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๐ŸŽ‰ ๐‚๐ž๐ฅ๐ž๐›๐ซ๐š๐ญ๐ข๐ง๐  ๐‘๐ž๐ฌ๐ž๐š๐ซ๐œ๐ก ๐„๐ฑ๐œ๐ž๐ฅ๐ฅ๐ž๐ง๐œ๐ž: ๐๐ซ๐จ๐Ÿ๐ž๐ฌ๐ฌ๐จ๐ซ ๐“๐ž๐จ๐ก ๐’๐ฐ๐ž๐ž ๐‡๐ข๐ง ๐€๐ฆ๐จ๐ง๐  ๐ญ๐ก๐ž ๐–๐จ๐ซ๐ฅ๐'๐ฌ ๐“๐จ๐ฉ ๐Ÿ% ๐’๐œ๐ข๐ž๐ง๐ญ๐ข๐ฌ๐ญ๐ฌ ๐ข๐ง ๐Ÿ๐ŸŽ๐Ÿ๐Ÿ”! We are delighted to congratulate our author, ๐๐ซ๐จ๐Ÿ๐ž๐ฌ๐ฌ๐จ๐ซ ๐’๐ฐ๐ž๐ž ๐‡๐ข๐ง ๐“๐ž๐จ๐ก, on being recognised in the 2026 Stanfordโ€“Elsevier Citation Database for his career-long research impact in biomedical engineering. World Scientific is proud to publish his work and celebrate this well-deserved achievement. To celebrate this special achievement, enjoy ๐Ÿ๐Ÿ“% ๐Ž๐…๐… the following publications with discount code ๐–๐Œ๐‚๐‹๐…๐Ÿ๐Ÿ“! ๐Ÿ“– ๐ƒ๐ž๐ฌ๐ข๐ ๐ง๐ข๐ง๐  ๐Œ๐š๐ญ๐ž๐ซ๐ข๐š๐ฅ๐ฌ ๐Ÿ๐จ๐ซ ๐Œ๐ž๐๐ข๐œ๐š๐ฅ ๐ƒ๐ž๐ฏ๐ข๐œ๐ž๐ฌ โ€“ ๐…๐ฎ๐ง๐๐š๐ฆ๐ž๐ง๐ญ๐š๐ฅ๐ฌ worldscientific.com/worldsciโ€ฆ ๐Ÿ“– ๐„๐ง๐ ๐ข๐ง๐ž๐ž๐ซ๐ข๐ง๐  ๐Œ๐š๐ญ๐ž๐ซ๐ข๐š๐ฅ๐ฌ ๐Ÿ๐จ๐ซ ๐๐ข๐จ๐ฆ๐ž๐๐ข๐œ๐š๐ฅ ๐€๐ฉ๐ฉ๐ฅ๐ข๐œ๐š๐ญ๐ข๐จ๐ง๐ฌ worldscientific.com/worldsciโ€ฆ #Bioengineering #BiomedicalEngineering #Top2PercentScientists #ResearchExcellence
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๐Ÿ”ฅ๐Ÿ“ From Carnot cycles to shock waves and chemical reactionsโ€”how do energy, enthalpy, and entropy come together to explain the systems that power our world? ๐Ÿ“˜ ๐™๐™๐™š๐™ง๐™ข๐™ค๐™™๐™ฎ๐™ฃ๐™–๐™ข๐™ž๐™˜๐™จ ๐™›๐™ค๐™ง ๐™€๐™ฃ๐™œ๐™ž๐™ฃ๐™š๐™š๐™ง๐™ž๐™ฃ๐™œ by Joel Rosenbaum offers a unified, interdisciplinary approach to one of science's most far-reaching subjectsโ€”spanning mechanical, chemical, and materials engineering through to physics, chemistry, biology, and mathematics. With every algebraic step presented in full and concepts reinforced through detailed explanations and worked examples, this book complements standard course materials by delivering extra clarity, depth, and a broader perspective. ๐Ÿ”Ž Why this book is essential reading: โš™๏ธ 1. The Machinery of Thermodynamics ๐Ÿ“– Foundational concepts of energy, enthalpy, and entropy introduced early and reinforced throughout ๐ŸŽฒ Probabilistic derivations of Boltzmann, Fermiโ€“Dirac, and Boseโ€“Einstein distributions ๐Ÿ›ค๏ธ Thermodynamic paths in gaseous media and key preliminary concepts ๐Ÿ”„ 2. Classical Thermodynamic Cycles โ™ป๏ธ The Carnot family of cycles as a conceptual cornerstone ๐Ÿš— Automobile cycles including Otto, Diesel, and Dual โœˆ๏ธ From Diesel and Ericsson to the Brayton cycle โ„๏ธ 3. Special Cycles and Thermal Systems ๐Ÿ’ง Cycles with phase change including Rankine and Bellโ€“Coleman ๐ŸงŠ Refrigerants, air conditioners, and heat pumps ๐Ÿ”ง Often-underexplored passive components like throttles, diffusers, and nozzles ๐Ÿ’จ 4. Nozzles, Fluid Flow, and Shock Waves ๐ŸŒฌ๏ธ Converging and diverging nozzles ๐Ÿ”Š The speed of sound in compressible flow ๐Ÿ’ฅ An accessible introduction to shock waves โš—๏ธ 5. Mixtures and Chemical Reactions ๐Ÿ“ The Clausius inequality and the Second Law ๐Ÿงช Chemical potential, mixtures, and colligative properties ๐Ÿ”ฅ Chemical reactions, Le Chatelier's Principle, and the Haberโ€“Bosch process ๐ŸŒ Explore the book here: worldscientific.com/worldsciโ€ฆ ๐Ÿ’ก Ideal for undergraduate students, former students revisiting the subject, scientists and engineers broadening their foundationsโ€”and even curious laypeople eager to explore thermodynamics from a fresh perspective. ๐Ÿ‘‰ Quote WSTWTR30 at checkout to enjoy 30% off your purchase now! #CarnotCycle #BraytonCycle #RankineCycle #OttoCycle #DieselCycle #StirlingCycle #EricssonCycle #BellColemanCycle #ClausiusInequality #ClapeyronEquation #GibbsHelmholtzEquation #JouleThomsonExperiment #ColligativeProperties #ChemicalPotential #BoltzmannDistribution #FermiDiracStatistics #BoseEinsteinStatistics #LeChateliersPrinciple #HaberBoschProcess #ShockWaveDynamics #SpeedOfSound #ConvergingDivergingNozzle #HeatPumpCycles #EntropyOfMixing
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What does the future of healthcare look like? Explore expert perspectives on medical innovation, patient-centred care, healthcare analytics and clinical practice in World Scientific's General Healthcare Collection. ๐Ÿ”—worldscientific.com/area/genโ€ฆ
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๐€๐Ÿ๐Ÿ๐ž๐œ๐ญ๐ข๐ฏ๐ž ๐ƒ๐ž๐œ๐ข๐ฌ๐ข๐จ๐ง-๐Œ๐š๐ค๐ข๐ง๐  ๐š๐ง๐ ๐๐ž๐ซ๐ฉ๐ฅ๐ž๐ฑ๐ข๐ญ๐ฒ ๐ข๐ง ๐ƒ๐ข๐ ๐ข๐ญ๐š๐ฅ ๐Œ๐ž๐๐ข๐š ๐’๐จ๐œ๐ข๐š๐ฅ ๐๐ž๐ก๐š๐ฏ๐ข๐จ๐ซ ๐๐š๐ฌ๐ž๐ ๐จ๐ง ๐๐‹๐ ๐š๐ง๐ ๐‚๐‹๐ˆ๐ doi.org/10.1142/S01291564254โ€ฆ Why should you read this research article? ๐Ÿ”นAddresses the growing challenge of emotionally-driven, "boundedly rational" privacy decision-making on #DigitalMedia platforms, where users struggle to weigh privacy risks against social benefits โ€” proposing a framework that integrates #DualProcessTheory, privacy communication management theory, and #RoleTheory to model these complex behaviours. ๐Ÿ”นLeverages #NLP and #CLIP (#ContrastiveLanguageImagePretraining) in tandem to perform cross-modal #SentimentAnalysis across text and image data harvested from platforms such as Weibo, WeChat, and Instagram โ€” enabling the construction of accurate user behavioural portraits that capture interests, preferences, and emotional tendencies. ๐Ÿ”นConstructs three interconnected research models examining how role conflict, emotional valence, and privacy boundary formation interact to shape users' self-disclosure decisions on #SocialMedia โ€” validated through a series of four 2ร—2 laboratory experiments involving simulation trials, interview trials, and data comparisons. ๐Ÿ”นCombines #BERT, #Word2Vec, #CNN, #LSTM, and CLIP within a unified text classification pipeline to perform multi-class sentiment analysis on privacy policy texts, classifying user emotions into positive, negative, and neutral categories and enabling automated evaluation of privacy compliance content. ๐Ÿ”นDemonstrates that the proposed NLP-CLIP model achieves an optimal solution probability of 0.96 โ€” matching industry-leading models โ€” whilst significantly improving computational speed and decision evaluation efficiency under limited hardware resources, outperforming benchmark models on CFI and NNFI metrics. Recommend this journal to your library today. We will be happy to work with your librarian to get you the necessary access โ€” email us at cjlim@wspc.com to kickstart this access today!
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Explore the ideas behind mathematical truth, proof and infinity. Deepen your understanding of logic and the foundations of mathematics. Click the banner to get the featured book and discover related titles! ๐Ÿ”—worldscientific.com/area/logโ€ฆ
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We are pleased to announce the launch of ๐™‹๐™ง๐™š๐™™๐™ž๐™˜๐™ฉ๐™š๐™™, ๐™‰๐™ค๐™ฉ ๐™ˆ๐™–๐™™๐™š: ๐™๐™๐™š ๐™๐™š๐™–๐™ก ๐™Ž๐™ฉ๐™–๐™ฉ๐™š ๐™ค๐™› ๐˜ผ๐™„ ๐™›๐™ค๐™ง ๐™ˆ๐™–๐™ฉ๐™š๐™ง๐™ž๐™–๐™ก๐™จ ๐˜ฟ๐™ž๐™จ๐™˜๐™ค๐™ซ๐™š๐™ง๐™ฎ by ๐๐ซ๐จ๐Ÿ. ๐—๐ข๐š๐ง ๐‰๐ฎ๐ง ๐‹๐จ๐ก, launched at SWITCH 2026 during the panel โ€œ๐“๐ก๐ž ๐…๐ฎ๐ญ๐ฎ๐ซ๐ž ๐ƒ๐ž๐ฉ๐ž๐ง๐๐ฌ ๐จ๐ง ๐Œ๐š๐ญ๐ž๐ซ๐ข๐š๐ฅ๐ฌ: ๐–๐ก๐š๐ญ ๐–๐ข๐ฅ๐ฅ ๐๐ž ๐ญ๐ก๐ž ๐ˆ๐ง๐Ÿ๐ฅ๐ž๐œ๐ญ๐ข๐จ๐ง ๐๐จ๐ข๐ง๐ญ ๐Ÿ๐จ๐ซ ๐Œ๐š๐ญ๐ž๐ซ๐ข๐š๐ฅ๐ฌ.๐€๐ˆ?โ€ Predicted, Not Made takes a rigorous and constructive look at what machine learning has โ€” and has not โ€” achieved in materials discovery. Moving beyond predictions and benchmark results, the book examines the real-world challenges of data, representation, synthesis, experimental validation, and translating computational discoveries into actual materials. It also highlights where AI-driven materials discovery is already delivering meaningful results, and what needs to change for the field to move from promising predictions to reproducible experimental breakthroughs. An essential read for researchers, graduate students, R&D scientists, and anyone working at the intersection of AI, materials science, and scientific discovery. ๐Ÿ“– ๐„๐ฑ๐ฉ๐ฅ๐จ๐ซ๐ž ๐ญ๐ก๐ž ๐›๐จ๐จ๐ค ๐ก๐ž๐ซ๐ž: worldscientific.com/worldsciโ€ฆ ๐Ÿ’ก Quote ๐ƒ๐ˆ๐’๐‚๐Ž๐•๐„๐‘๐Ÿ๐Ÿ“ for ๐Ÿ๐Ÿ“% ๐Ž๐…๐… โ€“ get your copy today! #MaterialsAI #MaterialsScience #ArtificialIntelligence #MachineLearning #MaterialsDiscovery #ComputationalMaterialsScience #MaterialsInformatics #ScientificDiscovery #SWITCH2026
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๐Ÿ”ฌ ๐๐ž๐ฒ๐จ๐ง๐ ๐ƒ๐ข๐ ๐ž๐ฌ๐ญ๐ข๐จ๐ง: ๐„๐ฑ๐ฉ๐ฅ๐จ๐ซ๐ข๐ง๐  ๐‡๐จ๐ฐ ๐ƒ๐ซ๐ฎ๐ ๐ฌ ๐€๐Ÿ๐Ÿ๐ž๐œ๐ญ ๐†๐š๐ฌ๐ญ๐ซ๐จ๐ข๐ง๐ญ๐ž๐ฌ๐ญ๐ข๐ง๐š๐ฅ ๐“๐ข๐ฌ๐ฌ๐ฎ๐ž๐ฌ How can understanding the mechanical behaviour of gastrointestinal tissues contribute to better drug and nutraceutical research? A study published in Journal of Mechanics in Medicine and Biology explores the biomechanical properties of gastrointestinal tissues, examining spontaneous and induced muscle contractions, tissue elasticity, and their responses to pharmaceutical compounds. Using guinea pig intestinal tissues as an experimental model, the researchers demonstrate how biomechanical analysis can provide valuable insights into the effects of active compounds on gastrointestinal function, supporting future research into treatments for digestive disorders. ๐Ÿ“– Free to Read Until 31 December 2026 worldscientific.com/doi/10.1โ€ฆ
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๐Ÿ’Ž๐ŸŒก๏ธ How do you cool high-power GaN RF devices that push wide bandgap semiconductors to their thermal limits? The answer may lie in growing diamond films directly onto the chip. ๐Ÿ“˜ ๐˜ฟ๐™ž๐™–๐™ข๐™ค๐™ฃ๐™™ ๐™„๐™ฃ๐™ฉ๐™š๐™œ๐™ง๐™–๐™ฉ๐™ž๐™ค๐™ฃ ๐™›๐™ค๐™ง ๐™€๐™ก๐™š๐™˜๐™ฉ๐™ง๐™ค๐™ฃ๐™ž๐™˜๐™จ ๐˜พ๐™ค๐™ค๐™ก๐™ž๐™ฃ๐™œ, edited by Samuel Graham and Martin Kuball, provides a practical, research-led guide to integrating Chemical Vapor Deposition (CVD) diamond films for next-generation electronics cooling, drawing on contributions from academia, national laboratories, and industry. Volume 9 of the WSPC Series in Advanced Integration and Packaging, this book delivers end-to-end coverage from thermal fundamentals and CVD growth to device-level integration and packaging solutions, addressing urgent thermal challenges in wide and ultrawide bandgap semiconductor technologies. ๐Ÿ”Ž Why this book is essential reading: ๐Ÿ“– 1. Introduction and Thermal Fundamentals ๐Ÿ’Ž Introduction to diamond as a heat spreader ๐ŸŒก๏ธ Fundamentals of thermal conductivity of diamond ๐Ÿ”ฌ Polycrystalline vs single crystalline diamond properties ๐Ÿ“ 2. Thermal Characterisation of Diamond Films โš™๏ธ In-plane thermal conductivity measurement of diamond thin films โฑ๏ธ Steady-state and transient characterisation methods ๐ŸŽฏ Metrology for electronics thermal management ๐Ÿงช 3. CVD Growth of Diamond ๐ŸŒช๏ธ Microwave plasma chemical vapour deposition of nanocrystalline diamond ๐ŸŒฑ Diamond seeding to promote growth on device surfaces โš›๏ธ Methane-to-carbon transfer and grain structure control ๐Ÿ“ก 4. GaN-on-Diamond RF Devices ๐Ÿ”ง Direct growth of diamond onto the backside of GaN RF devices at wafer scale ๐Ÿ“Š Impact on device performance and thermal management ๐Ÿ›ฐ๏ธ Real-world implementation in high-power RF systems ๐Ÿ“ฆ 5. Metal-Diamond Composites and Packaging ๐Ÿ”ฉ Metal-diamond composites for thermal management applications ๐Ÿ—๏ธ Packaging solutions for high power density electronics ๐Ÿ”— Bridging materials science with device integration ๐ŸŒ Explore the book here: worldscientific.com/worldsciโ€ฆ ๐Ÿ’ก Ideal for engineers and device designers exploring CVD diamond for improved thermal performance, graduate student researchers, and experienced device thermal management and process engineers working in wide bandgap semiconductors. ๐Ÿ‘‰ Quote WSTWTR30 at checkout to enjoy 30% off your purchase now! #GaNOnDiamond #CVDDiamond #MicrowavePlasmaCVD #NanocrystallineDiamond #DiamondHeatSpreader #WideBandgapSemiconductors #UltrawideBandgapSemiconductors #GaNRFDevices #DiamondThermalConductivity #DieLevelCooling #MetalDiamondComposites #DiamondSeedingGrowth #ElectronicsThermalManagement #ThinFilmMetrology #HighPowerDensityElectronics #WaferScaleIntegration #PolycrystallineDiamond #DevicePackagingThermal
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This Paper Reviews CDM structure formation, small-scale cosmological challenges, self-interacting dark matter models, and observational constraints on dark matter interactions, especially in galaxy clusters. ๐Ÿ”—worldscientific.com/doi/fullโ€ฆ
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Catalyst Chemistry Collection brings together specialist references from leading researchers across chemistry, energy and materials science. Covering heterogeneous catalysis, green chemistry and sustainable technologies, the collection features new and forthcoming titles. ๐Ÿ”—worldscientific.com/area/catโ€ฆ
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This study establishes global existence and uniqueness for a coupled compressible Eulerโ€“Schrรถdinger system under smallness and spectral assumptions. It also derives algebraic time-decay estimates for solutions with fractional Sobolev regularity. ๐Ÿ”—worldscientific.com/doi/epdfโ€ฆ
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How do purity and injectivity behave under trivial ring extensions? Explore pure projective, pure injective and FP-injective modules, with applications to Morita context rings. Read the full article for free. ๐Ÿ”—worldscientific.com/doi/10.1โ€ฆ
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Build the mathematical foundations for science, engineering and AI. From differential equations to optimization and stochastic processes, connect theory with practical problem-solving. Click the banner to get your copy today! ๐Ÿ”—worldscientific.com/worldsciโ€ฆ
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๐๐ž๐ฒ๐จ๐ง๐ ๐ญ๐ก๐ž ๐’๐œ๐š๐ง: ๐€๐๐ฏ๐š๐ง๐œ๐ž๐ฌ ๐ข๐ง ๐‹๐ข๐ฏ๐ž๐ซ ๐“๐ฎ๐ฆ๐จ๐ซ ๐ƒ๐ž๐ญ๐ž๐œ๐ญ๐ข๐จ๐ง How are advances in medical imaging helping researchers improve liver tumor detection and analysis? A research paper published in Biomedical Engineering: Applications, Basis and Communications explores the latest techniques for liver tumor segmentation and classification using CT and MRI datasets. The review examines different approaches, including deep learning methods, evaluates their performance, and highlights key challenges and future directions in medical image analysis. ๐Ÿ“– ๐…๐ซ๐ž๐ž ๐ญ๐จ ๐‘๐ž๐š๐ ๐”๐ง๐ญ๐ข๐ฅ ๐Ÿ‘๐Ÿ ๐ƒ๐ž๐œ๐ž๐ฆ๐›๐ž๐ซ ๐Ÿ๐ŸŽ๐Ÿ๐Ÿ”! worldscientific.com/doi/10.4โ€ฆ #BiomedicalEngineering #MedicalImaging #LiverCancer #DeepLearning #MedicalResearch
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Read the latest review of ๐™€๐™ก๐™š๐™˜๐™ฉ๐™ง๐™ค๐™ค๐™จ๐™ข๐™ค๐™ฉ๐™ž๐™˜ ๐™๐™ก๐™ค๐™ฌ ๐™–๐™ฃ๐™™ ๐™๐™ง๐™–๐™ฃ๐™จ๐™ฅ๐™ค๐™ง๐™ฉ by Sandip Ghosal (@NorthwesternU) mccormick.northwestern.edu/nโ€ฆ If you are interested in grabbing a copy of the book, quote WSTWTR30 to enjoy 30% off! worldscientific.com/worldsciโ€ฆ
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๐Ž๐ฉ๐ž๐ง ๐€๐œ๐œ๐ž๐ฌ๐ฌ This paper examines the Belt and Road Initiative through relational theory, highlighting Chinaโ€™s relationship management, relational governance, regional cooperation, and the potential emergence of a relational Asian order. ๐Ÿ”— worldscientific.com/doi/epdfโ€ฆ
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๐Ÿค–๐Ÿ“š GenAI is powerfulโ€”but reliability is the real challenge. The real question is: how do we build AI systems that are accurate, grounded, and ready for real-world deployment? ๐Ÿ“˜ ๐™๐™š๐™ฉ๐™ง๐™ž๐™š๐™ซ๐™–๐™ก ๐˜ผ๐™ช๐™œ๐™ข๐™š๐™ฃ๐™ฉ๐™š๐™™ ๐™‚๐™š๐™ฃ๐™š๐™ง๐™–๐™ฉ๐™ž๐™ค๐™ฃ ๐™ž๐™ฃ ๐™‹๐™ง๐™ค๐™™๐™ช๐™˜๐™ฉ๐™ž๐™ค๐™ฃ: ๐˜ผ๐™ง๐™˜๐™๐™ž๐™ฉ๐™š๐™˜๐™ฉ๐™ช๐™ง๐™š, ๐™‹๐™–๐™ฉ๐™ฉ๐™š๐™ง๐™ฃ๐™จ, ๐™–๐™ฃ๐™™ ๐™๐™ช๐™ฃ๐™—๐™ค๐™ค๐™ ๐™จ is a practical, end-to-end guide to designing and scaling production-ready RAG systems across high-stakes domains. From architecture to deployment, this book equips you to turn GenAI into trustworthy, business-ready solutions. ๐Ÿ”Ž Why this book is essential reading: โš™๏ธ 1. End-to-End RAG System Design ๐Ÿงฉ Covers the full RAG pipeline from data to deployment ๐Ÿ“Š Integrates MLOps, LLMOps, and RAGOps practices ๐Ÿš€ Build systems ready for real-world production ๐Ÿ“‚ 2. Solving Real Implementation Challenges ๐Ÿ” Data parsing, chunking, and embedding strategies ๐Ÿง  Prompt engineering and query transformation โš ๏ธ Hallucination mitigation and response accuracy ๐Ÿ“ˆ 3. Advanced Retrieval & Generation Techniques ๐Ÿ”Ž High-quality retrieval optimization ๐Ÿ“Š Augmentation and response refinement ๐Ÿค– Generation strategies for reliable outputs ๐Ÿ“Š 4. Evaluation, Serving & Monitoring ๐Ÿ“ Frameworks to measure performance and quality ๐Ÿ–ฅ๏ธ Serving pipelines and orchestration ๐Ÿ“ก Continuous monitoring and system improvement ๐Ÿง  5. Next-Gen RAG Architectures ๐Ÿ—„๏ธ GraphRAG, tabular RAG, and Text2SQL ๐Ÿค– Agentic RAG systems and workflows ๐Ÿ”ฎ Future-ready AI system design ๐ŸŒ Explore the book here: worldscientific.com/worldsciโ€ฆ ๐Ÿ’ก Ideal for AI/ML engineers, solution architects, product leaders, and researchers building production-grade GenAI systems. ๐Ÿ‘‰ Quote WSTWTR30 at checkout to enjoy 30% off your purchase now! #GenAI #RAG #MachineLearning #AIEngineering #MLOps #LLMOps #DataEngineering #ArtificialIntelligence
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๐Œ๐ž๐ญ๐ก๐จ๐๐ฌ ๐š๐ง๐ ๐ˆ๐ฆ๐ฉ๐ฅ๐ž๐ฆ๐ž๐ง๐ญ๐š๐ญ๐ข๐จ๐ง ๐๐š๐ญ๐ก๐ฌ ๐Ÿ๐จ๐ซ ๐„๐ฏ๐š๐ฅ๐ฎ๐š๐ญ๐ข๐ง๐  ๐ญ๐ก๐ž ๐ˆ๐ฆ๐ฉ๐š๐œ๐ญ ๐จ๐Ÿ ๐ƒ๐ž๐ž๐ฉ ๐‹๐ž๐š๐ซ๐ง๐ข๐ง๐  ๐๐š๐ฌ๐ž๐ ๐จ๐ง ๐๐ข๐  ๐ƒ๐š๐ญ๐š ๐จ๐ง ๐ˆ๐๐ž๐จ๐ฅ๐จ๐ ๐ข๐œ๐š๐ฅ ๐š๐ง๐ ๐๐จ๐ฅ๐ข๐ญ๐ข๐œ๐š๐ฅ ๐„๐๐ฎ๐œ๐š๐ญ๐ข๐จ๐ง ๐š๐ง๐ ๐Œ๐ž๐ง๐ญ๐š๐ฅ ๐‡๐ž๐š๐ฅ๐ญ๐ก ๐จ๐Ÿ ๐‚๐จ๐ฅ๐ฅ๐ž๐ ๐ž ๐’๐ญ๐ฎ๐๐ž๐ง๐ญ๐ฌ doi.org/10.1142/S01291564254โ€ฆ Why should you read this research article? โ–ถ๏ธ Proposes a #BigData-driven framework for evaluating the deep learning effectiveness of college students in ideological, political and mental health courses, addressing the critical challenge of complex nonlinear relationships between multi-dimensional learning behaviour indicators that undermine conventional evaluation accuracy. โ–ถ๏ธ Employs the #RBF (#RadialBasisFunction) kernel function to preprocess learning behaviour data extracted from online learning platforms and #LMS systems โ€” mapping data into high-dimensional space and applying #KNN interpolation to fill missing values, ensuring data integrity before evaluation. โ–ถ๏ธ Constructs a structured three-layer evaluation index system using the #AnalyticHierarchyProcess (#AHP) combined with a 9-point comparison scale and expert scoring, assigning weighted coefficients to indicators spanning ideological literacy, mental health awareness, and critical thinking ability to reduce the impact of data nonlinearity. โ–ถ๏ธ Introduces an improved #BPNeuralNetwork with a momentum term to accelerate convergence and reduce oscillation, enabling a multi-input, multi-output network to accurately model the complex relationship between evaluation indicators and deep learning outcomes across varied data volumes. โ–ถ๏ธ Demonstrates strong predictive performance with a maximum residual difference of no more than 0.34, a G-value of 0.972, and an F1-value of 0.986 โ€” outperforming two benchmark methods โ€” validating the model's robustness, stability, and applicability for broader educational evaluation contexts. Recommend this journal to your library today. We will be happy to work with your librarian to get you the necessary access โ€” email us at cjlim@wspc.com to kickstart this access today!
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World Scientific is at ๐ˆ๐๐’ ๐Œ๐ž๐ž๐ญ๐ข๐ง๐  ๐Ÿ๐ŸŽ๐Ÿ๐Ÿ”! Organised by the Institute of Physics Singapore, the meeting runs from 28โ€“30 October 2026 at the Singapore @sutdsg. As part of our commitment to advancing scientific knowledge and connecting research with the communities it serves, weโ€™re showcasing books and journals that support discovery, learning and collaboration in physics. Visit our booth to explore our featured titles and enjoy 20โ€“50% off featured books. Complete a short quiz to receive an exclusive notebook! Browse the full list of featured titles here: worldscientific.com/page/ipsโ€ฆ We look forward to connecting with you at SUTD! #IPSMeeting2026 #WorldScientific #PhysicsResearch #PhysicsCommunity #ScientificPublishing #ResearchDissemination #SUTD
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