Class information for:
Level 1: AUTOMATIC DIFFERENTIATION//COMPUTATIONAL DIFFERENTIATION//SOURCE TRANSFORMATION

Basic class information
Bar chart of Publication_year

Last years might be incomplete

Hierarchy of classes
The table includes all classes above and classes immediately below the current class.


Cluster id Level Cluster label #P
14 4 MATHEMATICS//MATHEMATICS, APPLIED//MATH 912822
585 3       COMPUTER AIDED GEOMETRIC DESIGN//ISOGEOMETRIC ANALYSIS//COMPUTER-AIDED DESIGN 15448
4016 2             AUTOMATIC DIFFERENTIATION//COMPUTATIONAL DIFFERENTIATION//SOURCE TRANSFORMATION 777
23452 1                   AUTOMATIC DIFFERENTIATION//COMPUTATIONAL DIFFERENTIATION//SOURCE TRANSFORMATION 368

Terms with highest relevance score


rank Category termType chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 AUTOMATIC DIFFERENTIATION authKW 2452345 29% 27% 105
2 COMPUTATIONAL DIFFERENTIATION authKW 1049120 4% 88% 14
3 SOURCE TRANSFORMATION authKW 503773 3% 59% 10
4 PROGRAM REVERSALS authKW 428214 1% 100% 5
5 ADJOINT COMPUTATION authKW 342571 1% 100% 4
6 INTERFACE CONTRACTION authKW 342571 1% 100% 4
7 VERTEX ELIMINATION authKW 342567 2% 67% 6
8 ADIFOR authKW 342563 2% 50% 8
9 FORWARD MODE authKW 299743 2% 50% 7
10 ALGORITHMIC DIFFERENTIATION authKW 286786 3% 28% 12

Web of Science journal categories


chi_square_rank Category chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 Computer Science, Software Engineering 5041 27% 0% 100
2 Mathematics, Applied 4864 46% 0% 168
3 Operations Research & Management Science 1369 14% 0% 52
4 Computer Science, Theory & Methods 1361 17% 0% 63
5 Computer Science, Interdisciplinary Applications 430 10% 0% 36
6 Social Sciences, Mathematical Methods 196 3% 0% 11
7 Mathematics, Interdisciplinary Applications 108 4% 0% 16
8 Computer Science, Information Systems 87 5% 0% 17
9 Computer Science, Cybernetics 67 1% 0% 5
10 Mechanics 52 5% 0% 19

Address terms


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 MECH ENGN FB 15 256928 1% 100% 3
2 CONTROL SYST DYNAM RTS 171286 1% 100% 2
3 SOFTWARE TOOLS COMPUTAT ENGN 154155 1% 60% 3
4 NUMER OPTIMISAT 124566 1% 36% 4
5 DOIS 114189 1% 67% 2
6 LUFG INFORMAT 12 114189 1% 67% 2
7 BASIC STAND ENGN FIRE 85643 0% 100% 1
8 BAYER HYPO VEREINSBANK 85643 0% 100% 1
9 CHAIR COMMUN COMP ENGN 85643 0% 100% 1
10 ECUADOR TEAM 85643 0% 100% 1

Journals


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 ACM TRANSACTIONS ON MATHEMATICAL SOFTWARE 68986 8% 3% 31
2 OPTIMIZATION METHODS & SOFTWARE 64882 8% 3% 28
3 SIAM JOURNAL ON SCIENTIFIC COMPUTING 8642 5% 1% 19
4 WASSERWIRTSCHAFT 8624 2% 2% 6
5 SENSOR LETTERS 2857 2% 0% 8
6 JOURNAL OF COMPUTATIONAL SCIENCE 2568 1% 1% 4
7 JOURNAL OF COMPUTATIONAL FINANCE 2359 1% 1% 2
8 FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE 2342 2% 0% 8
9 COMPUTATIONAL OPTIMIZATION AND APPLICATIONS 1607 1% 0% 5
10 MAPLETECH 1450 0% 2% 1

Author Key Words


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass LCSH search Wikipedia search
1 AUTOMATIC DIFFERENTIATION 2452345 29% 27% 105 Search AUTOMATIC+DIFFERENTIATION Search AUTOMATIC+DIFFERENTIATION
2 COMPUTATIONAL DIFFERENTIATION 1049120 4% 88% 14 Search COMPUTATIONAL+DIFFERENTIATION Search COMPUTATIONAL+DIFFERENTIATION
3 SOURCE TRANSFORMATION 503773 3% 59% 10 Search SOURCE+TRANSFORMATION Search SOURCE+TRANSFORMATION
4 PROGRAM REVERSALS 428214 1% 100% 5 Search PROGRAM+REVERSALS Search PROGRAM+REVERSALS
5 ADJOINT COMPUTATION 342571 1% 100% 4 Search ADJOINT+COMPUTATION Search ADJOINT+COMPUTATION
6 INTERFACE CONTRACTION 342571 1% 100% 4 Search INTERFACE+CONTRACTION Search INTERFACE+CONTRACTION
7 VERTEX ELIMINATION 342567 2% 67% 6 Search VERTEX+ELIMINATION Search VERTEX+ELIMINATION
8 ADIFOR 342563 2% 50% 8 Search ADIFOR Search ADIFOR
9 FORWARD MODE 299743 2% 50% 7 Search FORWARD+MODE Search FORWARD+MODE
10 ALGORITHMIC DIFFERENTIATION 286786 3% 28% 12 Search ALGORITHMIC+DIFFERENTIATION Search ALGORITHMIC+DIFFERENTIATION

Core articles
The table includes core articles in the class. The following variables is taken into account for the relevance score of an article in a cluster c:
(1) Number of references referring to publications in the class.
(2) Share of total number of active references referring to publications in the class.
(3) Age of the article. New articles get higher score than old articles.
(4) Citation rate, normalized to year.

Classes with closest relation at Level 1


rank cluster_id2 link
1 12158 AERODYNAMIC SHAPE OPTIMIZATION//PARALLEL CFD OPTIMIZAT UNIT//ADJOINT METHOD
2 28822 FOREST OF OCTREES//COMPUTAT MULTIPHYS 1443//FORM COMPILER
3 35555 BASIS OF PARAMETRIC FUNCTIONS//RATE CONSTANTS OF REACTION STEPS//SETS OF REACTIONS
4 4177 UNCONSTRAINED OPTIMIZATION//GLOBAL CONVERGENCE//TRUST REGION METHOD
5 30849 NUCL TECHNOL REACTOR SAFETY//ADJOINT COOLING TOWER MODEL SOLUTION VERIFICATION//NUCL SCI ENERGY
6 16897 RADIATION DIFFUSION//IMPLICIT MONTE CARLO//THERMAL RADIATIVE TRANSFER
7 27279 ABT WIRT AFTSTHEORIE 1//COINTEGRATION VECTOR//ECONOMETRIC FRAMEWORK
8 12629 DIFFERENTIAL ALGEBRAIC EQUATIONS//CONSISTENT INITIAL VALUES//MATEMAT LICADA TECNOL INFORMAC
9 34326 FLEXIBLE LEAST SQUARES//COEFFICIENT DRIVER//SATISFICING GAMES
10 16305 LIST RANKING//PLANAR DIRECTED GRAPHS//PARALLEL ALGORITHMS

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