LRP-Based path relevances for global explanation of deep architectures

Guerrero-Gómez-Olmedo, Ricardo; Salmeron, Jose L.; Kuchkovsky, Carlos

doi:10.1016/j.neucom.2019.11.059

Cited by 11 publications

(3 citation statements)

References 7 publications

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“…However, blockchain still faces the central issue in every type of technology, such as the issues and challenges hindering its ultimate utilization. Previous research has demonstrated the diversity of blockchain applications and the complexity attributed to the variations of techniques [81,115]. Moreover, blockchain plays a vital role in applications [111,116].…”

Section: Policymentioning

confidence: 99%

“…Thus, many factors were considered to improve performance and influence energy efficiency in shipping operations [93]. The last group of efficiency performance motivations involves addressing aspects such as reliability, availability and throughput in areas integrated alongside blockchains like cloud computing [81] and the efficacy of machine learning algorithms [115]. Data interoperability effectiveness in data exchange has also been significant [117].…”

Section: Efficiencymentioning

confidence: 99%

See 1 more Smart Citation

A Review of Smart Contract Blockchain Based on Multi-Criteria Analysis: Challenges and Motivations

Alshahrani¹,

Kiah²,

B.³

et al. 2023

Computers, Materials &Amp; Continua

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A smart contract is a digital program of transaction protocol (rules of contract) based on the consensus architecture of blockchain. Smart contracts with Blockchain are modern technologies that have gained enormous attention in scientific and practical applications. A smart contract is the central aspect of a blockchain that facilitates blockchain as a platform outside the cryptocurrency spectrum. The development of blockchain technology, with a focus on smart contracts, has advanced significantly in recent years. However, research on the smart contract idea has weaknesses in the implementation sectors based on a decentralized network that shares an identical state. This paper extensively reviews smart contracts based on multi-criteria analysis, challenges and motivations. Therefore, implementing blockchain in multicriteria research is required to increase the efficiency of interaction between users via supporting information exchange with high trust. Implementing blockchain in the multi-criteria analysis is necessary to increase the efficiency of interaction between users via supporting information exchange and with high confidence, detecting malfunctioning, helping users with performance issues, reaching a consensus, deploying distributed solutions and allocating plans, tasks and joint missions. The smart contract with decision-making performance, planning and execution improves the implementation based on efficiency, sustainability and management. Furthermore, the uncertainty and supply chain performance lead to improved users' confidence in offering new solutions in exchange for problems in smart contacts. Evaluation includes code analysis and performance, while development performance can be under development.

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Section: Policymentioning

confidence: 99%

Section: Efficiencymentioning

confidence: 99%

A Review of Smart Contract Blockchain Based on Multi-Criteria Analysis: Challenges and Motivations

Alshahrani¹,

Kiah²,

B.³

et al. 2023

Computers, Materials &Amp; Continua

View full text Add to dashboard Cite

show abstract

“…Upon the completion of data loading, the immediate utilisation of a parameterised quantum circuit became indispensable. This circuit is similar to the layers in conventional neural networks [26]. It encompasses an ensemble of trainable weights.…”

Section: Experiments Designmentioning

confidence: 99%

Variational Quantum Circuit Topology Grid Search for Hypocalcemia Following Thyroid Surgery

Salmeron,

Fernández-Palop

2023

Mathematics

Self Cite

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Quantum computing’s potential to revolutionise medical applications has spurred interest in leveraging quantum algorithms for healthcare challenges. In this research, the authors explored the application of variational quantum circuits to predicting hypocalcemia risk following thyroid surgery. Hypocalcemia, resulting from hypoparathyroidism, is a common post-surgical complication. This novel approach includes a topology grid search of the variational quantum circuits. To execute the grid search, our research employed a classical optimiser that guided the adjustment of different circuit topologies, assessing their impact on predictive performance. Our research used, as relevant features, an intra-operative PTH (parathyroid hormone) at 10 min post-removal and percentage decrease of pre-operative and intra-operative PTH levels. The findings revealed insights into the interplay between variational quantum circuit topologies and predictive accuracy for hypocalcemia risk assessment.

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Unlocking the black box: an in-depth review on interpretability, explainability, and reliability in deep learning

ŞAHiN,

Arslan,

Özdemir

2024

Neural Comput & Applic

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LRP-Based path relevances for global explanation of deep architectures

Cited by 11 publications

References 7 publications

A Review of Smart Contract Blockchain Based on Multi-Criteria Analysis: Challenges and Motivations

A Review of Smart Contract Blockchain Based on Multi-Criteria Analysis: Challenges and Motivations

Variational Quantum Circuit Topology Grid Search for Hypocalcemia Following Thyroid Surgery

Unlocking the black box: an in-depth review on interpretability, explainability, and reliability in deep learning

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