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The Optimal PAC Algorithm

2004
Assume we are trying to learn a concept class C of VC dimension d with respect to an arbitrary distribution. There is PAC sample size bound that holds for any algorithm that always predicts with some consistent concept in the class C (BEHW89): \(O(\frac{1}{\epsilon}(dlog\frac{1}{\epsilon}+log\frac{1}{\epsilon}))\), where e and δ are the accuracy and ...
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On the optimality of inclusion algorithms

1986
In this paper a general concept of inclusion algorithm is introduced. Any inclusion algorithm provides a set that includes the solution of a given problem. Inclusion algorithms are studied with respect to the information used by them.
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On the Optimality of Feautrier’s Scheduling Algorithm

Concurrency and Computation: Practice and Experience, 2002
AbstractFeautrier's scheduling algorithm is the most powerful existing algorithm for parallelism detection and extraction, but it has always been known to be suboptimal. However, the question as to whether it may miss some parallelism because of its design has not been answered. We show that this is not the case.
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Is pocket algorithm optimal?

1995
Most learning algorithms for single neuron are not able to provide for any classification problem the weight vector which satisfies the maximum number of input-output relations contained in the training set. An important exception is given by the pocket algorithm: it repeatedly executes the perceptron algorithm and maintains (in the pocket) the weight ...
openaire   +4 more sources

Battlefield Optimization Algorithm

Expert Systems with Applications, 2023
Dadang Setiawan   +3 more
openaire   +1 more source

Mandrill optimization algorithm

Pattern Analysis and Applications
Parsa Parsafar, Iman Esmaeili Afrokati
openaire   +1 more source

Northern Goshawk Optimization: A New Swarm-Based Algorithm for Solving Optimization Problems

IEEE Access, 2021
Pavel Trojovský   +2 more
exaly  

African Vultures Optimization Algorithm: A New Nature-Inspired Metaheuristic Algorithm for Global Optimization Problems

Computers and Industrial Engineering, 2021
Seyedali Mirjalili   +2 more
exaly  

A Conceptual and Practical Comparison of PSO-Style Optimization Algorithms

Expert Systems With Applications, 2021
Wolfram Schenck, Alaa Tharwat
exaly  

A Survey of Multi-Objective Optimization in Wireless Sensor Networks: Metrics, Algorithms, and Open Problems

IEEE Communications Surveys and Tutorials, 2017
Chengwen Xing, Bin Li, Lajos Hanzo
exaly  

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