Big Data Research Topics

Information Technology for Big Data Research Topics is the topic here we discussed in this research. It is widely being employed in many fields or domains. It will address some of the difficulties in the previous work and to solve them. In this we see the details that are related to this proposed technique.

  1. Define Information Technology Infrastructure for Big Data

In the beginning of the research we first see the definition for this proposed IT infrastructure for big data. It is a foundation which stores, examines and manages huge amounts of data. It contains advanced data processing, sophisticated analytics tools and scalable storage.

  1. What is Information Technology Infrastructure for Big Data?

Afterwards we look for a brief explanation for this IT infrastructure for big data technique. It is the primary system and components which assists an administration’s information processing and data management activities.

  1. Where Information Technology Infrastructure for Big Data used?

Next to the brief explanation we understand where to use this proposed strategy. Big data framework is utilized in many industries like Finance, Healthcare, Supply chain management, Education, Agriculture, Communications, Entertainment, Business, Government, Banking and Securities, Media and Management.

  1. Why Information Technology Infrastructure for Big Data technology proposed? , previous technology issues

In this research we proposed the Information Technology technique that is used to address the issues in the existing technologies and to handle that by using this technique. The previous approaches come across the difficulties with prolonged training times for attack detection, single data stream restriction and imbalanced data hindering anomaly detection. Some of the previous technology issues are issues in attack detection, Challenges in preprocessing, Problems in monitoring and impacts on imbalanced data.

  1. Algorithms / protocols

Here we proposed Information Technology in this research and it utilizes some of the methods to overcome the difficulties in the existing technologies. The methods that we utilized for this research are Neighborhood Component Analysis – synthetic minority over-sampling (SMOTE-NCA) – for feature extraction, Normalization Preprocessing, AlertPro framework – Proximal Policy Optimization (AlertPro-PPO) – for monitoring and Feed-Forward Neural Network-Graphical Neural Network-Locust Swarm Optimization (FNN-GNN-LSO) – for classification.

  1. Comparative study / Analysis

Our proposed technique is compared with various methods and then we integrate some methods as novel techniques to propose this research. The methods that we compared for this research are as follows.

  • By normalizing the data pretreatment workflow, the analysts will have lower bias and variability in the dataset.
  • The new SMOTE-NCA method improves the dataset representation and improves the effectiveness of classification techniques.
  • The FNN-LSO models combined to optimize the network parameters and increase the detection capacities. In addition integrating GNN to FNN-GNN-LSO provides a creative technique to attack detection.
  • AlertPro with PPO into its alert prioritize policy, enabling for constant enhancement.
  1. Simulation results / Parameters

For our proposed research we compare some parameters or performance metrics with the existing technology to obtain the best outcome for this research. The metrics that we compared are: Sensitivity, Attack detection rate, Accuracy, F1 score, Precision and Specificity with the Number of epochs.

  1. Dataset LINKS / Important URL

We proposed IT infrastructure for big data in this research to address some previous technology issues. In this we provide some important links that are useful to us when we have to overview the concept of this proposed research.

  1. Information Technology Infrastructure for Big Data Applications

Now we see the application for this proposed technique. It is the technological frameworks and components which assists an association’s data information processing and management activities. A strong IT infrastructure is crucial for big data analytics as it helps the storage and management of huge amounts of data, and processing tasks which need essential computing power and complex computations.

  1. Topology for Information Technology Infrastructure for Big Data

Let’s see the topology to be utilized for this research. Network topology is the logical and physical layout of a network’s node and device, consisting of software, routers and switches that achieves switch and router functions. It is a graph based representation of how devices in a network interact with each other.

  1. Environment for Information Technology Infrastructure for Big Data

The Environment for IT defines the grouping of software, networks, hardware and data which create up a company’s information technology infrastructure. This contains applications, servers, databases, computers and other technology frameworks that are employed to process, store and send data over an organization.

  1. Simulation tools

Our proposed technology follows the succeeding software requirements as follows. The simulation tool that was used to implement the work is Python – 3.11.4 or above version. Then the operating system here used to operate the work is Windows 10 (64 – bit).

  1. Results

The research here we proposed is IT infrastructure for big data and it faces some difficulties in the existing technologies to overcome them. The proposed technology metrics are compared with the existing technology methods and verify that our proposed research gives the best outcomes. This proposed research is executed by utilizing the developmental tool Python – 3.11.4 or above version.

Big Data Research Ideas:

Below we provided are the research topics that are related to this proposed Information Technology. These topics give some information about this information technology based concepts, uses, application and some other details related to this proposed research.

  1. Intelligent Information Technologies and Software Modules for Determining the Human Health State in Normal and Pathological Conditions
  2. Performance Management of Information Technology Governance in Malaysian Public Higher Education Institutions
  3. Geospatial Processing Technology and Future Information Technology Disaster Recovery – Systematic Literature Review
  4. Intellectual Migration and Its Impact on the Development of Information Technology: History and Perspectives
  5. Role of Information Technology in Strengthening Engineering Education in Environmental Engineering Specialty
  6. Analysis of Information Technology Outsourcing Services as Future Scope in Indian IT Industries
  7. A preliminary study on Information Technology Startup Challenges and their Plausible Solutions from Lean-Agile Methodology
  8. The importance of E-Leadership in Higher Education Institutions Determined by Advanced Information Technology
  9. Information Technology to the Rescue? Explaining the Acceptance of Emergency Response Information Systems by Firefighters
  10. Application of Computer Information Technology in the Digital Transformation of Power Enterprise Management
  11. Research on the Training Strategy of Information Technology Enabling Engineering Talents Training
  12. Prospects for the spread of information technologies and artificial intelligence in the context of Academician Glushkov V.M. predictions
  13. Challenges in Translation of Information Technology Texts (English-Ukrainian Language Pair): Experience of Using CAT Tools
  14. Information Technology Capability Using COBIT 2019 Framework (Case Study: PT. Emobile Indonesia)
  15. Information Technology based on an Ontological Approach for Identification of the Recurrent Laryngeal Nerve During Operations on the Neck Organs
  16. Blockchain-Enabled Communication Network Transforms Information Technologies: A Thematic Analysis
  17. Case Study on the Application of Information Technology in Physical Education Teaching Based on Independent Sample T test
  18. The Use of Information Technologies in the Process of Implementing Inclusive Educational Practice
  19. Information Technology for Automating the Determination of the Statistical Profile of Ukrainian-Language Texts
  20. The Application of Information Technology in Moral Education of Colleges: Problems and Solutions
  21. Information Technology Based on Recommendation Algorithm in the Learning Power Enhancement Guide Platform
  22. Decision Support System of Part-Time Job Applicants Rank for Information Technology Students Using the MOORA Method
  23. Analysis of Information Technology Services Using ITIL v3 and ISO 21001:2018 in Academic Information Systems at Institut Seni Indonesia Yogyakarta
  24. Intelligent Information Technology for Identification of Remaining Defects in Software Products
  25. Determinants of Intention to Use Project Management Information System by Agile Project Teams in the Information Technology Industry in Sri Lanka: An Extension of the Classic Technology Acceptance Model
  26. Security Vulnerability and Key Points of Encryption Technology of Computer Information Technology Data
  27. Research on the design and application of early childhood language education activities supported by information technology
  28. Research on Design Model of Enterprise Safety Risk Monitoring System Based on Information Technology
  29. Characteristics Analysis of Subject Knowledge Networks of Textbooks Based on Complex Networks——Taking high school information technology subject textbooks as an example
  30. The Influence of Information Technologies on the Development of Measurement Tools and Methods in Ukraine (second half of the 20th century)
  31. Research on the Current Situation of Computational Thinking Training in Primary School Information Technology Teaching — Based on the Literature Analysis of CNKI
  32. Exploring and Practicing of the Advanced Learning Teaching in New Engineering Education with the Assistance of Information Technology – based on the course of “Microcontroller Principle and Application Technology”
  33. Central Bank Digital Currency (CBDC) Information Technology System Design : A Literature Review
  34. Student Academic Advisement Augmented by Artificial Intelligence in the School of Computing and Information Technology, University of Technology, Jamaica
  35. Assessing the Impact of Education on Economic Growth with the Help of Information Technology
  36. Accounting for change: the importance of information technology in the accountants academic qualification
  37. Data Information Technology Evaluation Algorithm Based on Knowledge Graph and Feature Recognition
  38. Exploration on Heterogeneous Network Security Monitoring Algorithm Based on Big data Intelligent Information Technology
  39. The Role of Information Technology in Changing Business Models to Increase Competitive Advantage of Ultra Micro Financing Institutions: Case Study of Institution ABC
  40. Optimization of ETA using information technologies in order to minimize the negative impacts of anchoring
  41. Information Ecology, Problems and Negative Impacts In the Context of Information Technologies
  42. Construction of Information Technology Comprehensive Training Platform Based on Artificial Intelligence
  43. Research on International Chinese Education Led by Information Technology in the Post-Epidemic Era
  44. Development of a Competence Model in the Field of Information Technology Using Ontologies and Knowledge Bases
  45. Decision Support System Mapping of Information Technology Training for Students with Blind Disabilities
  46. How Information Technology Capability Affects Supply Chain Innovation and Performance: A Cross-Boundary Ambidexterity Perspective
  47. Research Progress of Bridging Digital Divide for Older Adults through Information Technology Training—A Bibliometric Analysis and Visualization Based on CiteSpace
  48. The Impact of Information Technology Investment on the Performance of Apparel Manufacturing Enterprises: Based on the Moderating Effect of Equity Concentration
  49. The Impact of Information Technology and Social Network in Knowledge Sharing for Organization Performance (A Case Study Approach)
  50. Feasibility Analysis of Investment Systems and Information Technology using New Information Economics method at KPN Plantation