Best journals for Computer Science Theory & Methods

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Key Areas of Performance Analysis in Computer Science Theory & Methods

  1. Algorithm Performance Analysis
  • Time Complexity: Assess how the execution time of an algorithm grows with the size of the input. Common notations include Big O, Big Θ, and Big Ω.
  • Space Complexity: Evaluate the amount of memory an algorithm uses relative to the input size. This includes both auxiliary space and total space.
  • Best, Worst, and Average Cases: Analyze the algorithm’s performance in different scenarios to understand its behavior under various conditions.
  1. Computational Complexity Theory
  • Classifications of Problems: Study different complexity classes such as P, NP, NP-complete, and NP-hard. Assess how problems are classified based on their computational difficulty.
  • Reduction Techniques: Evaluate methods for reducing problems to other problems to understand their relative complexity.
  • Approximation Algorithms: Analyze the performance of algorithms that provide approximate solutions to NP-hard problems, focusing on their approximation ratios and efficiency.
  1. Data Structures
  • Efficiency of Operations: Assess the efficiency of various data structures (e.g., arrays, linked lists, trees, hash tables) in terms of insertion, deletion, and lookup operations.
  • Space and Time Trade-offs: Evaluate the trade-offs between time complexity and space complexity for different data structures.
  1. Algorithm Design Techniques
  • Divide and Conquer: Analyze algorithms that use divide-and-conquer strategies, such as merge sort and quicksort, in terms of their efficiency and implementation.
  • Dynamic Programming: Assess the performance of dynamic programming algorithms in solving problems with overlapping subproblems and optimal substructure.
  • Greedy Algorithms: Evaluate the performance of greedy algorithms in finding locally optimal solutions for problems like minimum spanning trees and shortest paths.
  1. Computational Models
  • Turing Machines: Analyze the performance of Turing machines in terms of their computational power and efficiency for solving problems.
  • Finite Automata: Study the performance of finite automata in recognizing patterns and languages, including deterministic and nondeterministic automata.
  • Pushdown Automata: Evaluate the performance of pushdown automata in parsing context-free languages and their computational limitations.
  1. Formal Languages and Automata Theory
  • Language Recognition: Assess the efficiency of algorithms for recognizing and parsing different classes of languages, such as regular, context-free, and context-sensitive languages.
  • Grammar Analysis: Evaluate the performance of algorithms for parsing and analyzing grammars, including context-free grammars and regular expressions.
  1. Computational Geometry
  • Geometric Algorithms: Analyze the performance of algorithms for solving geometric problems, such as convex hulls, line intersection, and polygon triangulation.
  • Spatial Data Structures: Evaluate the efficiency of spatial data structures like k-d trees and R-trees in managing and querying spatial data.
  1. Optimization Methods
  • Linear Programming: Assess the performance of linear programming algorithms, including simplex and interior-point methods, for solving optimization problems.
  • Integer Programming: Evaluate the efficiency of algorithms for solving integer programming problems and their practical applications.
  1. Numerical Methods
  • Algorithm Accuracy: Analyze the accuracy and efficiency of numerical algorithms for solving mathematical problems, such as solving linear systems and numerical integration.
  • Computational Stability: Evaluate the stability of numerical methods and their susceptibility to errors due to floating-point arithmetic.
  1. Machine Learning Theory
  • Model Complexity: Assess the performance of machine learning models in terms of their complexity, generalization ability, and training efficiency.
  • Learning Algorithms: Evaluate the efficiency of learning algorithms, including supervised, unsupervised, and reinforcement learning methods.

List Of High Impact Factor Computer Science Theory & Methods Journals

S.no

Journal title

ISSN

Web of Science Categories

1.      

ACM COMPUTING SURVEYS

0360-0300

Computer Science, Theory & Methods

2.      

ACM TRANSACTIONS ON ALGORITHMS

1549-6325

Computer Science, Theory & Methods

3.      

ACM TRANSACTIONS ON ARCHITECTURE AND CODE OPTIMIZATION

1544-3566

Computer Science, Theory & Methods

4.      

ACM TRANSACTIONS ON AUTONOMOUS AND ADAPTIVE SYSTEMS

1556-4665

Computer Science, Theory & Methods

5.      

ACM TRANSACTIONS ON COMPUTATIONAL LOGIC

1529-3785

Computer Science, Theory & Methods

6.      

ACM TRANSACTIONS ON COMPUTER SYSTEMS

0734-2071

Computer Science, Theory & Methods

7.      

ACM TRANSACTIONS ON MULTIMEDIA COMPUTING COMMUNICATIONS AND APPLICATIONS

1551-6857

Computer Science, Theory & Methods

8.      

ADVANCES IN MATHEMATICS OF COMMUNICATIONS

1930-5346

Computer Science, Theory & Methods

9.      

APPLICABLE ALGEBRA IN ENGINEERING COMMUNICATION AND COMPUTING

0938-1279

Computer Science, Theory & Methods

10.   

APPLIED ONTOLOGY

1570-5838

Computer Science, Theory & Methods

11.   

ARTIFICIAL LIFE

1064-5462

Computer Science, Theory & Methods

12.   

BIG DATA

2167-6461

Computer Science, Theory & Methods

13.   

BIG DATA RESEARCH

2214-5796

Computer Science, Theory & Methods

14.   

CLUSTER COMPUTING-THE JOURNAL OF NETWORKS SOFTWARE TOOLS AND APPLICATIONS

1386-7857

Computer Science, Theory & Methods

15.   

COMBINATORICS PROBABILITY & COMPUTING

0963-5483

Computer Science, Theory & Methods

16.   

COMMUNICATIONS OF THE ACM

0001-0782

Computer Science, Theory & Methods

17.   

COMPUTATIONAL COMPLEXITY

1016-3328

Computer Science, Theory & Methods

18.   

COMPUTER JOURNAL

0010-4620

Computer Science, Theory & Methods

19.   

COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

0169-2607

Computer Science, Theory & Methods

20.   

COMPUTER SCIENCE REVIEW

1574-0137

Computer Science, Theory & Methods

21.   

COMPUTER SYSTEMS SCIENCE AND ENGINEERING

0267-6192

Computer Science, Theory & Methods

22.   

COMPUTING

0010-485X

Computer Science, Theory & Methods

23.   

CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE

1532-0626

Computer Science, Theory & Methods

24.   

CONNECTION SCIENCE

0954-0091

Computer Science, Theory & Methods

25.   

CONSTRAINTS

1383-7133

Computer Science, Theory & Methods

26.   

CRYPTOGRAPHY AND COMMUNICATIONS-DISCRETE-STRUCTURES BOOLEAN FUNCTIONS AND SEQUENCES

1936-2447

Computer Science, Theory & Methods

27.   

CRYPTOLOGIA

0161-1194

Computer Science, Theory & Methods

28.   

DESIGNS CODES AND CRYPTOGRAPHY

0925-1022

Computer Science, Theory & Methods

29.   

DISCRETE & COMPUTATIONAL GEOMETRY

0179-5376

Computer Science, Theory & Methods

30.   

DISTRIBUTED AND PARALLEL DATABASES

0926-8782

Computer Science, Theory & Methods

31.   

DISTRIBUTED COMPUTING

0178-2770

Computer Science, Theory & Methods

32.   

EVOLUTIONARY COMPUTATION

1063-6560

Computer Science, Theory & Methods

33.   

EXPERT SYSTEMS

0266-4720

Computer Science, Theory & Methods

34.   

FORMAL METHODS IN SYSTEM DESIGN

0925-9856

Computer Science, Theory & Methods

35.   

FOUNDATIONS OF COMPUTATIONAL MATHEMATICS

1615-3375

Computer Science, Theory & Methods

36.   

FRONTIERS OF COMPUTER SCIENCE

2095-2228

Computer Science, Theory & Methods

37.   

FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE

0167-739X

Computer Science, Theory & Methods

38.   

FUZZY SETS AND SYSTEMS

0165-0114

Computer Science, Theory & Methods

39.   

GENETIC PROGRAMMING AND EVOLVABLE MACHINES

1389-2576

Computer Science, Theory & Methods

40.   

HUMAN-COMPUTER INTERACTION

0737-0024

Computer Science, Theory & Methods

41.   

IBM JOURNAL OF RESEARCH AND DEVELOPMENT

0018-8646

Computer Science, Theory & Methods

42.   

IEEE-ACM TRANSACTIONS ON NETWORKING

1063-6692

Computer Science, Theory & Methods

43.   

IEEE ANNALS OF THE HISTORY OF COMPUTING

1058-6180

Computer Science, Theory & Methods

44.   

IEEE MULTIMEDIA

1070-986X

Computer Science, Theory & Methods

45.   

IEEE TRANSACTIONS ON BIG DATA

2332-7790

Computer Science, Theory & Methods

46.   

IEEE TRANSACTIONS ON CLOUD COMPUTING

2168-7161

Computer Science, Theory & Methods

47.   

IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION

1089-778X

Computer Science, Theory & Methods

48.   

IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY

1556-6013

Computer Science, Theory & Methods

49.   

IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS

2162-237X

Computer Science, Theory & Methods

50.   

IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS

1045-9219

Computer Science, Theory & Methods

51.   

IET COMPUTERS AND DIGITAL TECHNIQUES

1751-8601

Computer Science, Theory & Methods

52.   

IET INFORMATION SECURITY

1751-8709

Computer Science, Theory & Methods

53.   

IMAGE AND VISION COMPUTING

0262-8856

Computer Science, Theory & Methods

54.   

INFORMATION AND COMPUTATION

0890-5401

Computer Science, Theory & Methods

55.   

INFORMATION FUSION

1566-2535

Computer Science, Theory & Methods

56.   

INFORMATION SYSTEMS FRONTIERS

1387-3326

Computer Science, Theory & Methods

57.   

INTERNATIONAL JOURNAL OF BIO-INSPIRED COMPUTATION

1758-0366

Computer Science, Theory & Methods

58.   

INTERNATIONAL JOURNAL OF FOUNDATIONS OF COMPUTER SCIENCE

0129-0541

Computer Science, Theory & Methods

59.   

INTERNATIONAL JOURNAL OF GENERAL SYSTEMS

0308-1079

Computer Science, Theory & Methods

60.   

INTERNATIONAL JOURNAL OF HIGH PERFORMANCE COMPUTING APPLICATIONS

1094-3420

Computer Science, Theory & Methods

61.   

INTERNATIONAL JOURNAL OF INFORMATION SECURITY

1615-5262

Computer Science, Theory & Methods

62.   

INTERNATIONAL JOURNAL OF PARALLEL PROGRAMMING

0885-7458

Computer Science, Theory & Methods

63.   

INTERNATIONAL JOURNAL OF QUANTUM INFORMATION

0219-7499

Computer Science, Theory & Methods

64.   

INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE

0020-7721

Computer Science, Theory & Methods

65.   

INTERNATIONAL JOURNAL OF UNCONVENTIONAL COMPUTING

1548-7199

Computer Science, Theory & Methods

66.   

JOURNAL OF BIG DATA

2196-1115

Computer Science, Theory & Methods

67.   

JOURNAL OF CELLULAR AUTOMATA

1557-5969

Computer Science, Theory & Methods

68.   

JOURNAL OF COMPUTATIONAL SCIENCE

1877-7503

Computer Science, Theory & Methods

69.   

JOURNAL OF COMPUTER AND SYSTEM SCIENCES

0022-0000

Computer Science, Theory & Methods

70.   

JOURNAL OF COMPUTER AND SYSTEMS SCIENCES INTERNATIONAL

1064-2307

Computer Science, Theory & Methods

71.   

JOURNAL OF CRYPTOGRAPHIC ENGINEERING

2190-8508

Computer Science, Theory & Methods

72.   

JOURNAL OF CRYPTOLOGY

0933-2790

Computer Science, Theory & Methods

73.   

JOURNAL OF GRID COMPUTING

1570-7873

Computer Science, Theory & Methods

74.   

JOURNAL OF HEURISTICS

1381-1231

Computer Science, Theory & Methods

75.   

JOURNAL OF LOGICAL AND ALGEBRAIC METHODS IN PROGRAMMING

2352-2208

Computer Science, Theory & Methods

76.   

JOURNAL OF LOGIC AND COMPUTATION

0955-792X

Computer Science, Theory & Methods

77.   

JOURNAL OF MULTIPLE-VALUED LOGIC AND SOFT COMPUTING

1542-3980

Computer Science, Theory & Methods

78.   

JOURNAL OF PARALLEL AND DISTRIBUTED COMPUTING

0743-7315

Computer Science, Theory & Methods

79.   

JOURNAL OF SUPERCOMPUTING

0920-8542

Computer Science, Theory & Methods

80.   

JOURNAL OF SYMBOLIC COMPUTATION

0747-7171

Computer Science, Theory & Methods

81.   

JOURNAL OF SYSTEMS AND SOFTWARE

0164-1212

Computer Science, Theory & Methods

82.   

JOURNAL OF THE ACM

0004-5411

Computer Science, Theory & Methods

83.   

JOURNAL OF UNIVERSAL COMPUTER SCIENCE

0948-695X

Computer Science, Theory & Methods

84.   

JOURNAL OF WEB ENGINEERING

1540-9589

Computer Science, Theory & Methods

85.   

LOGICAL METHODS IN COMPUTER SCIENCE

1860-5974

Computer Science, Theory & Methods

86.   

MALAYSIAN JOURNAL OF COMPUTER SCIENCE

0127-9084

Computer Science, Theory & Methods

87.   

MATHEMATICAL STRUCTURES IN COMPUTER SCIENCE

0960-1295

Computer Science, Theory & Methods

88.   

MICROPROCESSORS AND MICROSYSTEMS

0141-9331

Computer Science, Theory & Methods

89.   

MULTIDIMENSIONAL SYSTEMS AND SIGNAL PROCESSING

0923-6082

Computer Science, Theory & Methods

90.   

MULTIMEDIA SYSTEMS

0942-4962

Computer Science, Theory & Methods

91.   

MULTIMEDIA TOOLS AND APPLICATIONS

1380-7501

Computer Science, Theory & Methods

92.   

NATURAL COMPUTING

1567-7818

Computer Science, Theory & Methods

93.   

NEW GENERATION COMPUTING

0288-3635

Computer Science, Theory & Methods

94.   

PARALLEL COMPUTING

0167-8191

Computer Science, Theory & Methods

95.   

PEERJ COMPUTER SCIENCE

2376-5992

Computer Science, Theory & Methods

96.   

PERFORMANCE EVALUATION

0166-5316

Computer Science, Theory & Methods

97.   

PROBLEMS OF INFORMATION TRANSMISSION

0032-9460

Computer Science, Theory & Methods

98.   

PROCEEDINGS OF THE VLDB ENDOWMENT

2150-8097

Computer Science, Theory & Methods

99.   

QUANTUM INFORMATION & COMPUTATION

1533-7146

Computer Science, Theory & Methods

100.      

RAIRO-THEORETICAL INFORMATICS AND APPLICATIONS

0988-3754

Computer Science, Theory & Methods

101.      

REAL-TIME SYSTEMS

0922-6443

Computer Science, Theory & Methods

102.      

ROMANIAN JOURNAL OF INFORMATION SCIENCE AND TECHNOLOGY

1453-8245

Computer Science, Theory & Methods

103.      

SEMANTIC WEB

1570-0844

Computer Science, Theory & Methods

104.      

SIAM JOURNAL ON COMPUTING

0097-5397

Computer Science, Theory & Methods

105.      

STATISTICS AND COMPUTING

0960-3174

Computer Science, Theory & Methods

106.      

SWARM AND EVOLUTIONARY COMPUTATION

2210-6502

Computer Science, Theory & Methods

107.      

THEORETICAL COMPUTER SCIENCE

0304-3975

Computer Science, Theory & Methods

108.      

THEORY AND PRACTICE OF LOGIC PROGRAMMING

1471-0684

Computer Science, Theory & Methods

109.      

THEORY OF COMPUTING

1557-2862

Computer Science, Theory & Methods

110.      

THEORY OF COMPUTING SYSTEMS

1432-4350

 Computer Science, Theory & Methods

111.      

WILEY INTERDISCIPLINARY REVIEWS-DATA MINING AND KNOWLEDGE DISCOVERY

1942-4787

Computer Science, Theory & Methods

 

Important Research Topics