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» More than just shape: a representation for functionality
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AAAI
2006
13 years 10 months ago
Sample-Efficient Evolutionary Function Approximation for Reinforcement Learning
Reinforcement learning problems are commonly tackled with temporal difference methods, which attempt to estimate the agent's optimal value function. In most real-world proble...
Shimon Whiteson, Peter Stone
NPL
2000
99views more  NPL 2000»
13 years 8 months ago
On the Internal Representations of Product Units
This paper explores internal representation power of product units [1] that act as the functional nodes in the hidden layer of a multi-layer feedforward network. Interesting proper...
Jung-Hua Wang, Yi-Wei Yu, Jia-Horng Tsai
ECIR
2003
Springer
13 years 10 months ago
Taming Wild Phrases
Abstract. In this paper the suitability of different document representations for automatic document classification is compared, investigating a whole range of representations be...
Cornelis H. A. Koster, Marc Seutter
SODA
2010
ACM
171views Algorithms» more  SODA 2010»
14 years 6 months ago
Coresets and Sketches for High Dimensional Subspace Approximation Problems
We consider the problem of approximating a set P of n points in Rd by a j-dimensional subspace under the p measure, in which we wish to minimize the sum of p distances from each p...
Dan Feldman, Morteza Monemizadeh, Christian Sohler...
ICIP
1995
IEEE
14 years 10 months ago
Constrained monotone regression of ROC curves and histograms using splines and polynomials
Receiver operating characteristics (ROC) curves have the property that they start at (0,l) and end at (1,O) and are monotonically decreasing. Furthermore, a parametric representat...
Tapas Kanungo, D. M. Gay, Robert M. Haralick