Effective Classification Algorithms and Feature Selection for Bio-Medical Data using IoT

Masood, Junaid; Shahzad, Muhammad; Khan, Zahoor Ali; Akre, Vishesh; Rajan, Amala; Ahmed, Sheeraz; Masood, Fawad

doi:10.1109/itt51279.2020.9320785

Cited by 22 publications

(21 citation statements)

References 9 publications

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“…The reason could be the fact that the continuous care model has the potential to mitigate negative symptoms such as fatigue and insomnia in patients, which, in turn, can enhance their emotional state and improve their overall life quality. [20][21][22] Specialized nurses can reduce patients negative emotions and improve their life quality by guiding them to complete simple and moderate aerobic exercise, as well as a healthy lifestyle, comfortable sleep environment, and correct concepts. This was consistent with the nursing research results of scholars on lung cancer patients.…”

Section: Discussionmentioning

confidence: 99%

Life quality improvement of patients with non-small cell lung cancer undergoing targeted therapy: A case study of continuous care

Min,

Zhu,

et al. 2023

Medicine

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To investigate the improvement effect of targeted therapy on non-small cell carcinoma patients life quality after the continuous nursing intervention. 104 non-small cell lung cancer patients in our hospital from July 2017 to November 2019 were allocated evenly and randomly into the control group (C) and the study group (S). By using clinical baseline data, quality of life questionnaire core 30 for cancer patients, evaluation of patient compliance behavior, the MOS item short-form health survey (SF-36), self rating depression scale (SDS), self rating anxiety scale (SAS), Overall Survival (OS) progression-free survival and adverse reaction symptoms were evaluated for the life quality of patients. There was comparability between the 2 sets of basic data. There was no significant difference in quality of life questionnaire core 30, SF-36, SAS, or SDS scores before treatment. After 3 months, there was a significant difference in the scores of various scales before treatment. At the same time, there was significant statistical significance before and after treatment in Group S. Their compliance rates were 84.62% and 98.08%. Adverse reactions incidence in Group S was lower. Taking a 2-year follow-up period as an example, significant statistical differences existed in OS and progression-free survival rates between adenocarcinoma and squamous carcinoma. SDS and SAS had high consistency in scoring with QLQ-30 and SF-36 scales. Targeted treatment for non-small cell carcinoma patients significantly improves their life quality and reduces the incidence of adverse reactions after continuous nursing intervention.

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Section: Discussionmentioning

confidence: 99%

Life quality improvement of patients with non-small cell lung cancer undergoing targeted therapy: A case study of continuous care

Min,

Zhu,

et al. 2023

Medicine

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“…e suggested technique has a low computing overhead and produces a secure ciphertext image within a few seconds. Our work can be further improved and modified to encrypt sensor data, biomedical data [33,34] in the future. Furthermore, the system can be improved using the concept of parallelism to encrypt massive amounts of multimedia data.…”

Section: Discussionmentioning

confidence: 99%

A New Multistage Encryption Scheme Using Linear Feedback Register and Chaos‐Based Quantum Map

et al. 2022

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With the increasing volume of data transmission through insecure communication channels, big data security has become one of the important concerns in the cybersecurity domain. To address these concerns and keep data safe, a robust privacy-preserving cryptosystem is necessary. Such a solution relies on chaos encryption algorithms over standard cryptographic methods that possess multistage encryption levels, including high speed, high security, low compute overheads, and procedural power, among other characteristics. In this work, a secure image encryption scheme is proposed using linear feedback shift register (LFSR) and chaos-based quantum chaotic map. The focus of the scheme is mainly dependent on the secret keys from the input of the algorithm. The threat landscape, the statistical test analysis, along critical comparisons with other schemes indicate that the presented algorithm is significantly secure and is resistant to a wide range of different attacks such as differential and statistical attacks. The proposed method has sufficiently higher sensitivity and security when compared to existing encryption algorithms. Several security parameters validated the security of proposed work such as correlation coefficient analyses among the neighboring pixels, entropy, the number of pixels change rate (NPCR), unified average change intensity (UACI), mean square error (MSE), brute force, key sensitivity, and peak signal to noise ratio (PSNR) analyses. The randomness of the ciphers produced by the proposed technique is also passed through NIST-800-22. The results of NIST indicate that the ciphers are highly random and do not produce any type of periodicity or pattern.

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“…We aim to enhance the proposed scheme for asymmetric key encryption. In future, we will explore using our suggested cryptographic techniques to secure other kinds of data, such as diabetes classifications and biological data [53].…”

Section: Discussionmentioning

confidence: 99%

An Efficient Lightweight Image Encryption Scheme Using Multichaos

Ullah

Shah

Khan

et al. 2022

Security and Communication Networks

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With an immense increase in Internet multimedia applications over the past few years, digital content such as digital images are stored and shared over global networks, the probability for information leakage and illegal modifications to the digital content is at high risk. These digital images are transferred using the network bandwidth; therefore, secure encryption schemes facilitate both information security and bandwidth issues. Hence, a state-of-the-art lightweight information security methodology is required to address this challenge. The main objective of this work is to develop a lightweight nonlinear mechanism for digital image security using chaos theory. The proposed scheme starts by changing a plain image into an encrypted image to improve its security. A block cipher, using lightweight chaos, has been added to achieve this objective for digital image security. We utilized multiple chaotic maps to generate random keys for each channel. Also, Arnold cat map and chaotic gingerbread map are used to add confusion and diffusion. During the permutation stage, image pixels are permuted, while in diffusion stage, pixels are distorted utilizing gingerbread map to add more security. The proposed scheme has been validated using different security parameter tests such as correlation coefficient tests (CC), whose results have been observed closer to zero and information entropy (IE) value is 7.99, respectively, which is almost equal to the ideal value of 8. Moreover, number of pixels changing rate (NPCR) obtained value is higher than 99.50%, while the unified average changing intensity (UACI) is 33.33. Other parameters such as mean absolute error (MAE), mean square error (MSE), lower value of peak to signal noise ratio (PSNR), structural content (SC), maximum difference (MD), average difference (AD), normalized cross-correlation (NCC), and histogram analysis (HA) is tested. The computed values of the proposed scheme are better. The achieved results after comparison with existing schemes highlight that the proposed scheme is highly secure, lightweight, and feasible for real-time communications.

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Effective Classification Algorithms and Feature Selection for Bio-Medical Data using IoT

Cited by 22 publications

References 9 publications

Life quality improvement of patients with non-small cell lung cancer undergoing targeted therapy: A case study of continuous care

Life quality improvement of patients with non-small cell lung cancer undergoing targeted therapy: A case study of continuous care

A New Multistage Encryption Scheme Using Linear Feedback Register and Chaos‐Based Quantum Map

An Efficient Lightweight Image Encryption Scheme Using Multichaos

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