List Of Computer Science Artificial Intelligence Journals

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Key Areas of Performance Analysis in AI

Model Accuracy and Effectiveness

Classification Accuracy: Measure how accurately the AI model classifies data into predefined categories. Metrics include precision, recall, F1 score, and accuracy.
Regression Performance: Evaluate the performance of regression models using metrics like Mean Absolute Error (MAE), Mean Squared Error (MSE), and R-squared.
Error Analysis: Analyze the types and sources of errors made by the AI model to understand where improvements are needed.
Confusion Matrix: Use confusion matrices to visualize the performance of classification models by showing true positives, true negatives, false positives, and false negatives.

Efficiency and Speed

Inference Time: Measure the time it takes for the AI model to make predictions or decisions on new data. This is critical for real-time applications.
Training Time: Assess how long it takes to train the AI model using the dataset. This includes evaluating the time required for each epoch and the overall training duration.
Resource Consumption: Analyze the computational resources (CPU, GPU, memory) used during model training and inference. This helps in understanding the efficiency of the AI model.

Scalability

Data Scalability: Evaluate how well the AI model performs as the size of the dataset increases. Assess if the model can handle large-scale data efficiently.
Model Scalability: Analyze how the model’s performance scales with the complexity of the problem, such as increasing the number of parameters or layers in neural networks.
Distributed Training: Assess the performance of models when trained across multiple machines or using distributed computing frameworks. This includes evaluating the communication overhead and synchronization efficiency.

Robustness and Stability

Adversarial Robustness: Test the AI model’s resilience to adversarial attacks or perturbations in the input data that may cause incorrect predictions.
Generalization: Evaluate how well the AI model generalizes to unseen data that was not part of the training set. This involves checking for overfitting or underfitting.
Stability: Assess the consistency of the model’s performance across different runs or environments. This includes evaluating the variability in performance due to random initialization or training data shuffling.

Resource Utilization

Memory Usage: Analyze the amount of memory consumed by the AI model during training and inference. This includes both RAM and GPU memory usage.
CPU/GPU Utilization: Measure the utilization of computational resources like CPUs and GPUs to understand how efficiently the model leverages available hardware.
Disk I/O: Assess the disk read/write operations involved in loading datasets, saving model checkpoints, and storing intermediate results.

Model Complexity

Parameter Count: Evaluate the number of parameters in the AI model, which affects its capacity and computational requirements.
Model Size: Analyze the size of the trained model in terms of storage requirements. This is important for deployment on resource-constrained devices.
Algorithmic Complexity: Assess the complexity of the algorithms used in training and inference, including time complexity and space complexity.

User Experience and Application Performance

Response Time: Measure the time it takes for the AI application to provide feedback or results to users. This is crucial for interactive applications.
Integration Performance: Evaluate how well the AI model integrates with other components of the application or system. This includes assessing the impact on overall system performance.
Real-Time Processing: For applications requiring real-time processing, analyze the model’s ability to handle live data streams and provide timely predictions.

Scalability and Deployment

Deployment Efficiency: Assess how efficiently the model can be deployed to different environments, such as cloud platforms, edge devices, or mobile devices.
Latency in Production: Measure the latency of the AI model in production environments, considering network delays, server load, and other factors.
Load Testing: Simulate high loads or large volumes of requests to evaluate how the AI model performs under stress or high demand.

Energy Consumption

Power Efficiency: Evaluate the energy consumption of the AI model, particularly for large-scale models or deployments on mobile and edge devices.
Energy Optimization: Implement and analyze techniques to reduce the energy consumption of the AI model, such as model pruning, quantization, or efficient hardware usage.

Explainability and Interpretability

Model Transparency: Assess the extent to which the AI model’s decision-making process can be understood and interpreted by humans.
Feature Importance: Analyze how different input features contribute to the model’s predictions, providing insights into the model’s behavior.

List Of High Impact Factor Computer Science Artificial Intelligence Journals

S.no	Journal title	ISSN	Web of Science Categories
1.	ACM TRANSACTIONS ON ASIAN AND LOW-RESOURCE LANGUAGE INFORMATION PROCESSING	2375-4699	Computer Science, Artificial Intelligence
2.	ACM TRANSACTIONS ON AUTONOMOUS AND ADAPTIVE SYSTEMS	1556-4665	Computer Science, Artificial Intelligence
3.	ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY	2157-6904	Computer Science, Artificial Intelligence
4.	ACM TRANSACTIONS ON INTERACTIVE INTELLIGENT SYSTEMS	2160-6455	Computer Science, Artificial Intelligence
5.	ADAPTIVE BEHAVIOR	1059-7123	Computer Science, Artificial Intelligence
6.	dima	1474-0346	Computer Science, Artificial Intelligence
7.	ADVANCED INTELLIGENT SYSTEMS	2640-4567	Computer Science, Artificial Intelligence
8.	ADVANCES IN ELECTRICAL AND COMPUTER ENGINEERING	1582-7445	Computer Science, Artificial Intelligence
9.	AI COMMUNICATIONS	0921-7126	Computer Science, Artificial Intelligence
10.	AI EDAM-ARTIFICIAL INTELLIGENCE FOR ENGINEERING DESIGN ANALYSIS AND MANUFACTURING	0890-0604	Computer Science, Artificial Intelligence
11.	AI MAGAZINE	0738-4602	Computer Science, Artificial Intelligence
12.	ANNALS OF MATHEMATICS AND ARTIFICIAL INTELLIGENCE	1012-2443	Computer Science, Artificial Intelligence
13.	APPLIED ARTIFICIAL INTELLIGENCE	0883-9514	Computer Science, Artificial Intelligence
14.	APPLIED INTELLIGENCE	0924-669X	Computer Science, Artificial Intelligence
15.	APPLIED ONTOLOGY	1570-5838	Computer Science, Artificial Intelligence
16.	APPLIED SOFT COMPUTING	1568-4946	Computer Science, Artificial Intelligence
17.	ARTIFICIAL INTELLIGENCE	0004-3702	Computer Science, Artificial Intelligence
18.	ARTIFICIAL INTELLIGENCE AND LAW	0924-8463	Computer Science, Artificial Intelligence
19.	ARTIFICIAL INTELLIGENCE IN MEDICINE	0933-3657	Computer Science, Artificial Intelligence
20.	ARTIFICIAL INTELLIGENCE REVIEW	0269-2821	Computer Science, Artificial Intelligence
21.	ARTIFICIAL LIFE	1064-5462	Computer Science, Artificial Intelligence
22.	AUTONOMOUS AGENTS AND MULTI-AGENT SYSTEMS	1387-2532	Computer Science, Artificial Intelligence
23.	AUTONOMOUS ROBOTS	0929-5593	Computer Science, Artificial Intelligence
24.	BIG DATA RESEARCH	2214-5796	Computer Science, Artificial Intelligence
25.	CAAI TRANSACTIONS ON INTELLIGENCE TECHNOLOGY	2468-6557	Computer Science, Artificial Intelligence
26.	CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS	0169-7439	Computer Science, Artificial Intelligence
27.	COGNITIVE COMPUTATION	1866-9956	Computer Science, Artificial Intelligence
28.	COGNITIVE SYSTEMS RESEARCH	2214-4366	Computer Science, Artificial Intelligence
29.	COMPLEX & INTELLIGENT SYSTEMS	2199-4536	Computer Science, Artificial Intelligence
30.	COMPUTATIONAL INTELLIGENCE	0824-7935	Computer Science, Artificial Intelligence
31.	COMPUTATIONAL LINGUISTICS	0891-2017	Computer Science, Artificial Intelligence
32.	COMPUTER SPEECH AND LANGUAGE	0885-2308	Computer Science, Artificial Intelligence
33.	COMPUTER VISION AND IMAGE UNDERSTANDING	1077-3142	Computer Science, Artificial Intelligence
34.	COMPUTING AND INFORMATICS	1335-9150	Computer Science, Artificial Intelligence
35.	CONNECTION SCIENCE	0954-0091	Computer Science, Artificial Intelligence
36.	CONSTRAINTS	1383-7133	Computer Science, Artificial Intelligence
37.	DATA & KNOWLEDGE ENGINEERING	0169-023X	Computer Science, Artificial Intelligence
38.	DATA MINING AND KNOWLEDGE DISCOVERY	1384-5810	Computer Science, Artificial Intelligence
39.	DECISION SUPPORT SYSTEMS	0167-9236	Computer Science, Artificial Intelligence
40.	EGYPTIAN INFORMATICS JOURNAL	1110-8665	Computer Science, Artificial Intelligence
41.	ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE	0952-1976	Computer Science, Artificial Intelligence
42.	EVOLUTIONARY COMPUTATION	1063-6560	Computer Science, Artificial Intelligence
43.	EVOLVING SYSTEMS	1868-6478	Computer Science, Artificial Intelligence
44.	EXPERT SYSTEMS	0266-4720	Computer Science, Artificial Intelligence
45.	EXPERT SYSTEMS WITH APPLICATIONS	0957-4174	Computer Science, Artificial Intelligence
46.	FRONTIERS IN NEUROROBOTICS	1662-5218	Computer Science, Artificial Intelligence
47.	FUZZY OPTIMIZATION AND DECISION MAKING	1568-4539	Computer Science, Artificial Intelligence
48.	GENETIC PROGRAMMING AND EVOLVABLE MACHINES	1389-2576	Computer Science, Artificial Intelligence
49.	IEEE COMPUTATIONAL INTELLIGENCE MAGAZINE	1556-603X	Computer Science, Artificial Intelligence
50.	IEEE INTELLIGENT SYSTEMS	1541-1672	Computer Science, Artificial Intelligence
51.	IEEE TRANSACTIONS ON AFFECTIVE COMPUTING	1949-3045	Computer Science, Artificial Intelligence
52.	IEEE TRANSACTIONS ON COGNITIVE AND DEVELOPMENTAL SYSTEMS	2379-8920	Computer Science, Artificial Intelligence
53.	IEEE TRANSACTIONS ON CYBERNETICS	2168-2267	Computer Science, Artificial Intelligence
54.	IEEE TRANSACTIONS ON EMERGING TOPICS IN COMPUTATIONAL INTELLIGENCE	2471-285X	Computer Science, Artificial Intelligence
55.	IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION	1089-778X	Computer Science, Artificial Intelligence
56.	IEEE TRANSACTIONS ON FUZZY SYSTEMS	1063-6706	Computer Science, Artificial Intelligence
57.	IEEE TRANSACTIONS ON GAMES	2475-1502	Computer Science, Artificial Intelligence
58.	IEEE TRANSACTIONS ON HUMAN-MACHINE SYSTEMS	2168-2291	Computer Science, Artificial Intelligence
59.	IEEE TRANSACTIONS ON IMAGE PROCESSING	1057-7149	Computer Science, Artificial Intelligence
60.	IEEE TRANSACTIONS ON INTELLIGENT VEHICLES	2379-8858	Computer Science, Artificial Intelligence
61.	IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING	1041-4347	Computer Science, Artificial Intelligence
62.	IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS	2162-237X	Computer Science, Artificial Intelligence
63.	IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE	0162-8828	Computer Science, Artificial Intelligence
64.	IET BIOMETRICS	2047-4938	Computer Science, Artificial Intelligence
65.	IET COMPUTER VISION	1751-9632	Computer Science, Artificial Intelligence
66.	IET IMAGE PROCESSING	1751-9659	Computer Science, Artificial Intelligence
67.	IMAGE AND VISION COMPUTING	0262-8856	Computer Science, Artificial Intelligence
68.	INFORMATION FUSION	1566-2535	Computer Science, Artificial Intelligence
69.	INFORMATION TECHNOLOGY AND CONTROL	1392-124X	Computer Science, Artificial Intelligence
70.	INTEGRATED COMPUTER-AIDED ENGINEERING	1069-2509	Computer Science, Artificial Intelligence
71.	INTELLIGENT AUTOMATION AND SOFT COMPUTING	1079-8587	Computer Science, Artificial Intelligence
72.	INTELLIGENT DATA ANALYSIS	1088-467X	Computer Science, Artificial Intelligence
73.	INTERNATIONAL ARAB JOURNAL OF INFORMATION TECHNOLOGY	1683-3198	Computer Science, Artificial Intelligence
74.	INTERNATIONAL JOURNAL OF APPLIED MATHEMATICS AND COMPUTER SCIENCE	1641-876X	Computer Science, Artificial Intelligence
75.	INTERNATIONAL JOURNAL OF APPROXIMATE REASONING	0888-613X	Computer Science, Artificial Intelligence
76.	INTERNATIONAL JOURNAL OF BIO-INSPIRED COMPUTATION	1758-0366	Computer Science, Artificial Intelligence
77.	INTERNATIONAL JOURNAL OF COMPUTATIONAL INTELLIGENCE SYSTEMS	1875-6891	Computer Science, Artificial Intelligence
78.	INTERNATIONAL JOURNAL OF COMPUTER VISION	0920-5691	Computer Science, Artificial Intelligence
79.	INTERNATIONAL JOURNAL OF FUZZY SYSTEMS	1562-2479	Computer Science, Artificial Intelligence
80.	INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY & DECISION MAKING	0219-6220	Computer Science, Artificial Intelligence
81.	INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS	0884-8173	Computer Science, Artificial Intelligence
82.	INTERNATIONAL JOURNAL OF INTERACTIVE MULTIMEDIA AND ARTIFICIAL INTELLIGENCE	1989-1660	Computer Science, Artificial Intelligence
83.	INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS	1868-8071	Computer Science, Artificial Intelligence
84.	INTERNATIONAL JOURNAL OF MULTIMEDIA INFORMATION RETRIEVAL	2192-6611	Computer Science, Artificial Intelligence
85.	INTERNATIONAL JOURNAL OF NEURAL SYSTEMS	0129-0657	Computer Science, Artificial Intelligence
86.	INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE	0218-0014	Computer Science, Artificial Intelligence
87.	INTERNATIONAL JOURNAL OF SOFTWARE ENGINEERING AND KNOWLEDGE ENGINEERING	0218-1940	Computer Science, Artificial Intelligence
88.	INTERNATIONAL JOURNAL OF UNCERTAINTY FUZZINESS AND KNOWLEDGE-BASED SYSTEMS	0218-4885	Computer Science, Artificial Intelligence
89.	INTERNATIONAL JOURNAL ON ARTIFICIAL INTELLIGENCE TOOLS	0218-2130	Computer Science, Artificial Intelligence
90.	INTERNATIONAL JOURNAL ON DOCUMENT ANALYSIS AND RECOGNITION	1433-2833	Computer Science, Artificial Intelligence
91.	INTERNATIONAL JOURNAL ON SEMANTIC WEB AND INFORMATION SYSTEMS	1552-6283	Computer Science, Artificial Intelligence
92.	JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING	1868-5137	Computer Science, Artificial Intelligence
93.	JOURNAL OF AMBIENT INTELLIGENCE AND SMART ENVIRONMENTS	1876-1364	Computer Science, Artificial Intelligence
94.	JOURNAL OF ARTIFICIAL INTELLIGENCE AND SOFT COMPUTING RESEARCH	2083-2567	Computer Science, Artificial Intelligence
95.	JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH	1076-9757	Computer Science, Artificial Intelligence
96.	JOURNAL OF AUTOMATED REASONING	0168-7433	Computer Science, Artificial Intelligence
97.	JOURNAL OF CHEMOMETRICS	0886-9383	Computer Science, Artificial Intelligence
98.	JOURNAL OF COMPUTER AND SYSTEMS SCIENCES INTERNATIONAL	1064-2307	Computer Science, Artificial Intelligence
99.	JOURNAL OF EXPERIMENTAL & THEORETICAL ARTIFICIAL INTELLIGENCE	0952-813X	Computer Science, Artificial Intelligence
100.	JOURNAL OF HEURISTICS	1381-1231	Computer Science, Artificial Intelligence
101.	JOURNAL OF INTELLIGENT & FUZZY SYSTEMS	1064-1246	Computer Science, Artificial Intelligence
102.	JOURNAL OF INTELLIGENT INFORMATION SYSTEMS	0925-9902	Computer Science, Artificial Intelligence
103.	JOURNAL OF INTELLIGENT MANUFACTURING	0956-5515	Computer Science, Artificial Intelligence
104.	JOURNAL OF INTELLIGENT & ROBOTIC SYSTEMS	0921-0296	Computer Science, Artificial Intelligence
105.	JOURNAL OF LOGIC LANGUAGE AND INFORMATION	0925-8531	Computer Science, Artificial Intelligence
106.	JOURNAL OF MACHINE LEARNING RESEARCH	1532-4435	Computer Science, Artificial Intelligence
107.	JOURNAL OF MATHEMATICAL IMAGING AND VISION	0924-9907	Computer Science, Artificial Intelligence
108.	JOURNAL OF MULTIPLE-VALUED LOGIC AND SOFT COMPUTING	1542-3980	Computer Science, Artificial Intelligence
109.	JOURNAL OF REAL-TIME IMAGE PROCESSING	1861-8200	Computer Science, Artificial Intelligence
110.	JOURNAL OF WEB SEMANTICS	1570-8268	Computer Science, Artificial Intelligence
111.	JOURNAL ON MULTIMODAL USER INTERFACES	1783-7677	Computer Science, Artificial Intelligence
112.	KNOWLEDGE AND INFORMATION SYSTEMS	0219-1377	Computer Science, Artificial Intelligence
113.	KNOWLEDGE-BASED SYSTEMS	0950-7051	Computer Science, Artificial Intelligence
114.	KNOWLEDGE ENGINEERING REVIEW	0269-8889	Computer Science, Artificial Intelligence
115.	MACHINE LEARNING	0885-6125	Computer Science, Artificial Intelligence
116.	MACHINE LEARNING-SCIENCE AND TECHNOLOGY	2632-2153	Computer Science, Artificial Intelligence
117.	MACHINE VISION AND APPLICATIONS	0932-8092	Computer Science, Artificial Intelligence
118.	MALAYSIAN JOURNAL OF COMPUTER SCIENCE	0127-9084	Computer Science, Artificial Intelligence
119.	MEDICAL IMAGE ANALYSIS	1361-8415	Computer Science, Artificial Intelligence
120.	MEMETIC COMPUTING	1865-9284	Computer Science, Artificial Intelligence
121.	MINDS AND MACHINES	0924-6495	Computer Science, Artificial Intelligence
122.	NATURAL COMPUTING	1567-7818	Computer Science, Artificial Intelligence
123.	NATURAL LANGUAGE ENGINEERING	1351-3249	Computer Science, Artificial Intelligence
124.	NATURE MACHINE INTELLIGENCE	2522-5839	Computer Science, Artificial Intelligence
125.	NETWORK-COMPUTATION IN NEURAL SYSTEMS	0954-898X	Computer Science, Artificial Intelligence
126.	NEURAL COMPUTATION	0899-7667	Computer Science, Artificial Intelligence
127.	NEURAL COMPUTING & APPLICATIONS	0941-0643	Computer Science, Artificial Intelligence
128.	NEURAL NETWORKS	0893-6080	Computer Science, Artificial Intelligence
129.	NEURAL NETWORK WORLD	1210-0552	Computer Science, Artificial Intelligence
130.	NEURAL PROCESSING LETTERS	1370-4621	Computer Science, Artificial Intelligence
131.	NEUROCOMPUTING	0925-2312	Computer Science, Artificial Intelligence
132.	PATTERN ANALYSIS AND APPLICATIONS	1433-7541	Computer Science, Artificial Intelligence
133.	PATTERN RECOGNITION	0031-3203	Computer Science, Artificial Intelligence
134.	PATTERN RECOGNITION LETTERS	0167-8655	Computer Science, Artificial Intelligence
135.	PEERJ COMPUTER SCIENCE	2376-5992	Computer Science, Artificial Intelligence
136.	ROBOTICS AND AUTONOMOUS SYSTEMS	0921-8890	Computer Science, Artificial Intelligence
137.	SEMANTIC WEB	1570-0844	Computer Science, Artificial Intelligence
138.	SIAM JOURNAL ON IMAGING SCIENCES	1936-4954	Computer Science, Artificial Intelligence
139.	SOFT COMPUTING	1432-7643	Computer Science, Artificial Intelligence
140.	STATISTICAL ANALYSIS AND DATA MINING	1932-1864	Computer Science, Artificial Intelligence
141.	SWARM AND EVOLUTIONARY COMPUTATION	2210-6502	Computer Science, Artificial Intelligence
142.	SWARM INTELLIGENCE	1935-3812	Computer Science, Artificial Intelligence
143.	TRAITEMENT DU SIGNAL	0765-0019	Computer Science, Artificial Intelligence
144.	TRANSACTIONS OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS		Computer Science, Artificial Intelligence
145.	TURKISH JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCES	1300-0632	Computer Science, Artificial Intelligence
146.	WILEY INTERDISCIPLINARY REVIEWS-DATA MINING AND KNOWLEDGE DISCOVERY	1942-4787	Computer Science, Artificial Intelligence

Best journals for Computer Science Artificial Intelligence

List Of High Impact Factor Computer Science Artificial Intelligence Journals

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