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    AAAI
    2015
    17views Intelligent Agents» more  AAAI 2015»
    Learning Greedy Policies for the Easy-First Framework
    8 years 7 months ago
    Learning Greedy Policies for the Easy-First Framework
    Download  eecs.wsu.edu
    Easy-first, a search-based structured prediction approach, has been applied to many NLP tasks including dependency parsing and coreference resolution. This approach employs a lea...
    Jun Xie, Chao Ma, Janardhan Rao Doppa, Prashanth M...
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    AAAI
    2015
    17views Intelligent Agents» more  AAAI 2015»
    Balanced Trade Reduction for Dual-Role Exchange Markets
    8 years 7 months ago
    Balanced Trade Reduction for Dual-Role Exchange Markets
    Download  eprints.soton.ac.uk
    We consider dual-role exchange markets, where traders can offer to both buy and sell the same commodity in the exchange but, if they transact, they can only be either a buyer or a...
    Dengji Zhao, Sarvapali D. Ramchurn, Enrico H. Gerd...
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    AAAI
    2015
    21views Intelligent Agents» more  AAAI 2015»
    Towards Cognitive Automation of Data Science
    8 years 7 months ago
    Towards Cognitive Automation of Data Science
    Download  www.cs.toronto.edu
    A Data Scientist typically performs a number of tedious and time-consuming steps to derive insight from a raw data set. The process usually starts with data ingestion, cleaning, a...
    Alain Biem, Maria Butrico, Mark Feblowitz, Tim Kli...
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    AAAI
    2015
    21views Intelligent Agents» more  AAAI 2015»
    Self-Paced Curriculum Learning
    8 years 7 months ago
    Self-Paced Curriculum Learning
    Download  www.cs.cmu.edu
    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...
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    AAAI
    2015
    26views Intelligent Agents» more  AAAI 2015»
    Unsupervised Word Sense Disambiguation Using Markov Random Field and Dependency Parser
    8 years 7 months ago
    Unsupervised Word Sense Disambiguation Using Markov Random Field and Dependency Parser
    Download  www.cse.iitb.ac.in
    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...
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    AAAI
    2015
    21views Intelligent Agents» more  AAAI 2015»
    Approximate Linear Programming for Constrained Partially Observable Markov Decision Processes
    8 years 7 months ago
    Approximate Linear Programming for Constrained Partially Observable Markov Decision Processes
    Download  webdocs.cs.ualberta.ca
    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 ...
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    AAAI
    2015
    27views Intelligent Agents» more  AAAI 2015»
    Robust Image Sentiment Analysis Using Progressively Trained and Domain Transferred Deep Networks
    8 years 7 months ago
    Robust Image Sentiment Analysis Using Progressively Trained and Domain Transferred Deep Networks
    Download  www.cs.rochester.edu
    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
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    AAAI
    2015
    14views Intelligent Agents» more  AAAI 2015»
    Solving Games with Functional Regret Estimation
    8 years 7 months ago
    Solving Games with Functional Regret Estimation
    Download  www.cs.cmu.edu
    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,...
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    AAAI
    2015
    25views Intelligent Agents» more  AAAI 2015»
    Constructing Models of User and Task Characteristics from Eye Gaze Data for User-Adaptive Information Highlighting
    8 years 7 months ago
    Constructing Models of User and Task Characteristics from Eye Gaze Data for User-Adaptive Information Highlighting
    Download  www.cs.ubc.ca
    A user-adaptive information visualization system capable of learning models of users and the visualization tasks they perform could provide interventions optimized for helping spe...
    Matthew Gingerich, Cristina Conati
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    AAAI
    2015
    17views Intelligent Agents» more  AAAI 2015»
    A Multivariate Timeseries Modeling Approach to Severity of Illness Assessment and Forecasting in ICU with Sparse, Heterogeneous
    8 years 7 months ago
    A Multivariate Timeseries Modeling Approach to Severity of Illness Assessment and Forecasting in ICU with Sparse, Heterogeneous
    Download  mghassem.mit.edu
    The ability to determine patient acuity (or severity of illness) has immediate practical use for clinicians. We evaluate the use of multivariate timeseries modeling with the multi...
    Marzyeh Ghassemi, Marco A. F. Pimentel, Tristan Na...
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