An Analysis of Publication Venues for Automatic Differentiation Research

Transcription

1 An Analysis of Publication Venues for Automatic Differentiation Research Atılım Güneş Baydin and Barak A. Pearlmutter Hamilton Institute & Department of Computer Science National University of Ireland Maynooth, Maynooth, Co. Kildare, Ireland September 01 arxiv:9.1v1 [cs.dl] Sep 01 We present the results of our analysis of publication venues for papers on automatic differentiation (AD), covering academic journals and conference proceedings. Our data are collected from the AD publications database maintained by the autodiff.org community website ( autodiff.org/). The database is purpose-built for the AD field and is expanding via submissions by AD researchers. Therefore, it provides a relatively noise-free list of publications relating to the field. However, it does include noise in the form of variant spellings of journal and conference names. We handle this by manually correcting and merging these variants under the official names of corresponding venues. We share the raw data we get after these corrections, at the end of this report. In the final data, we have journal papers published between and conference papers published between Figure 1 shows the distribution of publication years of AD-related papers. Figures and give the ranking of journals and conferences by the number of AD-related published papers. For keeping the size of these ranking figures manageable, we only include venues with or more publications (a) (b) Fig. 1: Distribution of publication years of AD-related papers. (a) Journals; (b) Conference proceedings.

2 ACM Transactions on Mathematical Software Optimization Methods and Software SIAM Journal on Scientific Computing Journal of Geophysical Research Monthly Weather Review Journal of Physical Oceanography Future Generation Computer Systems Mathematical Programming Journal of Optimization Theory and Applications Journal of Computational Physics Computer Physics Communications Tellus Proceedings in Applied Mathematics and Mechanics Journal of Computational and Applied Mathematics Computer Methods in Applied Mechanics and Engineering Procedia Computer Science Journal of the Atmospheric Sciences Journal of Climate Computers and Chemical Engineering Computational Optimization and Applications Transactions of Information Processing Societyof Japan SIAM Journal on Statistical and Scientific Computing Scientific Programming Quarterly Journal of the Royal Meteorological Society International Journal for Numerical Methods in Fluids ACM Transactions on Programming Languages and Systems SIAM Journal on Optimization SIAM Journal on Numerical Analysis Numerische Mathematik Mathematics of Computation Journal of Computational Science International Journal for Numerical Methods in Engineering Geophysical Journal International Computing Applied Mathematics and Computation ACM SIGNUM Newsletter The Computer Journal SIAM Review Optimization and Engineering Journal of Chemical Physics IMA Journal of Numerical Analysis Higher-Order and Symbolic Computation Flow, Turbulence and Combustion Computers and Mathematics with Applications Computational Statistics and Data Analysis Applied Numerical Mathematics AIAA Journal Structural and Multidisciplinary Optimization SIAM Journal on Algebraic and Discrete Methods Sciencein China Reliable Computing Progress in Natural Science Particle Accelerators Parallel Computing Measurement Scienceand Technology Mathematics and Computers in Simulation Journal of Symbolic Computation Journal of Parallel and Distributed Computing Journal of Hydrometeorology International WOCE Newsletter INFORMSJournal on Computing Industrial and Engineering Chemistry Research IEEE Transactions on Power Systems IEEE Transactions on Magnetics Magnetics Society IEEE Computational Scienceand Engineering Global Biogeochemical Cycles Geophysical ResearchLetters Geophysical ResearchAbstracts Eos, Transactions Comptes Rendus Mecanique CLIVAR Exchanges Newsletter Atmospheric Chemistry And Physics Advances in Engineering Software Fig. : Ranking of journals by the number of AD-related published papers. Journals with less than papers are not shown.

3 International Conference on Automatic Differentiation International Workshop on Computational Differentiation International Workshop on Automatic Differentiation International Conference on Computational Science International Conference on Computational Science and Its Applications AIAA Symposium on Multidisciplinary Analysis and Optimization International Symposium on Symbolic and Algebraic Computing European Congress on Computational Methods in Applied Sciencesand Engineering ACM Symposium on Applied Computing International Multiconference on Computer Scienceand Information Technology IADIS International Conferenceon Applied Computing Conference on the Computation of Electromagnetic Fields SoftwareEngineering and Applications International Symposium on Assimilation of Observations in Meteorology and Oceanography International Conference on Parallel Computing IEEE International Workshop on Source Code Analysis and Manipulation Conferenceon Numerical Weather Prediction Workshop on High Performance Computing in Geosciences Symposium on Stochastic Algorithms, Foundations and Applications Symposium on Principles of Programming Languages SIAM Workshop on ObjectOriented Methods for Inter-operableScientific and Engineering Computing SAF Training Workshop - Climate Monitoring PSU/NCAR Mesoscale Model Users' Workshop Modeling, Simulation and Optimization of Complex Processes International Workshop on OpenMP Applications and Tools International Symposium on High Performance Computing Systems and Applications International Scientific Colloquium International Modelica Conference International Meshing Roundtable International Conference on Mathematical Modelling International Conference on Computational and Mathematical Methods in Scienceand Engineering IEEE Workshop on Numerical Modelling of Processes and Devices for Integrated Circuits IEEE International Parallel and Distributed Processing French-German Conference on Optimization European Conference on Modelling and Simulation European Conference on Computational Fluid Dynamics ECMWF/ELDAS Workshop on Land Surface Assimilation Computer Arithmetic and Enclosure Methods Cologne-Twente Workshop on Graphs and Combinatorial Optimization Annual Meeting of the Gesellschaft fiur Angewandte Mathematik und Mechanik AIAA Fluid Dynamics Conference ACM International Conference on Supercomputing Fig. : Ranking of conferences by the number of AD-related published papers. Proceedings with less than papers are not shown.

4 Cleaned up raw data for journal papers: ACM Computing Surveys 199, 1 ACM SIGNUM Newsletter 19, 1; 19, 1; 199, 1; 199, 1 ACM Transactions on Mathematical Software 190, ; 191, ; 19, ; 19, ; 19, 1; 199, 1; 199, ; 199, 1; 199, 1; 1999, 1; 000, ; 00, 1; 00, ; 00, 1; 00, ; 00, 1; 00, 1; 00, ; 0, 1; 01, ; 01, ; 01, ACM Transactions on Programming Languages and Systems 19, 1; 199, 1; 1991, 1; 199, 1; 00, 1 Acta Crystallographica Section D 00, 1 Acta Informatica 19, 1 Acta Oecologica 00, 1 Advances in Engineering Software 000, 1; 00, 1 Advances in Space Research 000, 1 Advances in Water Resources 00, 1 Aerosol Science And Technology 00, 1 AIAA Journal 199, 1; 00, 1; 00, 1 Annales Geophysicae 199, 1 Annals of Biomedical Engineering 0, 1 Applied Mathematics and Computation 19, ; 1990, 1; 009, 1 Applied Numerical Mathematics 199, 1; 199, 1; 199, 1 Atmospheric Chemistry And Physics 00, 1; 00, 1 Atmospheric Environment 199, 1 Atmospheric Measurement Techniques 011, 1 Automatisierungstechnik 000, 1 Biometrics 19, 1 BIT 00, 1 Bulletin of the American Meteorological Society 199, 1 BYTE 19, 1 Canadian Journal of Fisheries and Aquatic Sciences 001, 1 Chemical Engineering Science 00, 1 Climatic Change 199, 1 CLIVAR Exchanges Newsletter 000, CNLS Research Highlights 199, 1 College Mathematics Journal 199, 1 Communications in Nonlinear Science and Numerical Simulation 01, 1 Complex Variables and Elliptic Equations 009, 1 Comptes Rendus Mecanique 00, Computational Complexity 199, 1 Computational Mathematics and Mathematical Physics 199, 1 Computational Optimization and Applications 199, ; 199, 1; 199, 1; 00, 1; 00, 1 Computational Statistics and Data Analysis 19, 1; 00, 1; 011, 1 Computer Graphics Forum 01, 1 Computer Journal 19, 1 Computer Methods in Applied Mechanics and Engineering 199, 1; 199, 1; 00, 1; 00, 1; 009, 1; 0, 1; 011, 1 Computer Physics Communications 000, 1; 00, 1; 00, 1; 00, 1; 00, 1; 0, ; 01, 1 Computer Science and Information Systems 00, 1 Computers and Chemical Engineering 19, 1; 1990, 1; 199, 1; 199, 1; 009, 1; 01, 1 Computers and Fluids 00, 1 Computers and Geosciences 00, 1 Computers and Mathematics with Applications 19, 1; 19, 1; 199, 1 Computers and Structures 0, 1 Computers in Physics 199, 1 Computing and Visualization in Science 001, 1 Computing Systems in Engineering 199, 1 Computing 199, 1; 19, 1; 199, 1; 01, 1 Current Science 000, 1 Deep Sea Research Part I: Oceanographic Research Papers 00, 1 Deep Sea Research Part II: Topical Studies in Oceanography 011, 1 Discrete and Continous Dynamical Systems Supplements 011, 1 Discrete Applied Mathematics 00, 1 Discussiones Mathematicae, Differential Inclusions, Control and Optimization 00, 1 Dynamical Systems and Differential Equations, AIMS 01, 1 Earth and Planetary Science Letters 00, 1 Econometrics Journal 00, 1 Electrical Engineering in Japan 00, 1 Electronic Notes in Theoretical Computer Science 00, 1 Electronic Transactions on Numerical Analysis 00, 1 Environmental and Ecological Statistics 00, 1 Environmental Modelling and Software 000, 1 Eos, Transactions 00, Finite Elements in Analysis and Design 199, 1 Flow, Turbulence and Combustion 000, ; 001, 1 Future Generation Computer Systems 00, GACM Report 011, 1 General Relativity and Gravitation 00, 1 Geophysical Journal International 00, 1; 00, 1; 00, Geophysical Research Abstracts 00, Geophysical Research Letters 00, 1; 00, 1 Geoscience and Remote Sensing Letters 00, 1 Geoscientific Instrumentation, Methods and Data Systems 01, 1 Global Biogeochemical Cycles 00, 1; 00, 1 Higher-Order and Symbolic Computation 001, 1; 00, IEEE Computational Science and Engineering 199, 1; 199, 1 IEEE Transactions on Automatic Control 199, 1 IEEE Transactions on Antennas and Propagation 009, 1 IEEE Transactions on Electron Devices 19, 1 IEEE Transactions on Geoscience and Remote Sensing 00, 1 IEEE Transactions on Magnetics Magnetics Society 0, 1; 011, 1 IEEE Transactions on Power Systems 199, 1; 1999, 1 IEICE Transactions 1991, 1 IMA Journal of Numerical Analysis 19, 1; 1991, 1; 199, 1 IMACS Annals of Computing and Applied Mathematics 199, 1 IMACS Transactions on Scientific Computing 199, 1 Industrial and Engineering Chemistry Research 199, 1; 00, 1 Informatik-Spektrum 00, 1 INFORMS Journal on Computing 199, 1; 009, 1 International Journal for Numerical Methods in Engineering 199, 1; 00, ; 00, 1 International Journal for Numerical Methods in Fluids 00, 1; 00, 1; 009, 1; 0, 1; 011, 1 International Journal of Computational Science and Engineering 01, 1 International Journal of High Performance Computing and Networking 1999, 1 International Journal of High Speed Computing 00, 1 International Journal of Numerical Methods in Fluids 00, 1 International Journal of Radiation Oncology Biology Physics 199, 1 International Journal on Control 19, 1 International WOCE Newsletter 1999, Japan Journal of Applied Mathematics 19, 1 Journal of Applied Meteorology 00, 1 Journal of Atmospheric And Oceanic Technology 00, 1 Journal of Atmospheric and Solar-Terrestrial Physics 00, 1 Journal of Atmospheric Chemistry 00, 1 Journal of Chemical Physics 199, 1; 001, 1; 00, 1 Journal of Climate 199, 1; 001, 1; 00, ; 00,

5 Journal of Computational Acoustics 00, 1 Journal of Computational and Applied Mathematics 19, 1; 1991, 1; 199, 1; 000, 1; 00, 1; 00, 1; 009, 1 Journal of Computational and Graphical Statistics 199, 1 Journal of Computational Physics 191, 1; 199, 1; 199, ; 000, ; 00, 1; 00, 1; 0, 1; 01, 1; 01, Journal of Econometrics 199, 1 Journal of Economic Dynamics and Control 1990, 1 Journal of Fluids Engineering 00, 1 Journal of Geophysical Research 199, 1; 1999, ; 000, 1; 001, ; 00, ; 00, ; 00, ; 00, 1 Journal of Global Optimization 199, 1 Journal of Graphics, GPU, and Game Tools 00, 1 Journal of Hydrometeorology 001, 1; 00, 1 Journal of Information Processing 1991, 1 Journal of Marine Systems 001, 1 Journal of Mathematical Analysis and Applications 19, 1 Journal of Mathematical Physics 191, 1 Journal of Object Oriented Programming 1990, 1 Journal of Oceanography 00, 1 Journal of Optimization Theory and Applications 199, 1; 19, 1; 19, 1; 19, 1; 199, ; 000, 1; 00, 1 Journal of Parallel and Distributed Computing 199, 1; 00, 1 Journal of Physical Oceanography 00, ; 00, ; 00, 1; 00, ; 00, 1 Journal of Quantitative Spectroscopy and Radiative Transfer 01, 1 Journal of Sound and Vibration 199, 1 Journal of Symbolic Computation 19, 1; 199, 1 Journal of Systems and Software 00, 1 Journal of the Atmospheric Sciences 19, 1; 199, 1; 1999, 1; 00, ; 00, 1 Journal of the Institute of Mathematics and Applications 19, 1 Journal of Volcanology and Geothermal Research 00, 1 Journal of Water Resources Planning and Management 1999, 1 Journal on Numerical Methods and Computer Applications 00, 1 Linear Algebra and Its Applications 1991, 1 Magnetics Transactions on 00, 1 MATEKON 19, 1 Matematicheskoe Modelirovanie 199, 1 Mathematica Numerica Sinica 009, 1 Mathematical and Computer Modelling 00, 1 Mathematical Geology 00, 1 Mathematical Modelling and Numerical Analysis 00, 1 Mathematical Proceedings of the Cambridge Philosophical Society 19, 1 Mathematical Programming 19, 19, 1; 19, 1; 00, 1; 00, 1; 00, 1; 00, 1; 00, 1 Mathematics and Computers in Simulation 0, 1; 011, 1 Mathematics Magazine 19, 1 Mathematics of Computation 19, 1; 1999, 1; 000, 1; 00, 1 Measurement Science and Technology 00, 1; 00, 1 Meteorology And Atmospheric Physics 00, 1 Methoden Und Verfahren Der Mathematischen Physik 191, 1 Monthly Weather Review 199, ; 199, 1; 1999, 1; 000, 1; 001, ; 00, ; 00, 1; 00, 1 Neural Computation 199, 1 Nonlinear Optimization 191, 1 Numerical Algorithms 199, 1 Numerische Mathematik 19, 1; 19, 1; 199, 1; 199, 1 Ocean Modeling Journal 00, 1 Optimization and Engineering 001, 1; 00, 1; 00, 1 Optimization Methods and Software 1991, 1; 199, ; 199, ; 199, ; 199, 1; 199, 1; 199, ; 1999, ; 000, ; 001, ; 00, ; 00, 1; 009, 1; 0, 1; 011, 1; 01, 1; 01, 1 Optimization 001, 1 ORSA Journal on Computing 199, 1 Parallel Computing 1990, 1; 001, 1 Particle Accelerators 199, Physica D. 00, 1 Physics and Chemistry of the Earth 199, 1 Physics of Fluids 00, 1 Policy Analysis and Information Systems 199, 1 Procedia Computer Science 0, ; 011, 1; 01, 1 Proceedings in Applied Mathematics and Mechanics 00, ; 00, ; 0, 1 Progress in Natural Science 00, 1; 009, 1 Quarterly Journal of the Royal Meteorological Society 19, ; 001, 1; 00, 1; 00, 1 Reliable Computing 199, 1; 00, 1 Remote Sensing of the Environment 00, 1 Science in China 00, 1; 009, 1 Science 001, 1 Scientific Programming 199, 1; 001, 1; 00, 1; 00, 1; 00, 1 SIAG/OPT Views-and-News 000, 1 SIAM Journal of Numerical Analysis 19, 1 SIAM Journal on Algebraic and Discrete Methods 19, 1; 19, 1 SIAM Journal on Computing 19, 1 SIAM Journal on Discrete Mathematics 191, 1 SIAM Journal on Matrix Analysis and Applications 199, 1 SIAM Journal on Numerical Analysis 19, 1; 199, 1; 19, 1; 199, 1 SIAM Journal on Optimization 1991, 1; 00, ; 00, 1 SIAM Journal on Scientific Computing 199, ; 199, 1; 199, 1; 199, ; 1999, ; 000, ; 001, 1; 00, 1; 00, 1; 00, ; 00, 1; 00, 1; 00, ; 009, 1 SIAM Journal on Statistical and Scientific Computing 190, 1; 19, 1; 19, 1; 199, 1; 199, 1 SIAM News 1991, 1 SIAM Review 19, 1; 00, 1; 0, 1 SIGACT News 19, 1 Simulation Modelling Practice and Theory 00, 1 Software--Practice and Experience 199, 1 Structural and Multidisciplinary Optimization 199, 1; 000, 1 Studia Geophysica et Geodaetica 001, 1 Tellus 19, 1; 1990, 1; 199, 1; 199, 1; 000, ; 00, 1 The American Statistician 19, 1 The Computer Journal 190, ; 00, 1 The Journal of Chemical Physics 001, 1 The Review of Economics and Statistics 19, 1 Theoretical Computer Science 19, 1 Transactions of Information Processing Society of Japan 19, 1; 19, 1; 199, Transactions of the American Nuclear Society 0, 1 Transactions on Graphics 011, 1 Weather and Forecasting 00, 1 Wissenschaftliche Zeitschrift der Technischen Hochschule fuer Chemie, Leuna-Merseburg 191, 1 WSEAS Transactions on Circuits and Systems 00, 1 WSEAS Transactions on Mathematics 00, 1 Yugoslav Journal of Operations Research 1991, 1

6 Cleaned up raw data for conference papers: Aachen Symposium on Signal Theory 001, 1 ACM International Conference on Supercomputing 001, ACM SIGPLAN International Conference on Functional Programming 199, 1 ACM SIGPLAN Workshop on Partial Evaluation and Semantics-Based Program Manipulation 00, 1 ACM Symposium on Applied Computing 00, 1; 00, ; 00, 1; 009, 1 ACM Symposium on Parallel Algorithms and Architectures 1999, 1 ACM Symposium on the Theory of Computing 19, 1 Advances in Reactor Physics 01, 1 AIAA Aerospace Sciences Meeting and Exhibit 001, 1 AIAA Computational Fluid Dynamics Conference 199, 1 AIAA Fluid Dynamics Conference 199, AIAA Symposium on Multidisciplinary Analysis and Optimization 199, ; 199, ; 199, 1; 01, 1 Annual Meeting of the Gesellschaft fiur Angewandte Mathematik und Mechanik 00, Array Conference 19, 1 Colloque Africain sur la Recherche en Informatique 00, 1 Cologne-Twente Workshop on Graphs and Combinatorial Optimization 009, Computer Arithmetic and Enclosure Methods 199, Computers and Information in Engineering Conference 00, 1 Conference on Atmospheric and Oceanic Fluid Dynamics 00, 1 Conference on Engineering Applications and Computational Algorithms 00, 1 Conference on Numerical Weather Prediction 199, 1; 001, Conference on Scientific Computing 000, 1 Conference on the Computation of Electromagnetic Fields 00, ; 009, Conference on Weather Analysis and Forecasting 00, 1 Dagstuhl Seminar on Combinatorial Scientific Computing 009, 1 ECMWF/ELDAS Workshop on Land Surface Assimilation 00, EUROMECH Nonlinear Dynamics Conference 00, 1 European Conference on Computational Fluid Dynamics 00, European Conference on Modelling and Simulation 00, European Congress on Computational Methods in Applied Sciences and Engineering 199, 1 European Congress on Computational Methods in Applied Sciences and Engineering 00, European Simulation Multiconference 00, 1 EUROSIM Congress on Modelling and Simulation 001, 1 French-German Conference on Optimization 199, High Performance Computing Symposium 199, 1 IADIS International Conference on Applied Computing 00, IASTED International Conference on Modelling, Identification, and Control 00, 1 IEEE Conference on Decision and Control 01, 1 IEEE International Conference on Cluster Computing 0, 1 IEEE International Conference on Computer Design 199, 1 IEEE International Parallel and Distributed Processing 199, IEEE International Workshop on Parallel and Distributed Scientific and Engineering Computing 009, 1 IEEE International Workshop on Source Code Analysis and Manipulation 00, 1; 00, 1; 00, 1 IEEE Radar Conference 0, 1 IEEE Workshop on Numerical Modelling of Processes and Devices for Integrated Circuits 199, International Carbon Dioxide Conference 001, 1 International Conference of Modeling and Simulation 00, 1 International Conference on Architecture of Computing Systems 00, 1 International Conference on Automatic Differentiation 00, 0; 00, 1; 01, 1 International Conference on Computational and Mathematical Methods in Science and Engineering 0, International Conference on Computational Science 001, 1; 00, ; 00, ; 00, 1; 00, 1; 00, 11; 00, 1 International Conference on Computational Science and Its Applications 00, ; 00, ; 009, 1 International Conference on Fuzzy Systems and Knowledge Discovery 009, 1 International Conference on Heat and Mass Transfer 009, 1 International Conference on Mathematical Modelling 00, 1; 01, 1 International Conference on Metal Forming 01, 1 International Conference on Parallel and Distributed Processing Techniques and Applications 001, 1 International Conference on Parallel Computing 00, 1; 00, International Conference on Solid-State Sensors, Actuators and Microsystems 00, 1 International Conference on Underwater System Technology 00, 1 International Congress on Mathematical Software 00, 1 International Euro-Par Conference 000, 1 International Federation for Information Processing Conference 19, 1 International Meshing Roundtable 00, 1; 00, 1 International Modelica Conference 00, 1; 01, 1 International MultiConference of Engineers and Computer Scientists 009, 1 International Multiconference on Computer Science and Information Technology 00, ; 009, 1 International Scientific Colloquium 000, 1; 011, 1 International Symposium on Assimilation of Observations in Meteorology and Oceanography 1990, ; 199, 1 International Symposium on High Performance Computing Systems and Applications 00, 1; 00, 1 International Symposium on Scientific Computing, Computer Arithmetic and Validated Numerics 199, 1 International Symposium on Symbolic and Algebraic Computing 199, 1; 199, 1; 199, 1; 1999, 1; 00, 1; 00, 1; 00, 1 International Symposium on Symbolic and Numeric Algorithms for Scientific Computing 00, 1 International Workshop on Aircraft Systems Technologies 00, 1 International Workshop on Automatic Differentiation 00, International Workshop on Computational Differentiation 1991, ; 199, International Workshop on Equation-Based Object-Oriented Modeling Languages and Tools 011, 1 International Workshop on Implementation and Application of Functional Languages 00, 1 International Workshop on OpenMP Applications and Tools 00, Macsyma User s Conference 199, 1 Modeling, Simulation and Optimization of Complex Processes 00, 1; 00, 1 Modelling, Identification, and Control 00, 1 North American Power Symposium 199, 1 PSU/NCAR Mesoscale Model Users Workshop 00, Python for Scientific Computing Conference 0, 1 SAF Training Workshop - Climate Monitoring 000, Scientific Discovery through Advanced Computing Program 00, 1 SIAM Workshop on Object Oriented Methods for Inter-operable Scientific and Engineering Computing 1999, Software Engineering and Applications 00, 1; 00, 1; 00, 1 Symposium on Principles of Programming Languages 00, Symposium on Simulation Techniques 00, 1 Symposium on Stochastic Algorithms, Foundations and Applications 001, 1; 00, 1 Workshop on Applied Parallel Computing in Physics, Chemistry and Engineering Science 199, 1 Workshop on Automatic Data Layout and Performance Prediction 199, 1 Workshop on High Performance Computing in Geosciences 199, Workshop on Parallel Systems and Algorithms 00, 1 Workshop on Symbolic and Numeric Computing 199, 1 World Congress on Intelligent Control and Automation 00, 1