78
Voted
AAAI
2015
10 years 6 days ago
2015
96
Voted
AAAI
2015
10 years 6 days ago
2015
Link prediction and multi-label learning on graphs are two important but challenging machine learning problems that have broad applications in diverse fields. Not only are the tw...
78
Voted
AAAI
2015
10 years 6 days ago
2015
We present a probabilistic framework for learning pairwise similarities between objects belonging to different modalities, such as drugs and proteins, or text and images. Our fram...
84
Voted
AAAI
2015
10 years 6 days ago
2015
Image tweets are becoming a prevalent form of social media, but little is known about their content – textual and visual – and the relationship between the two mediums. Our an...
77
Voted
AAAI
2015
10 years 6 days ago
2015
The modern web critically depends on aggregation of information from self-interested agents, for example opinion polls, product ratings, or crowdsourcing. We consider a setting wh...
125
Voted
AAAI
2015
10 years 6 days ago
2015
Typically a user prefers an item (e.g., a movie) because she likes certain features of the item (e.g., director, genre, producer). This observation motivates us to consider a feat...
89
Voted
AAAI
2015
10 years 6 days ago
2015
We propose two local consistencies that extend bounds consistency (BC) by simultaneously considering combinations of constraints as opposed to single constraints. We prove that th...
83
Voted
AAAI
2015
10 years 6 days ago
2015
Knowledge compilation is a powerful reasoning paradigm with many applications across AI and computer science more broadly. We consider the problem of bottom-up compilation of know...
92
Voted
AAAI
2015
10 years 6 days ago
2015
Layered learning is a hierarchical machine learning paradigm that enables learning of complex behaviors by incrementally learning a series of sub-behaviors. A key feature of layer...
83
Voted
AAAI
2015
10 years 6 days ago
2015
Civil unrest (protests, strikes, and “occupy” events) is a common occurrence in both democracies and authoritarian regimes. The study of civil unrest is a key topic for politi...