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    AAAI
    2015
    20views Intelligent Agents» more  AAAI 2015»
    Topical Word Embeddings
    8 years 6 months ago
    Topical Word Embeddings
    Download  nlp.csai.tsinghua.edu.cn
    Most word embedding models typically represent each word using a single vector, which makes these models indiscriminative for ubiquitous homonymy and polysemy. In order to enhance...
    Yang Liu, Zhiyuan Liu, Tat-Seng Chua, Maosong Sun
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    AAAI
    2015
    14views Intelligent Agents» more  AAAI 2015»
    Spatio-Spectral Exploration Combining In Situ and Remote Measurements
    8 years 6 months ago
    Spatio-Spectral Exploration Combining In Situ and Remote Measurements
    Download  ml.jpl.nasa.gov
    Adaptive exploration uses active learning principles to improve the efficiency of autonomous robotic surveys. This work considers an important and understudied aspect of autonomo...
    David Ray Thompson, David Wettergreen, Greydon T. ...
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    AAAI
    2015
    23views Intelligent Agents» more  AAAI 2015»
    Pathway Graphical Lasso
    8 years 6 months ago
    Pathway Graphical Lasso
    Download  homes.cs.washington.edu
    Graphical models provide a rich framework for summarizing the dependencies among variables. The graphical lasso approach attempts to learn the structure of a Gaussian graphical mo...
    Maxim Grechkin, Maryam Fazel, Daniela M. Witten, S...
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    AAAI
    2015
    37views Intelligent Agents» more  AAAI 2015»
    An Entorhinal-Hippocampal Model for Simultaneous Cognitive Map Building
    8 years 6 months ago
    An Entorhinal-Hippocampal Model for Simultaneous Cognitive Map Building
    Download  www1.i2r.a-star.edu.sg
    Hippocampal place cells and entorhinal grid cells have been hypothesized to be able to form map-like spatial representation of the environment, namely cognitive map. In most prior...
    Miaolong Yuan, Bo Tian, Vui Ann Shim, Huajin Tang,...
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    AAAI
    2015
    27views Intelligent Agents» more  AAAI 2015»
    A Faster Core Constraint Generation Algorithm for Combinatorial Auctions
    8 years 6 months ago
    A Faster Core Constraint Generation Algorithm for Combinatorial Auctions
    Download  www.ifi.uzh.ch
    Computing prices in core-selecting combinatorial auctions is a computationally hard problem. Auctions with many bids can only be solved using a recently proposed core constraint g...
    Benedikt Bünz, Sven Seuken, Benjamin Lubin
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    AAAI
    2015
    32views Intelligent Agents» more  AAAI 2015»
    Visualization Techniques for Topic Model Checking
    8 years 6 months ago
    Visualization Techniques for Topic Model Checking
    Download  www.jamram.net
    Topic models remain a black box both for modelers and for end users in many respects. From the modelers’ perspective, many decisions must be made which lack clear rationales and...
    Jaimie Murdock, Colin Allen
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    AAAI
    2015
    18views Intelligent Agents» more  AAAI 2015»
    Hierarchical Monte-Carlo Planning
    8 years 6 months ago
    Hierarchical Monte-Carlo Planning
    Download  ipvs.informatik.uni-stuttgart.de
    Monte-Carlo Tree Search, especially UCT and its POMDP version POMCP, have demonstrated excellent performance on many problems. However, to efficiently scale to large domains one ...
    Ngo Anh Vien, Marc Toussaint
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    AAAI
    2015
    30views Intelligent Agents» more  AAAI 2015»
    Inertial Hidden Markov Models: Modeling Change in Multivariate Time Series
    8 years 6 months ago
    Inertial Hidden Markov Models: Modeling Change in Multivariate Time Series
    Download  labs.yahoo.com
    Faced with the problem of characterizing systematic changes in multivariate time series in an unsupervised manner, we derive and test two methods of regularizing hidden Markov mod...
    George D. Montanez, Saeed Amizadeh, Nikolay Laptev
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    AAAI
    2015
    21views Intelligent Agents» more  AAAI 2015»
    On Unconstrained Quasi-Submodular Function Optimization
    8 years 6 months ago
    On Unconstrained Quasi-Submodular Function Optimization
    Download  bcmi.sjtu.edu.cn
    With the extensive application of submodularity, its generalizations are constantly being proposed. However, most of them are tailored for special problems. In this paper, we focu...
    Jincheng Mei, Kang Zhao, Bao-Liang Lu
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    AAAI
    2015
    48views Intelligent Agents» more  AAAI 2015»
    Exploiting Submodular Value Functions for Faster Dynamic Sensor Selection
    8 years 6 months ago
    Exploiting Submodular Value Functions for Faster Dynamic Sensor Selection
    Download  staff.fnwi.uva.nl
    A key challenge in the design of multi-sensor systems is the efficient allocation of scarce resources such as bandwidth, CPU cycles, and energy, leading to the dynamic sensor sel...
    Yash Satsangi, Shimon Whiteson, Frans A. Oliehoek
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