A multiplatform reasoning engine for the Semantic Web of Everything

Ruta, Michele; Scioscia, Floriano; Bilenchi, Ivano; Gramegna, Filippo; Loseto, Giuseppe; Ieva, Saverio; Pinto, Agnese

doi:10.1016/j.websem.2022.100709

Cited by 18 publications

(4 citation statements)

References 24 publications

Supporting

Mentioning

Contrasting

Order By: Relevance

“…For the calculation of MT between the ontology of current services a and given services b, we follow the definition in [37]. Exact match means a equals or is a subclass of b. Plugin means a is a "subconcept" of b. Subsume means a is a "superconcept" of b.…”

Section: Qos Evalutationmentioning

confidence: 99%

See 1 more Smart Citation

A Hybrid Strategy Improved SPEA2 Algorithm for Multi-Objective Web Service Composition

Wang,

Du,

Chen

2024

Applied Sciences

View full text Add to dashboard Cite

Service-oriented architectures have become increasingly prevalent in internet application design, leading to a proliferation of services. Managing and composing these web services pose a classic non-deterministic polynomial-time hard problem. The web service composition problem (WSCP) based on the input–output model (IOM) involves the automatic composition of services without relying on a pre-defined workflow. Multi-objective evolutionary algorithms offer a solution that goes beyond simple weighted average calculations for quality of service, catering to diverse user needs in service composition. This paper introduces a multi-objective heuristic algorithm based on the SPEA2 called MSPEA2+. Specific modifications are incorporated in MSPEA2+ to support the breeding, crossover, and mutation processes, tailored for IOM-based WSCP. Validating the algorithm performance through finding suitable combination results for each task in the WSC-08 dataset, our experiments showed that MSPEA2+ has better iterative efficiency than existing multi-objective methods and outperforms them in terms of quality of service. MSPEA2+ achieved the lowest IGD value across all seven tasks, an improvement of 81.7% IGD value compared with the SPEA2 algorithm in WSC-0804.

show abstract

Section: Qos Evalutationmentioning

confidence: 99%

“…The rest of the situations are defined as failures. Note that there is a deviation from the definition of "subconcept" and "superconcept" as presented in [37]. We focus solely on the layer difference between two layers to prevent excessive performance losses.…”

Section: Qos Evalutationmentioning

confidence: 99%

A Hybrid Strategy Improved SPEA2 Algorithm for Multi-Objective Web Service Composition

Wang,

Du,

Chen

2024

Applied Sciences

View full text Add to dashboard Cite

show abstract

“…Academic semantic network, knowledge map and world knowledge are similar, but do not straighten out the unified generated process of the universe and thinking [18][19][20][21][22][23] .…”

Section: Generated System Of the Universementioning

confidence: 99%

Generated art if icial general intelligence --the philosophical principle of artificial general intelligence and give an example

Ma¹

2022

Preprint

View full text Add to dashboard Cite

In recent years, with the development of brain science, neuroscience and cognitive science, artificial intelligence technology has made a series of achievements.however, it still fails to achieve the human level of universal artificial intelligence, and the cognitive structure and consciousness are still unsolved mysteries.this paper integrates the evolutionary lawsof the universe, life and thinking, summarizes a modelof generated general intelligence and reveal its philosophical principle and algorithm structure, thencalculates the functions of thinking and consciousnessone by one.the results show that the model and its based principles and algorithms conform to the essential characteristics of biology, physics, neuroscience, cognitive science and philosophy of intelligent species. It is a first implementation modelof artificialgeneral intelligence that truly simulates human intelligence.this paper reveals the essence of cognition, thinking and consciousness, which is the first time to find the operation mode of the last mysterious zone thathuman brain, and also the first answer to the origin of philosophy and the mystery of human mind since human history.

show abstract

“…Academic semantic network, knowledge map and world knowledge are similar, but do not straighten out the uni ed generated process of the universe and thinking [18][19][20][21][22][23].…”

Section: Generated System Of the Universementioning

confidence: 99%

Generated Artificial General Intelligence -- The Philosophical Principle of Artificial General Intelligence and Give an Example

Ma¹

2022

SSRN Journal

View full text Add to dashboard Cite

A multiplatform reasoning engine for the Semantic Web of Everything

Cited by 18 publications

References 24 publications

A Hybrid Strategy Improved SPEA2 Algorithm for Multi-Objective Web Service Composition

A Hybrid Strategy Improved SPEA2 Algorithm for Multi-Objective Web Service Composition

Generated art if icial general intelligence --the philosophical principle of artificial general intelligence and give an example

Generated Artificial General Intelligence -- The Philosophical Principle of Artificial General Intelligence and Give an Example

Contact Info

Product

Resources

About