Description

Book Synopsis

.- Keynote Talk.

.- Sparse Matrix Algorithms for Evolving Neural Networks.

.- Invited Talk.

.- Data integration in the AI era: research trends and still open issues.

.- Tutorial.

.- Leveraging machine learning techniques for customer data deduplication-hard-won lessons from a real-world project in the financial industry,

.- Data mining and knowledge discovery.

.- FairFES - Fast Exact Sampling for Fair Classification.

.- Autism Detection by Analyzing Handwriting Characteristics of Chinese Characters via Deep Learning Models.

.- FNoDe: Faulty Node Detection in Microservices Architecture.

.- An Enhanced FP-Growth Algorithm with Hybrid Adaptive Support Threshold for Association Rule Mining.

.- Sequential data analytics and recommendation systems.

.- Entity Resolution for Streaming Data with Embeddings.

.- Cross-Modal Sequential Point-of-Interest Recommendation with Lightweight Hybrid Fusion Strategy.

.- Alternatives to Shallow Autoencoders for Collaborative Filtering.

.- Accurate Concept Drift Detection without Updating Autoencoders.

.- Graph data processing and analytics.

.- Parallel and Distributed SQL/PGQ Query Processing for Property Graphs.

.- Graph Constraint Language for Industrial Knowledge Graphs and Machine Learning.

.- SemViSG : Semantic Enrichment and Visualization of Software Graphs.

.- Data management and Indices.

.- Certainty Attacks Using Explainability Preprocessing.

.- Integrating Bitcoin Transactions into Relational Databases for IoT: Challenges and Solutions.

.- Effects of Response Length on User Search Experience in Spoken Conversational Search.

.- Fair Proportional Top-k Ranking.

.- PAID: Power-efficient AI-optimized Databases.

.- On the Costs and Benefits of Learned Indexing for Dynamic High-Dimensional Data.

.- A Bayesian Reinforcement Learning Framework for Online Index Tuning.

.- Large language models (LLMs).

.- Explaining Recovery Trajectories of Older Adults Post Lower-Limb Fracture Using Modality-wise Multiview Clustering and Large Language Models.

.- Parameter Drift as a Signal for Membership Inference in Overfit-Tuned LLMs.

.- MicroSuggest: Kernel-Aware Microservice Decomposition.

.- TraceTune: Targeted Fine-Tuning of Attention Heads for Text-to-SQL.

.- Neural networks.

.- ONNYX : Optimized Neural Networks Yielding eXplainable insights from ECG signals-based data streams.

.- SpaPool: Soft Partition Assignment Pooling for Graph Neural Networks.

.- Prediction of iterative solvers' convergence using pretraining by natural images.

.- Local-aware Convolutional Modulation for Short-Term Sequential Recommendation.

Big Data Analytics and Knowledge Discovery

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    £58.49

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    RRP £64.99 – you save £6.50 (10%)

    Order before 4pm today for delivery by Wed 17 Jun 2026.

    A Paperback by Carson K. Leung

    1 in stock


      View other formats and editions of Big Data Analytics and Knowledge Discovery by Carson K. Leung

      Publisher: Springer
      Publication Date: 9/21/2025
      ISBN13: 9783032022141, 978-3032022141
      ISBN10: 3032022142
      Also in:
      Data mining

      Description

      Book Synopsis

      .- Keynote Talk.

      .- Sparse Matrix Algorithms for Evolving Neural Networks.

      .- Invited Talk.

      .- Data integration in the AI era: research trends and still open issues.

      .- Tutorial.

      .- Leveraging machine learning techniques for customer data deduplication-hard-won lessons from a real-world project in the financial industry,

      .- Data mining and knowledge discovery.

      .- FairFES - Fast Exact Sampling for Fair Classification.

      .- Autism Detection by Analyzing Handwriting Characteristics of Chinese Characters via Deep Learning Models.

      .- FNoDe: Faulty Node Detection in Microservices Architecture.

      .- An Enhanced FP-Growth Algorithm with Hybrid Adaptive Support Threshold for Association Rule Mining.

      .- Sequential data analytics and recommendation systems.

      .- Entity Resolution for Streaming Data with Embeddings.

      .- Cross-Modal Sequential Point-of-Interest Recommendation with Lightweight Hybrid Fusion Strategy.

      .- Alternatives to Shallow Autoencoders for Collaborative Filtering.

      .- Accurate Concept Drift Detection without Updating Autoencoders.

      .- Graph data processing and analytics.

      .- Parallel and Distributed SQL/PGQ Query Processing for Property Graphs.

      .- Graph Constraint Language for Industrial Knowledge Graphs and Machine Learning.

      .- SemViSG : Semantic Enrichment and Visualization of Software Graphs.

      .- Data management and Indices.

      .- Certainty Attacks Using Explainability Preprocessing.

      .- Integrating Bitcoin Transactions into Relational Databases for IoT: Challenges and Solutions.

      .- Effects of Response Length on User Search Experience in Spoken Conversational Search.

      .- Fair Proportional Top-k Ranking.

      .- PAID: Power-efficient AI-optimized Databases.

      .- On the Costs and Benefits of Learned Indexing for Dynamic High-Dimensional Data.

      .- A Bayesian Reinforcement Learning Framework for Online Index Tuning.

      .- Large language models (LLMs).

      .- Explaining Recovery Trajectories of Older Adults Post Lower-Limb Fracture Using Modality-wise Multiview Clustering and Large Language Models.

      .- Parameter Drift as a Signal for Membership Inference in Overfit-Tuned LLMs.

      .- MicroSuggest: Kernel-Aware Microservice Decomposition.

      .- TraceTune: Targeted Fine-Tuning of Attention Heads for Text-to-SQL.

      .- Neural networks.

      .- ONNYX : Optimized Neural Networks Yielding eXplainable insights from ECG signals-based data streams.

      .- SpaPool: Soft Partition Assignment Pooling for Graph Neural Networks.

      .- Prediction of iterative solvers' convergence using pretraining by natural images.

      .- Local-aware Convolutional Modulation for Short-Term Sequential Recommendation.

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