Collaborative filtering beyond the user-item matrix: A survey of the state of the art and future challenges

Y Shi, M Larson, A Hanjalic - ACM Computing Surveys (CSUR), 2014 - dl.acm.org
Over the past two decades, a large amount of research effort has been devoted to
developing algorithms that generate recommendations. The resulting research progress has …

Entity linking meets word sense disambiguation: a unified approach

A Moro, A Raganato, R Navigli - Transactions of the Association for …, 2014 - direct.mit.edu
Abstract Entity Linking (EL) and Word Sense Disambiguation (WSD) both address the lexical
ambiguity of language. But while the two tasks are pretty similar, they differ in a fundamental …

Hetesim: A general framework for relevance measure in heterogeneous networks

C Shi, X Kong, Y Huang, SY Philip… - IEEE Transactions on …, 2014 - ieeexplore.ieee.org
Similarity search is an important function in many applications, which usually focuses on
measuring the similarity between objects with the same type. However, in many scenarios …

Joint link prediction and attribute inference using a social-attribute network

NZ Gong, A Talwalkar, L Mackey, L Huang… - ACM Transactions on …, 2014 - dl.acm.org
The effects of social influence and homophily suggest that both network structure and node-
attribute information should inform the tasks of link prediction and node-attribute inference …

Effective bug triage based on historical bug-fix information

H Hu, H Zhang, J Xuan, W Sun - 2014 IEEE 25th international …, 2014 - ieeexplore.ieee.org
For complex and popular software, project teams could receive a large number of bug
reports. It is often tedious and costly to manually assign these bug reports to developers who …

Fast-ppr: Scaling personalized pagerank estimation for large graphs

PA Lofgren, S Banerjee, A Goel… - Proceedings of the 20th …, 2014 - dl.acm.org
We propose a new algorithm, FAST-PPR, for computing personalized PageRank: given start
node s and target node t in a directed graph, and given a threshold δ, it computes the …

A robust model for paper reviewer assignment

X Liu, T Suel, N Memon - Proceedings of the 8th ACM Conference on …, 2014 - dl.acm.org
Automatic expert assignment is a common problem encountered in both industry and
academia. For example, for conference program chairs and journal editors, in order to …

Robust entity linking via random walks

Z Guo, D Barbosa - Proceedings of the 23rd ACM International …, 2014 - dl.acm.org
Entity Linking is the task of assigning entities from a Knowledge Base to textual mentions of
such entities in a document. State-of-the-art approaches rely on lexical and statistical …

MVCWalker: Random walk-based most valuable collaborators recommendation exploiting academic factors

F Xia, Z Chen, W Wang, J Li… - IEEE Transactions on …, 2014 - ieeexplore.ieee.org
In academia, scientific research achievements would be inconceivable without academic
collaboration and cooperation among researchers. Previous studies have discovered that …

GBAGC: A general Bayesian framework for attributed graph clustering

Z Xu, Y Ke, Y Wang, H Cheng, J Cheng - ACM Transactions on …, 2014 - dl.acm.org
Graph clustering, also known as community detection, is a long-standing problem in data
mining. In recent years, with the proliferation of rich attribute information available for objects …