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@INPROCEEDINGS{vikhar16,
author={P. A. {Vikhar}},
booktitle={2016 International Conference on Global Trends in Signal Processing, Information Computing and Communication (ICGTSPICC)},
title={Evolutionary algorithms: A critical review and its future prospects},
year={2016},
volume={},
number={},
pages={261-265},
keywords={genetic algorithms;search problems;evolutionary algorithms;evolutionary computations;heuristics based search method;problem solving method;global optimization problems;genetic programming;genetic algorithm;evolutionary programming;evolution strategies;memetic algorithms;distributed EA;Evolutionary computation;Genetic algorithms;Optimization;Sociology;Statistics;Programming;Genetic programming;Evolutionary Computations;Evolutionary Algorithm;Memetic Algorithms;Distributed EAs},
doi={10.1109/ICGTSPICC.2016.7955308},
ISSN={null},
month={Dec},}
@article{pukhkaiev19,
title={Parameter Tuning for Self-optimizing Software at Scale},
author={Pukhkaiev, Dmytro and A{\ss}mann, Uwe},
journal={arXiv preprint arXiv:1909.03814},
year={2019}
}
@phdthesis{gotz13,
title={Multi-Quality Auto-Tuning by Contract Negotiation},
author={G{\"o}tz, Sebastian},
year={2013},
school={Saechsische Landesbibliothek-Staats-und Universitaetsbibliothek Dresden}
}
@inproceedings{gotz10,
author = {Götz, Sebastian and Wilke, Claas and Schmidt, Matthias and Cech, Sebastian and Assmann, Uwe},
year = {2010},
month = {10},
pages = {},
title = {Towards Energy Auto Tuning},
doi = {10.5176/978-981-08-7240-3_G-32}
}
@incollection{gotz12,
title={Architecture and Mechanisms of Energy Auto-Tuning},
author={G{\"o}tz, Sebastian and Wilke, Claas and Cech, Sebastian and A{\ss}mann, Uwe},
booktitle={Sustainable ICTs and Management Systems for Green Computing},
pages={45--73},
year={2012},
publisher={IGI Global}
}
@misc{ahmad18,
title={A Comparative Study of Genetic Optimization Approaches in Multi-Quality Auto-Tuning},
author={Ahmad, Jamal},
year={2018},
publisher={Master's thesis. Technische Universit{\"a}t Dresden}
}
@inproceedings{gotz18,
title={Quality-based Software-Selection and Hardware-Mapping as Model Transformation Problem.},
author={G{\"o}tz, Sebastian and Mey, Johannes and Sch{\"o}ne, Rene and A{\ss}mann, Uwe},
booktitle={TTC@ STAF},
pages={3--11},
year={2018}
}
@article{pukhkaiev19,
title={Parameter Tuning for Self-optimizing Software at Scale},
author={Pukhkaiev, Dmytro and A{\ss}mann, Uwe},
journal={arXiv preprint arXiv:1909.03814},
year={2019}
}
@ARTICLE{deb14,
author={K. {Deb} and H. {Jain}},
journal={IEEE Transactions on Evolutionary Computation},
title={An Evolutionary Many-Objective Optimization Algorithm Using Reference-Point-Based Nondominated Sorting Approach, Part I: Solving Problems With Box Constraints},
year={2014},
volume={18},
number={4},
pages={577-601},
keywords={genetic algorithms;sorting;evolutionary many-objective optimization algorithm;reference-point-based nondominated sorting approach;box constraints;evolutionary multiobjective optimization algorithms;EMO algorithms;many-objective optimization problems;reference-point-based many-objective evolutionary algorithm;NSGA-II framework;reference points;many-objective test problems;MOEA/D methods;unconstrained problems;NSGA-III;Sociology;Statistics;Optimization;Vectors;Measurement;Zirconium;Educational institutions;Many-objective optimization;evolutionary computation;large dimension;NSGA-III;non-dominated sorting;multi-criterion optimization;Evolutionary computation;large dimension;many-objective optimization;multicriterion optimization;nondominated sorting;NSGA-III},
doi={10.1109/TEVC.2013.2281535},
ISSN={1941-0026},
month={Aug},
}
@inproceedings{rudzinski15,
title={Finding sets of non-dominated solutions with high spread and well-balanced distribution using generalized strength Pareto evolutionary algorithm},
author={Rudzinski, Filip},
booktitle={2015 Conference of the International Fuzzy Systems Association and the European Society for Fuzzy Logic and Technology (IFSA-EUSFLAT-15)},
year={2015},
organization={Atlantis Press}
}
@article{sobol99,
title={A pseudo-random number generator for personal computers},
author={Sobol, IM and Levitan, Yu L},
journal={Computers \& Mathematics with Applications},
volume={37},
number={4-5},
pages={33--40},
year={1999},
publisher={Elsevier Science}
}
@book{fedorov13,
title={Theory of optimal experiments},
author={Fedorov, Valerii Vadimovich},
year={2013},
publisher={Elsevier}
}
@article{wolpert1997,
title={No free lunch theorems for optimization},
author={Wolpert, David H and Macready, William G},
journal={IEEE transactions on evolutionary computation},
volume={1},
number={1},
pages={67--82},
year={1997},
publisher={IEEE}
}
@article{wolpert1996,
title={The lack of a priori distinctions between learning algorithms},
author={Wolpert, David H},
journal={Neural computation},
volume={8},
number={7},
pages={1341--1390},
year={1996},
publisher={MIT Press}
}
@inproceedings{gotz2018JastAdd,
title={A JastAdd-and ILP-based Solution to the Software-Selection and Hardware-Mapping-Problem at the TTC 2018.},
author={G{\"o}tz, Sebastian and Mey, Johannes and Sch{\"o}ne, Ren{\'e} and A{\ss}mann, Uwe},
booktitle={TTC@ STAF},
pages={31--36},
year={2018}
}
@article{ekman07,
title={The JastAdd system—modular extensible compiler construction},
author={Ekman, Torbj{\"o}rn and Hedin, G{\"o}rel},
journal={Science of Computer Programming},
volume={69},
number={1-3},
pages={14--26},
year={2007},
publisher={Elsevier}
}
@article{hedin2000,
title={Reference attributed grammars},
author={Hedin, G{\"o}rel},
journal={Informatica (Slovenia)},
volume={24},
number={3},
pages={301--317},
year={2000}
}
@book{eiben03,
title={Introduction to evolutionary computing},
author={Eiben, Agoston E and Smith, James E and others},
volume={53},
year={2003},
publisher={Springer}
}
@techreport{deJong75,
title={Analysis of the behavior of a class of genetic adaptive systems},
author={De Jong, Kenneth Alan},
year={1975}
}
@inproceedings{deb2000,
title={A fast elitist non-dominated sorting genetic algorithm for multi-objective optimization: NSGA-II},
author={Deb, Kalyanmoy and Agrawal, Samir and Pratap, Amrit and Meyarivan, Tanaka},
booktitle={International conference on parallel problem solving from nature},
pages={849--858},
year={2000},
organization={Springer}
}
@article{zitzler01,
title={SPEA2: Improving the strength Pareto evolutionary algorithm},
author={Zitzler, Eckart and Laumanns, Marco and Thiele, Lothar},
journal={TIK-report},
volume={103},
year={2001},
publisher={Eidgen{\"o}ssische Technische Hochschule Z{\"u}rich (ETH), Institut f{\"u}r Technische~…}
}
@article{zhihuan2010,
title={Improved strength pareto evolutionary algorithm with local search strategies for optimal reactive power flow},
author={Zhihuan, Li and Yinhong, Li and Xianzhong, Duan},
journal={Information Technology Journal},
volume={9},
number={4},
pages={749--757},
year={2010}
}
@article{eiben11,
title={Parameter tuning for configuring and analyzing evolutionary algorithms},
author={Eiben, Agoston E and Smit, Selmar K},
journal={Swarm and Evolutionary Computation},
volume={1},
number={1},
pages={19--31},
year={2011},
publisher={Elsevier}
}
@book{smit2012parameter,
title={Parameter tuning and scientific testing in evolutionary algorithms},
author={Smit, Selmar Kagiso},
year={2012},
publisher={Vrije Universiteit}
}
@incollection{hutter2010,
title={Sequential model-based parameter optimization: An experimental investigation of automated and interactive approaches},
author={Hutter, Frank and Bartz-Beielstein, Thomas and Hoos, Holger H and Leyton-Brown, Kevin and Murphy, Kevin P},
booktitle={Experimental Methods for the Analysis of Optimization Algorithms},
pages={363--414},
year={2010},
publisher={Springer}
}
@article{hutter2009paramils,
title={ParamILS: an automatic algorithm configuration framework},
author={Hutter, Frank and Hoos, Holger H and Leyton-Brown, Kevin and St{\"u}tzle, Thomas},
journal={Journal of Artificial Intelligence Research},
volume={36},
pages={267--306},
year={2009}
}
@incollection{birattari2010f,
title={F-Race and iterated F-Race: An overview},
author={Birattari, Mauro and Yuan, Zhi and Balaprakash, Prasanna and St{\"u}tzle, Thomas},
booktitle={Experimental methods for the analysis of optimization algorithms},
pages={311--336},
year={2010},
publisher={Springer}
}
@inproceedings{bartz2004analysis,
title={Analysis of particle swarm optimization using computational statistics},
author={Bartz-Beielstein, Thomas and Parsopoulos, Konstantinos E and Vrahatis, Michael N and others},
booktitle={Proceedings of the international conference of numerical analysis and applied mathematics (ICNAAM 2004)},
pages={34--37},
year={2004}
}
@inproceedings{nannen2007efficient,
title={Efficient relevance estimation and value calibration of evolutionary algorithm parameters},
author={Nannen, Volker and Eiben, Agoston E},
booktitle={2007 IEEE congress on evolutionary computation},
pages={103--110},
year={2007},
organization={IEEE}
}
@misc{pukhkaiev2016,
title={Energy-efficient Benchmarking for Energy-efficient Software},
author={Pukhkaiev, Dmytro},
year={2016},
publisher={Master's thesis. Technische Universit{\"a}t Dresden}
}
@article{rechenberg1973evolutionsstrategie,
title={Evolutionsstrategie—Optimierung technischer Systeme nach Prinzipien der biologischen Information},
author={Rechenberg, Ingo},
journal={Stuttgart-Bad Cannstatt: Friedrich Frommann Verlag},
year={1973}
}
@inproceedings{montero2012state,
title={Are state-of-the-art fine-tuning algorithms able to detect a dummy parameter?},
author={Montero, Elizabeth and Riff, Mar{\'\i}a-Cristina and P{\'e}rez-Caceres, Leslie and Coello, Carlos A Coello},
booktitle={International Conference on Parallel Problem Solving from Nature},
pages={306--315},
year={2012},
organization={Springer}
}
@article{theodorsson87,
title = "Friedman and Quade tests: BASIC computer program to perform nonparametric two-way analysis of variance and multiple comparisons on ranks of several related samples",
journal = "Computers in Biology and Medicine",
volume = "17",
number = "2",
pages = "85 - 99",
year = "1987",
issn = "0010-4825",
doi = "https://doi.org/10.1016/0010-4825(87)90003-5",
url = "http://www.sciencedirect.com/science/article/pii/0010482587900035",
author = "Elvar Theodorsson-Norheim",
keywords = "BASIC, Microcomputer, Friedman test, Quade test, Statistics, Nonparametric statistics, Multiple comparisons",
abstract = "Friedman and Quade tests are nonparametric two-way analyses of variance which may be used to compare several related samples. The Friedman test is a multisample extension of the sign test while the Quade test is an extension of the Wilcoxon signed-rank for paired samples to the case of several related samples. The Quade test may be more powerful for a small number of treatments while the Friedman test may be more powerful when the number of treatments is five or more. The present program is written in an elementary subset of BASIC and will perform the Friedman and Quade tests quickly on practically every computer programmable in BASIC. It may i.e. be used to analyze biomedical data where the response of experimental subjects to a stimulus is monitored at time intervals."
}
@article{pelikan2002,
title={A survey of optimization by building and using probabilistic models},
author={Pelikan, Martin and Goldberg, David E and Lobo, Fernando G},
journal={Computational optimization and applications},
volume={21},
number={1},
pages={5--20},
year={2002},
publisher={Springer}
}
@inproceedings{smit2009comparing,
title={Comparing parameter tuning methods for evolutionary algorithms},
author={Smit, Selmar K and Eiben, Agoston E},
booktitle={2009 IEEE congress on evolutionary computation},
pages={399--406},
year={2009},
organization={IEEE}
}
@inproceedings{bartz2005sequential,
title={Sequential parameter optimization},
author={Bartz-Beielstein, Thomas and Lasarczyk, Christian WG and Preu{\ss}, Mike},
booktitle={2005 IEEE congress on evolutionary computation},
volume={1},
pages={773--780},
year={2005},
organization={IEEE}
}
@article{sipper2018investigating,
title={Investigating the parameter space of evolutionary algorithms},
author={Sipper, Moshe and Fu, Weixuan and Ahuja, Karuna and Moore, Jason H},
journal={BioData mining},
volume={11},
number={1},
pages={2},
year={2018},
publisher={Springer}
}
@article{shahookar1990genetic,
title={A genetic approach to standard cell placement using meta-genetic parameter optimization},
author={Shahookar, Khushro and Mazumder, Pinaki},
journal={IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems},
volume={9},
number={5},
pages={500--511},
year={1990},
publisher={IEEE}
}
@inproceedings{clune2005investigations,
title={Investigations in meta-GAs: panaceas or pipe dreams?},
author={Clune, Jeff and Goings, Sheni and Punch, Bill and Goodman, Eric},
booktitle={Proceedings of the 7th annual workshop on Genetic and evolutionary computation},
pages={235--241},
year={2005}
}
@article{wu1995genetic,
title={Genetic algorithms for nonlinear mixed discrete-integer optimization problems via meta-genetic parameter optimization},
author={Wu, Shyue-Jian and Chow, Pei-Tse},
journal={Engineering Optimization+ A35},
volume={24},
number={2},
pages={137--159},
year={1995},
publisher={Taylor \& Francis}
}
@incollection{de2007parameter,
title={Parameter setting in EAs: a 30 year perspective},
author={De Jong, Kenneth},
booktitle={Parameter setting in evolutionary algorithms},
pages={1--18},
year={2007},
publisher={Springer}
}
@inproceedings{gockel1997influencing,
title={Influencing parameters of evolutionary algorithms for sequencing problems},
author={Gockel, Nicole and Drechsler, Rolf},
booktitle={Proceedings of 1997 IEEE International Conference on Evolutionary Computation (ICEC'97)},
pages={575--580},
year={1997},
organization={IEEE}
}
@article{arcuri2013parameter,
title={Parameter tuning or default values? An empirical investigation in search-based software engineering},
author={Arcuri, Andrea and Fraser, Gordon},
journal={Empirical Software Engineering},
volume={18},
number={3},
pages={594--623},
year={2013},
publisher={Springer}
}
@incollection{eiben2011evolutionary,
title={Evolutionary algorithm parameters and methods to tune them},
author={Eiben, Agoston Endre and Smit, Selmar K},
booktitle={Autonomous search},
pages={15--36},
year={2011},
publisher={Springer}
}
@inproceedings{smit2010parameter,
title={Parameter tuning of evolutionary algorithms: Generalist vs. specialist},
author={Smit, Selmar K and Eiben, AE},
booktitle={European conference on the applications of evolutionary computation},
pages={542--551},
year={2010},
organization={Springer}
}
@article{hogg2000quantum,
title={Quantum optimization},
author={Hogg, Tad and Portnov, Dmitriy},
journal={Information Sciences},
volume={128},
number={3-4},
pages={181--197},
year={2000},
publisher={Elsevier}
}
@article{carter2006new,
title={A new approach to solving the multiple traveling salesperson problem using genetic algorithms},
author={Carter, Arthur E and Ragsdale, Cliff T},
journal={European journal of operational research},
volume={175},
number={1},
pages={246--257},
year={2006},
publisher={Elsevier}
}