Non invertible Transformation Research Topics

This Non-Invertible transformation comes under the mathematics field, in the sub section of Linear algebra. In order to learn more about this kind of transformation you can read this research paper completely which is based on non-invertible transformation.

1. Define Non-invertible Transformation

In mathematics from the area of linear algebra, the transformation which cannot be inversed is known as non-invertible transformation. In other words, when mapping is done from one to the other set then there will not be any possibility to find the input from output obtained.

2. What is Non-invertible Transformation?

This is a function or simply mathematical transformation which not have its inverse. If some group of values undergo a transformation, and from the result of transformed valued you could not find the original value, then that is a non-invertible transformation. This type of non invertibility symbolically represents that loss of information during a transformation can happen. One-to-one correspondence is not possible between input and output in this case.

3. Where Non-invertible Transformation is used?

In this section we are going to discuss about the uses of non-invertible transformation. It can be used in various places like Data Compression, Audio Compression, Signal Processing, Machine Learning, Cryptographic Hash Functions, Error-Correction Codes and Feature Engineering.

4. Why Non-invertible Transformation is proposed? Previous Technology Issues

This technique will create new approaches and also work based on the non-invertible transformation. This technique will mainly target to enhance security of the sensitive data by producing some strong framework and also provide safe validation and authentication procedures.

The issues faced by this technology in earlier stages are listed here: Lacking in accuracy, not effective management of key, time consuming and Insufficient labeled data.

5. Algorithms / Protocols

After knowing about the technology, uses of it and the issues faced by them in the earlier stage, now we are going to learn about the algorithms used for this technology. The algorithms provided for non-invertible transformation to overcome the previous issues faced by it are: “SA-PSO”, Normalization, Binarization, Thinning, Grayscale conversion, ME-MAES, Region growing, “GAN integrated bio-hashing” and “Improved Sequential SIFT”.

6. Comparative study / Analysis

Here in this section we are going to compare different algorithms related to this study in order to find the best one. Contrast Limited Adaptive Histogram Equalization (CLAHE) and Fast Fourier transform (FFT), Fuzzy commitment method CNN and Convolutional neural networks, “Machine learning to create fingerprint classification techniques”, “Interplanetary File System” (IPFS) and “Advanced Encryption Standard” (AES), Fuzzy commitment protocol.

7. Simulation results / Parameters

The approaches which were proposed to overcome the issues faced by non-invertible transformation in the above section are tested using different methodologies to analyze its performance. The comparison is done by using metrics like True acceptance rate, false acceptance rate, True rejection rate and false rejection rate, Recall, Accuracy and Precision.

8. Dataset LINKS / Important URL

Here are some of the links provided for you below to gain more knowledge about non-invertible transformation which can be useful for you:

• https://ieeexplore.ieee.org/abstract/document/8669835
• https://www.mdpi.com/1999-4893/12/11/241
• https://www.mdpi.com/2227-7390/9/7/730
• https://www.mdpi.com/2076-3417/12/4/2028

9. Non-invertible Transformation Applications

In this next section we are going to discuss about the applications of non-invertible transformation technology for Anomaly detection. This technology has been employed in many industries, from which some of them are listed here: Perturbation techniques, Signal processing quantization, regularization in Machine learning, Anonymization, Digital watermarking, Data privacy, Security systems for Biometric, Cryptographic randomization and Lossy compression from Multimedia.

10. Topology

Here you are going to learn about the different choices of topologies which can be used in non-invertible transformation system. They are: Non-invertible transformation, Matching, Segmentation, Feature extraction, Pre-processing and Feature selection.

11. Environment

The environment in which the operation of non-invertible transformation is functioning includes Economics, Business, Built Environment, Human Environment, Information Technology, Physical Environment, Virtual Environment, Natural and Ecological Environment.

12. Simulation Tools

Now after a clear idea about this technique, you have to know about simulating that system. Here we provide some simulation software for non-invertible transformation, which is established with the usage of Python tool version 3.11.4.

13. Results

After going through this research based on non-invertible transformation which provide lot of information for you, so utilize this to clarify the doubts you have about its technology, applications of this technology, and different topologies of it, algorithms followed by it also about the limitations and how it can be overcome.

Non invertible Transformation Research Ideas

1. Data Disclosure with Non-Zero Leakage and Non-Invertible Leakage Matrix
2. Non-invertible Gauss law and axions
3. Non-invertible symmetries of N = 4 SYM and twisted compactification
4. Symmetry TFTs and anomalies of non-invertible symmetries
5. Non-invertible duality defect and non-commutative fusion algebra
6. FinCaT: a novel approach for fingerprint template protection using quadrant mapping via non-invertible transformation
7. Non-invertible Condensation, Duality, and Triality Defects in 3+1 Dimensions
8. Symmetry TFTs for Non-invertible Defects
9. A Goldstone theorem for continuous non-invertible symmetries
10. Exploring non-invertible symmetries in free theories
11. When ℤ2 one-form symmetry leads to non-invertible axial symmetries
12. Non-invertible symmetries and RG flows in the two-dimensional O (n) loop model
13. Higher Gauging and Non-invertible Condensation Defects
14. on the 6d origin of non-invertible symmetries in 4d
15. Comments on Non-invertible Symmetries in Argyres-Douglas Theories
16. Non-invertible symmetries from discrete gauging and completeness of the spectrum
17. An alignment-free non-invertible transformation-based method for generating the cancellable fingerprint template
18. Mixed anomalies, two-groups, non-invertible symmetries, and 3d superconformal indices
19. Generalized chiral instabilities, linking numbers, and non-invertible symmetries
20. Non-invertible symmetries of class S theories
21. Non-invertible symmetries in supergravity
22. Asymptotic density of states in 2d CFTs with non-invertible symmetries
23. Spectrum of weighted composition operators’ part VIII lower semi-Fredholm spectrum of weighted composition operators on C (K). The case of non-invertible surjections
24. Non-invertible self-duality defects of Cardy-Rabinovici model and mixed gravitational anomaly
25. Noninvertible anomalies in SU (N) × U (1) gauge theories
26. Non-invertible Cancellable Template for Fingerprint Biometric
27. A linear algorithm for the minimal realization problem in physical coordinates with a non-invertible output matrix
28. Spectrum of weighted composition operators, Part VII: Essential spectra of weighted composition operators on C (K).The case of non-invertible homeomorphisms
29. Immune response in sexual inverted and non-inverted Nile tilapia fingerlings supplemented with organic acid and essential oil
30. Symmetric Key Cryptography: Review, Algorithmic Insights, and Challenges in the Era of Quantum Computers
31. Security of Image Using Watermarking Techniques and Visual Cryptography
32. Quantum Resilient Public Key Cryptography in Internet of Things
33. Design of secure QR payment system using Visual Cryptography method
34. Low-Cost Shuffling Countermeasures against Side-Channel Attacks for NTT-Based Post-Quantum Cryptography
35. An Efficient Security Solution for IoT and Cloud Security Using Lattice-Based Cryptography
36. Digital Signature and Private Key Cryptography Mechanisms for Enhancing Node Authentication in WSN
37. Proposed Security Enhancement Conceptual Models Using Quantum Key Distribution for Future Cryptography
38. Homomorphic Encryption Based on Post-Quantum Cryptography
39. Embedded Light-Weight Cryptography Technique to Preserve Privacy of Healthcare Wearable IoT Device Data
40. Combined Fault and DPA Protection for Lattice-Based Cryptography
41. High-Speed VLSI Architectures for Modular Polynomial Multiplication via Fast Filtering and Applications to Lattice-Based Cryptography
42. Quantum Cryptography: Mathematical Modeling and Security Analysis
43. An Efficient Hardware Design of Prime Field Modular Inversion/Division for Public Key Cryptography
44. Post-Quantum Cryptography Neural Network
45. Post Quantum Implications on Private and Public Key Cryptography
46. AC-PM: An Area-Efficient and Configurable Polynomial Multiplier for Lattice Based Cryptography
47. A Novel Unified Modular Arithmetic Unit for Elliptic Curve Cryptography
48. Revisiting Higher-Order Masked Comparison for Lattice-Based Cryptography: Algorithms and Bit-Sliced Implementations
49. RSA Cryptography and GZIP Steganography Techniques for Information Hiding and Security using Java
50. Application Research of Quantum Cryptography Communication Technology