The proceedings contain 32 papers. The topics discussed include: unsupervised anomaly detection for time series with outlier exposure;accelerating depth-first traversal by graph ordering;subarray skyline query process...
ISBN:
(纸本)9781450384131
The proceedings contain 32 papers. The topics discussed include: unsupervised anomaly detection for time series with outlier exposure;accelerating depth-first traversal by graph ordering;subarray skyline query processing in array databases;caching support for range query processing on bitmap indices;Bio-SODA: enabling natural language question answering over knowledge graphs without training data;distributed enumeration of four node graphlets at quadrillion-scale;NF-GNN: network flow graph neural networks for malware detection and classification;online landmark-based batch processing of shortest path queries;and missing data patterns: from theory to an application in the steel industry.
The proceedings contain 26 papers. The topics discussed include: evaluating autoencoders for dimensionality reduction of MRI-derived radiomics and classification of malignant brain tumors;LearnedSort as a learning-aug...
ISBN:
(纸本)9798400707469
The proceedings contain 26 papers. The topics discussed include: evaluating autoencoders for dimensionality reduction of MRI-derived radiomics and classification of malignant brain tumors;LearnedSort as a learning-augmented SampleSort: analysis and parallelization;indexing temporal relations for range-duration queries;SciDG: benchmarking scientific dynamic graph queries;privacy-preserving OLAP via modeling and analysis of query workloads: innovative theories and theorems;ST-CopulaGNN: a multi-view spatio-temporal graph neural network for traffic forecasting;towards efficient discovery of spatially interesting patterns in geo-referenced sequential databases;multi-representations space separation based graph-level anomaly-aware detection;federated learning on personal data management systems: decentralized and reliable secure aggregation protocols;and a computer vision approach for detecting discrepancies in map textual labels.
The proceedings contain 27 papers. The topics discussed include: minimizing bias in estimation of mutual information from data streams;outlier detection in non-stationary data streams;Dynamap: schema mapping generatio...
ISBN:
(纸本)9781450362160
The proceedings contain 27 papers. The topics discussed include: minimizing bias in estimation of mutual information from data streams;outlier detection in non-stationary data streams;Dynamap: schema mapping generation in the wild;discovering spatial high utility itemsets in spatiotemporal databases;efficient incremental co-occurrence analysis for item-based collaborative filtering;maintaining wavelet synopses for sliding-window aggregates;informative summarization of numeric data;less data delivers higher search effectiveness for keyword queries;an experimental study of context-free path query evaluation methods;accelerating array joining with integrated value-index;a high-level user-oriented framework for database evolution;and towards generalizing stochastic spatiotemporal graphs for analyzing least-cost path stability.
The proceedings contain 32 papers. The topics discussed include: accessible streaming algorithms for the chi-square test;towards co-evolution of data-centric ecosystems;GeoPrune: efficiently matching trips in ride-sha...
ISBN:
(纸本)9781450388146
The proceedings contain 32 papers. The topics discussed include: accessible streaming algorithms for the chi-square test;towards co-evolution of data-centric ecosystems;GeoPrune: efficiently matching trips in ride-sharing through geometric properties;figure captioning in scholarly literatures to augment search results;towards co-evolution of data-centric ecosystems;a decomposition approach for risk-averse index selection;orderings of data - more than a tripping hazard;WALLeSMART: cloud platform for smart farming;combining two worlds: MonetDB with multi-dimensional index structure support to efficiently query scientific data;we know what you did last session: policy-based query classification for data-privacy compliance with the DataEconomist;and multidimensional clustering over big data: models, issues, analysis, emerging trends.
The proceedings contain 45 papers. The topics discussed include: on the combination of relative clustering validity criteria;parameter-free and domain-independent similarity search with diversity;a multidimensional da...
ISBN:
(纸本)9781450319218
The proceedings contain 45 papers. The topics discussed include: on the combination of relative clustering validity criteria;parameter-free and domain-independent similarity search with diversity;a multidimensional data model with subcategories for flexibly capturing summarizability;nearest group queries;providing multi-scale consistency for multi-scale geospatial data;reasoning about RFID-tracked moving objects in symbolic indoor spaces;towards a universal tracking database;publishing trajectories with differential privacy guarantees;fast computation of approximate biased histograms on sliding windows over data streams;multi-scale dissemination of time series data;multi-query scheduling for time-critical data stream applications;and earning uncertainty models from weather forecast performance databases using quantile regression.
The proceedings contain 42 papers. The topics discussed include: emerging trends and converging technologies in data intensive scalable computing;deriving spatio-temporal query results in sensor networks;efficient and...
ISBN:
(纸本)3642138179
The proceedings contain 42 papers. The topics discussed include: emerging trends and converging technologies in data intensive scalable computing;deriving spatio-temporal query results in sensor networks;efficient and adaptive distributed skyline computation;on the efficient construction of multislices from recurrences;optimizing query processing in cache-aware wireless sensor networks;approximate query answering and result refinement on XML data;efficient and scalable method for processing top-k spatial Boolean queries;a framework for moving sensor data query and retrieval of dynamic atmospheric events;scalable clustering algorithm for N-body simulations in a shared-nothing cluster;database design for high-resolution LIDAR topography data;towards archaeo-informatics: scientific data management for archaeobiology;and finding top-k similar pairs of objects annotated with terms from an ontology.
Copyright and Reprint Permissions: Abstracting is permitted with credit to the source. Libraries may photocopy beyond the limits of US copyright law, for private use of patrons, those articles in this volume that carr...
Copyright and Reprint Permissions: Abstracting is permitted with credit to the source. Libraries may photocopy beyond the limits of US copyright law, for private use of patrons, those articles in this volume that carry a code at the bottom of the first page, provided that the per-copy fee indicated in the code is paid through the Copyright Clearance Center. The papers in this book comprise the proceedings of the meeting mentioned on the cover and title page. They reflect the authors' opinions and, in the interests of timely dissemination, are published as presented and without change. Their inclusion in this publication does not necessarily constitute endorsement by the editors or the Institute of Electrical and Electronics Engineers, Inc.
Copyright and Reprint Permissions: Abstracting is permitted with credit to the source. Libraries may photocopy beyond the limits of US copyright law, for private use of patrons, those articles in this volume that carr...
Copyright and Reprint Permissions: Abstracting is permitted with credit to the source. Libraries may photocopy beyond the limits of US copyright law, for private use of patrons, those articles in this volume that carry a code at the bottom of the first page, provided that the per-copy fee indicated in the code is paid through the Copyright Clearance Center. The papers in this book comprise the proceedings of the meeting mentioned on the cover and title page. They reflect the authors' opinions and, in the interests of timely dissemination, are published as presented and without change. Their inclusion in this publication does not necessarily constitute endorsement by the editors or the Institute of Electrical and Electronics Engineers, Inc.
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