Knowledge Based Systems Research Topics

Knowledge based Systems research topics is one of the most crucial topic that is used to analyze the previous knowledge and information to identify and understand by using provided dataset. Now we see the concept, definition applications and more about Knowledge based Analysis:

1. Define Knowledge based system

At first we see the definition of Knowledge based systems, it is a type of analysis which depends on the previous experience and details to recognize and understand the provided dataset, condition or issue. It contains implementing expertise, domain-specific knowledge and experience to examine and draw end results from the accessible details.

2. What is Knowledge based system?

Next to the definition of Knowledge based systems we will converse the detailed explanation of Knowledge based Analysis, It is a form of analysis that depends on the knowledge and proficiency of individual or a group of specialist to find patterns, create forecasts and offer understandings. It contains the application of human decision and knowledge to understand data and draw the end statement. This method influences the combined knowledge and understandings of specialist in a particular field to interpret complicated systems, create informed judgment and solve problems.

3. Where Knowledge based system used?

After the deep explanation of Knowledge based system we discuss about where to utilize Knowledge based Analysis. It is used in the places like

• Education: Knowledge based system aids in evaluating student performance, examining curriculum effectively, and finding areas for enhancement in educational systems.
• Business and Market Analysis: Knowledge based system also assists business to interpret their customers, competitors and market dynamics to create crucial choices, construct marketing policies and find growth chances.
• Engineering and Manufacturing: To examine engineering data, forecast failures, optimize procedures, and enhance product quality and efficiency by utilizing the forecast Knowledge based Analysis.
• Scientific Research: Knowledge based system is employed to examine experimental data, carries out simulations, and constructs models to interpret complicated systems and event.

4. Why Knowledge based Analysis technology proposed? , previous technology issues

The Knowledge based system is proposed in this research and we overcome some existing technology to propose this novel one. It allows the use of professional skills and human reasoning into the examining procedure. It is specially valuable for the fields where the high level of uncertainty or individuality. Knowledge based Analysis offers more perspective and significant examining outcomes by obtaining and using this professional skills.

5. Algorithms / protocols

Knowledge based system is proposed in this research and it overcomes some existing issues in terms of student’s performance. In the Knowledge based Analysis we utilize some methods like Support Vector Machine (SVM), Decision Tree (DT), Artificial Neural Networks (ANN) and K-Nearest Neighbors (KNN).

6. Comparative study / Analysis

Following the algorithms/protocols to be used in this research, next we compare some methods to analyze the better one. Previous articles contain Recurrent Neural Network (RNN), Support Vector Regression, Naïve Bayes and Regression Analysis.

7. Simulation results / Parameters

In Knowledge based Analysis we obtain the correct predicted outcome by comparing the parameters like Specificity, Accuracy, F1-score, Sensitivity, Precision and Recall are the parameters that are compared to obtain the accurate result.

8. Dataset LINKS / Important URL

Below we provide some significant links that are useful when we go through the analysis of Knowledge based Analysis and if any clarifications look through this

• https://sci-hub.hkvisa.net/10.1109/ACCESS.2020.3033200
• https://sci-hub.hkvisa.net/10.1109/CSEI50228.2020.9142472
• https://www.mdpi.com/2076-3417/12/20/10560
• https://sci-hub.hkvisa.net/https://doi.org/10.1016/j.matpr.2021.07.382

9. Knowledge based Analysis Applications

The applications of Knowledge based Analysis are, it helps in human learning, decision-making and constructing a companywide knowledge-sharing program.

10. Topology for Knowledge based system

Here we discuss about the topology for Knowledge based Analysis, it denotes the feature or association of the knowledge that is utilized to create forecasting. It defines in what way the knowledge is preserved, linked and depicted, permits for effectively forecast future actions or results.  To build a topology for Knowledge based prediction, there are different procedures to be applied on the basis of particular fields or issues being overcome. Ontology-Based topology, Hierarchical topology, Network topology, Taxonomy-Based topology and Bayesian topology are some of the general topologies.

11. Environment in Knowledge based system

The environment for Knowledge based Analysis can be utilized in schools, colleges, educational institutions etc…

12. Simulation tools

The proposed method follows the following software requirements to implement this research. The tool we utilized for this Knowledge based Analysis is Python 3.11.4 and this will operated in the operating system namely Windows 10(64-bit) to obtain the possible correct analysis result. The above mentioned are some of the software requirements for Knowledge based Analysis.

13. Results

Knowledge based Analysis is proposed in this research and it analyze the knowledge on the basis of previous experience. It is utilized in various applications like education, business and market analysis, scientific research etc. It is implemented by utilizing the tool Python 3.11.4 and the various parameters are compared to get the better result.

Knowledge based system Research ideas:

Following are the research topics that are related to the knowledge based analysis, this is useful for us when we go through the Knowledge based Analysis related descriptions, applications, methods or some additional references utilize these topics:

1. Analysis of Teachers’ Tacit Knowledge-based Evaluation of Learner Competencies Using Machine Learning Approach
2. Food Inspection Data Analysis System based on Knowledge Graph
3. EurOpi: Multilingual Aspect-Based Sentiment Analysis enabled by a Knowledge Base
4. Research Hotspots and Dynamic Analysis of Knowledge Spillover in Modern Service Industry Based on CITESPACE Big Data Analysis
5. An Overview of Source Code Static Analysis Method Based on Knowledge Graph
6. Entity Alignment and Entity Links Analysis Based on the Knowledge Graph
7. Social Media Sentiment Analysis of Sequential Three-way Decision Model Based on Knowledge Fusion
8. Unified Instance and Knowledge Alignment Pretraining for Aspect-Based Sentiment Analysis
9. Research on chinese numerical words teaching based on CiteSpace scientific knowledge map analysis
10. A Hybrid Linguistic and Knowledge-Based Analysis Approach for Fake News Detection on Social Media
11. Intelligence Analysis of Crime of Helping Cybercrime Delinquency Based on Knowledge Ggraph
12. SAKP: A Korean Sentiment Analysis Model via Knowledge Base and Prompt Tuning
13. Research on power grid alarm information analysis and auxiliary decision-making based on knowledge graph
14. Visualization and Analysis of Mapping Knowledge Domains for AI Education System Studies
15. Comparative Analysis of China’s Pilot Carbon Market Based on Knowledge Graph
16. Analysis of Interval Flow Calculation Algorithm of Multi-Loop Complex Power Network Based on Knowledge Mapping
17. Research Analysis of Stream Processing System Storm Based on Knowledge Map
18. Performance Analysis of Knowledge-Based Optimization Algorithm for Effective Resource Allocation
19. Interpretability of Knowledge Graph-based Explainable Process Analysis
20. Adaptive deep learning for entity disambiguation via knowledge-based risk analysis
21. A knowledge transfer-based method for risk analysis and procedure optimization of emergency schemes
22. Flexibly utilizing syntactic knowledge in aspect-based sentiment analysis
23. Hot spot mining and trend analysis of Economic Responsibility Audit based on knowledge graph
24. Store, share and transfer: Learning and updating sentiment knowledge for aspect-based sentiment analysis
25. Risk identification and influence analysis model for urban energy internet based on knowledge graph improved decision-making trial and evaluation laboratory
26. Cost-benefit analysis of local knowledge-based flood adaptation measures: A case study of Datian community in Zhejiang Province, China
27. Multi-relational and Concept Analysis based Knowledge extraction in the Industry 4.0: A systematic mapping
28. Knowledge-based tensor subspace analysis system for kinship verification
29. What surprises, interests and confuses researchers? A frame-based analysis of knowledge emotion markers in research articles
30. Knowledge-based statistical data analysis for deep learning and voting classifiers merger
31. Financial fraud risk analysis based on audit information knowledge graph
32. Financial sentiment analysis model utilizing knowledge-base and domain-specific representation
33. Analysis of Semantic-based Knowledge Graph Embedding Models in Uncertainty Knowledge Graphs
34. Analysis of Electricity Safety in Scientific Research and Production Sites: A Novel HMM-VA-based Knowledge Graph Approach
35. Chinese medical knowledge mining and analysis based on syntactic dependency and named entity recognition
36. Analysis of Research Status and Development Trend of Industrial Robot Based on Knowledge Map
37. An Implementation and Analysis of Zero Knowledge Based E-Voting Solution With Proof of Vote on Public Ethereum Blockchain
38. Analysis of research hotspots and trends of chronic diseases in the elderly at home and abroad based on the knowledge graphs
39. Knowledge Map Analysis of Digital Empowerment Theme under the Background of Big Data
40. Knowledge-Data-Based Synchronization States Analysis for Process Monitoring and Its Application to Hydrometallurgical Zinc Purification Process
41. Research on the Application of Intelligent Computing in IoT-Visual Analysis Based on CiteSpace Knowledge Map
42. Visualization analysis of additive manufacturing in medical rehabilitation field based on knowledge graph
43. Quantum-like implicit sentiment analysis with sememes knowledge
44. Knowledge use analysis as a way to understand planning conflicts. Two cases from Gothenburg, Sweden
45. A methodical approach for knowledge-based fire and explosion accident likelihood analysis
46. Knowledge Based Classifier and Pattern Recognition Technique for Satellite Image Analysis
47. Unpacking complementarity in innovation ecosystems: A configurational analysis of knowledge transfer for achieving breakthrough
48. The Impact of Network Structure on Knowledge Adoption: A Network Text Analysis on Knowledge-Sharing Platforms
49. Patent Data Analysis Method Based on Knowledge Graph and Similarity Measurement
50. Research on text sentiment analysis method based on knowledge enhancement