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... PAC learning model. Under cryptographic assumptions, they showed that there exist binary learning problems, in which more data can provably be used to speed up training time. [Shalev-Shwartz et al., 2012] showed a similar result for the agnostic PAC learning model. In all of these papers, the main i ...
... PAC learning model. Under cryptographic assumptions, they showed that there exist binary learning problems, in which more data can provably be used to speed up training time. [Shalev-Shwartz et al., 2012] showed a similar result for the agnostic PAC learning model. In all of these papers, the main i ...
More data speeds up training time in learning halfspaces over sparse vectors,
... PAC learning model. Under cryptographic assumptions, they showed that there exist binary learning problems, in which more data can provably be used to speed up training time. [Shalev-Shwartz et al., 2012] showed a similar result for the agnostic PAC learning model. In all of these papers, the main i ...
... PAC learning model. Under cryptographic assumptions, they showed that there exist binary learning problems, in which more data can provably be used to speed up training time. [Shalev-Shwartz et al., 2012] showed a similar result for the agnostic PAC learning model. In all of these papers, the main i ...
Quantile Regression for Large-scale Applications
... of our algorithm is 2-digit accurate in terms of both objective value and solution to quantile regression by sampling, e.g., about 0.001% of the data. It outperforms other conditioning-based methods, and the running time of the proposed algorithm is comparable to existing sampling methods in RAM. In ...
... of our algorithm is 2-digit accurate in terms of both objective value and solution to quantile regression by sampling, e.g., about 0.001% of the data. It outperforms other conditioning-based methods, and the running time of the proposed algorithm is comparable to existing sampling methods in RAM. In ...
WPEssink CARV 2013 V4.2
... Genetic algorithms are used to optimise many different designs from structural engineering [8], manufacturing [9], aerospace engineering [10] as well as many more. Genetic algorithms were first used to solve the travelling salesman problem in 1985 by Brady [11]. This was later developed further by G ...
... Genetic algorithms are used to optimise many different designs from structural engineering [8], manufacturing [9], aerospace engineering [10] as well as many more. Genetic algorithms were first used to solve the travelling salesman problem in 1985 by Brady [11]. This was later developed further by G ...
Problem Set 2 Solutions - Massachusetts Institute of Technology
... • E XTRACT-M IN (H) removes the key/value pair with the smallest key from the heap, returning the value. First, consider the problem of merging t sorted lists. Assume we have lists A 1 , . . . , At , each of which is sorted. We use the following strategy (pseudocode below): 1. Make a new heap, H. 2 ...
... • E XTRACT-M IN (H) removes the key/value pair with the smallest key from the heap, returning the value. First, consider the problem of merging t sorted lists. Assume we have lists A 1 , . . . , At , each of which is sorted. We use the following strategy (pseudocode below): 1. Make a new heap, H. 2 ...
Logical Topology Design
... • No limit on the number of wavelengths in the optical layer • All lightpaths are bidirectional: if we set up a lightpath from node i to node j, we also set up a lightpath from node j to node i • Each IP router has at most Δ input ports and Δ output ports – constrains cost of IP routers and number o ...
... • No limit on the number of wavelengths in the optical layer • All lightpaths are bidirectional: if we set up a lightpath from node i to node j, we also set up a lightpath from node j to node i • Each IP router has at most Δ input ports and Δ output ports – constrains cost of IP routers and number o ...
Ad hoc On-Demand Distance Vector Routing.
... routing entries is a timer, called the route request expiration timer. The purpose of this timer is to purge reverse path routing entries from those nodes that do not lie on the path from the source to the destination. The expiration time depends upon the size of the adhoc network. Another important ...
... routing entries is a timer, called the route request expiration timer. The purpose of this timer is to purge reverse path routing entries from those nodes that do not lie on the path from the source to the destination. The expiration time depends upon the size of the adhoc network. Another important ...
Presentation - MIT Lincoln Laboratory
... This work was sponsored by DARPA under Air Force Contract FA8721-05-C-0002. Opinions, interpretations, conclusions and recommendations are those of the authors and are not necessarily endorsed by the United States Government. ...
... This work was sponsored by DARPA under Air Force Contract FA8721-05-C-0002. Opinions, interpretations, conclusions and recommendations are those of the authors and are not necessarily endorsed by the United States Government. ...