, India | PIN - 721302

See location in the Map
03222 282435
Mail: support@ndl.gov.in

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