Sciweavers

AAAI
2015
10 years 1 months ago
Self-Paced Curriculum Learning
Curriculum learning (CL) or self-paced learning (SPL) represents a recently proposed learning regime inspired by the learning process of humans and animals that gradually proceeds...
Lu Jiang, Deyu Meng, Qian Zhao, Shiguang Shan, Ale...
AAAI
2015
10 years 1 months ago
Unsupervised Word Sense Disambiguation Using Markov Random Field and Dependency Parser
Word Sense Disambiguation is a difficult problem to solve in the unsupervised setting. This is because in this setting inference becomes more dependent on the interplay between d...
Devendra Singh Chaplot, Pushpak Bhattacharyya, Ash...
AAAI
2015
10 years 1 months ago
Approximate Linear Programming for Constrained Partially Observable Markov Decision Processes
In many situations, it is desirable to optimize a sequence of decisions by maximizing a primary objective while respecting some constraints with respect to secondary objectives. S...
Pascal Poupart, Aarti Malhotra, Pei Pei, Kee-Eung ...
AAAI
2015
10 years 1 months ago
Robust Image Sentiment Analysis Using Progressively Trained and Domain Transferred Deep Networks
Sentiment analysis of online user generated content is important for many social media analytics tasks. Researchers have largely relied on textual sentiment analysis to develop sy...
Quanzeng You, Jiebo Luo, Hailin Jin, Jianchao Yang
AAAI
2015
10 years 1 months ago
Solving Games with Functional Regret Estimation
We propose a novel online learning method for minimizing regret in large extensive-form games. The approach learns a function approximator online to estimate the regret for choosi...
Kevin Waugh, Dustin Morrill, James Andrew Bagnell,...