Class information for:
Level 2: 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
32835 1                   BA KUDRYASHOV BLOOD DEF SYST//BIOCHEMICAL EXPERIMENT//BIOCHEMISTRY OF BLOOD CLOTTING 146
35555 1                   BASIS OF PARAMETRIC FUNCTIONS//RATE CONSTANTS OF REACTION STEPS//SETS OF REACTIONS 110
36436 1                   MOLECULAR PERIODICITY//CLOSED SHELL MOLECULES//LEWIS DIAGRAMS 98
38731 1                   ENERGY STABILITY OF THE STRUCTURE//INCREMENT OF THE METHYLENE GROUP//METHYLENE GROUP INCREMENT 55

Terms with highest relevance score


rank Category termType chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 AUTOMATIC DIFFERENTIATION authKW 1161360 14% 27% 105
2 COMPUTATIONAL DIFFERENTIATION authKW 496866 2% 88% 14
3 SOURCE TRANSFORMATION authKW 238585 1% 59% 10
4 PROGRAM REVERSALS authKW 202804 1% 100% 5
5 ADJOINT COMPUTATION authKW 162243 1% 100% 4
6 INTERFACE CONTRACTION authKW 162243 1% 100% 4
7 VERTEX ELIMINATION authKW 162239 1% 67% 6
8 ADIFOR authKW 162235 1% 50% 8
9 FORWARD MODE authKW 141956 1% 50% 7
10 ALGORITHMIC DIFFERENTIATION authKW 135814 2% 28% 12

Web of Science journal categories


chi_square_rank Category chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 Computer Science, Software Engineering 2333 13% 0% 101
2 Mathematics, Applied 2218 22% 0% 171
3 Computer Science, Theory & Methods 603 8% 0% 64
4 Operations Research & Management Science 597 7% 0% 52
5 Chemistry, Physical 381 17% 0% 135
6 Computer Science, Interdisciplinary Applications 315 6% 0% 47
7 Chemistry, Inorganic & Nuclear 184 6% 0% 50
8 Chemistry, Multidisciplinary 140 12% 0% 90
9 Mathematics, Interdisciplinary Applications 93 3% 0% 23
10 Social Sciences, Mathematical Methods 82 1% 0% 11

Address terms


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 MECH ENGN FB 15 121682 0% 100% 3
2 CONTROL SYST DYNAM RTS 81122 0% 100% 2
3 SOFTWARE TOOLS COMPUTAT ENGN 73007 0% 60% 3
4 NUMER OPTIMISAT 58992 1% 36% 4
5 DOIS 54080 0% 67% 2
6 LUFG INFORMAT 12 54080 0% 67% 2
7 BA KUDRYASHOV BLOOD DEF SYST 40561 0% 100% 1
8 BASIC STAND ENGN FIRE 40561 0% 100% 1
9 BAYER HYPO VEREINSBANK 40561 0% 100% 1
10 CHAIR COMMUN COMP ENGN 40561 0% 100% 1

Journals


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 ACM TRANSACTIONS ON MATHEMATICAL SOFTWARE 32640 4% 3% 31
2 OPTIMIZATION METHODS & SOFTWARE 30700 4% 3% 28
3 VESTNIK MOSKOVSKOGO UNIVERSITETA SERIYA 2 KHIMIYA 17258 4% 1% 29
4 ZHURNAL FIZICHESKOI KHIMII 10799 7% 1% 53
5 NUCLEAR ENGINEERING INTERNATIONAL 4514 1% 2% 7
6 WASSERWIRTSCHAFT 4078 1% 2% 6
7 SIAM JOURNAL ON SCIENTIFIC COMPUTING 4073 2% 1% 19
8 RADIOACTIVE WASTE MANAGEMENT AND ENVIRONMENTAL RESTORATION 3320 1% 2% 4
9 JOURNAL OF ANALYTICAL CHEMISTRY OF THE USSR 2200 1% 1% 10
10 ZHURNAL NEORGANICHESKOI KHIMII 1357 2% 0% 18

Author Key Words


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass LCSH search Wikipedia search
1 AUTOMATIC DIFFERENTIATION 1161360 14% 27% 105 Search AUTOMATIC+DIFFERENTIATION Search AUTOMATIC+DIFFERENTIATION
2 COMPUTATIONAL DIFFERENTIATION 496866 2% 88% 14 Search COMPUTATIONAL+DIFFERENTIATION Search COMPUTATIONAL+DIFFERENTIATION
3 SOURCE TRANSFORMATION 238585 1% 59% 10 Search SOURCE+TRANSFORMATION Search SOURCE+TRANSFORMATION
4 PROGRAM REVERSALS 202804 1% 100% 5 Search PROGRAM+REVERSALS Search PROGRAM+REVERSALS
5 ADJOINT COMPUTATION 162243 1% 100% 4 Search ADJOINT+COMPUTATION Search ADJOINT+COMPUTATION
6 INTERFACE CONTRACTION 162243 1% 100% 4 Search INTERFACE+CONTRACTION Search INTERFACE+CONTRACTION
7 VERTEX ELIMINATION 162239 1% 67% 6 Search VERTEX+ELIMINATION Search VERTEX+ELIMINATION
8 ADIFOR 162235 1% 50% 8 Search ADIFOR Search ADIFOR
9 FORWARD MODE 141956 1% 50% 7 Search FORWARD+MODE Search FORWARD+MODE
10 ALGORITHMIC DIFFERENTIATION 135814 2% 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 2


rank cluster_id2 link
1 2185 ORDER OF CONVERGENCE//SEMILOCAL CONVERGENCE//NONLINEAR EQUATIONS
2 4194 ERROR FREE TRANSFORMATION//FLOATING POINT ARITHMETIC//CESTAC METHOD
3 2343 SADDLE POINT PROBLEMS//PRECONDITIONER//KRYLOV SUBSPACE METHODS
4 3903 TERTIARY PHOSPHINE OXIDES//PHYSIOL ACT SUBST//AMINOMETHYL DIMETHYL PHOSPHINE OXIDE
5 4267 VOIGT FUNCTION//ESCAPE FACTOR//COMPLEX ERROR FUNCTION
6 1605 RUNGE KUTTA METHODS//DIFFERENTIAL ALGEBRAIC EQUATIONS//GENERAL LINEAR METHODS
7 550 JOURNAL OF AIRCRAFT//ENGINEERING, AEROSPACE//AIAA JOURNAL
8 4116 TERPENOPHENOLS//MEMBRANE PROTECTIVE PROPERTIES//2 6 DIISOBORNYL 4 METHYLPHENOL
9 4065 GRAPHITIZED THERMAL CARBON BLACK//MOLECULAR STATISTICAL CALCULATIONS//ADSORPTION HENRYS LAW
10 3855 THERMOCHEMICAL PARAMETERS//DISSOLUTION ENTHALPIES//METALII BROMIDES

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