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Temporal Aspects of Big Data Management: State-of-the-Art Analysis and Future Research Directions

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/978-3-319-05951-8_53openalex-snapshot
A Generalized Scalable Software Architecture for Analyzing Temporally Structured Big Data in the Cloud
inferredcites →https://doi.org/10.1007/978-3-319-12256-4_5openalex-snapshot
Energy Consumption Prediction by Using an Integrated Multidimensional Modeling Approach and Data Mining Techniques with Big Data
inferredcites →https://doi.org/10.1007/978-3-540-85836-2_10openalex-snapshot
A Robust Sampling-Based Framework for Privacy Preserving OLAP
inferredcites →https://doi.org/10.1007/978-3-642-03730-6_5openalex-snapshot
CAMS: OLAPing Multidimensional Data Streams Efficiently
inferredcites →https://doi.org/10.1007/978-3-642-22351-8_43openalex-snapshot
Retrieving Accurate Estimates to OLAP Queries over Uncertain and Imprecise Multidimensional Data Streams
inferredcites →https://doi.org/10.1007/978-3-642-22351-8_7openalex-snapshot
Efficient Storage and Temporal Query Evaluation in Hierarchical Data Archiving Systems
inferredcites →https://doi.org/10.1007/978-3-642-37574-3_8openalex-snapshot
Discovering Frequent Patterns from Uncertain Data Streams with Time-Fading and Landmark Models
inferredcites →https://doi.org/10.1007/s10618-014-0386-6openalex-snapshot
Data mining for censored time-to-event data: a Bayesian network model for predicting cardiovascular risk from electronic health record data
inferredcites →https://doi.org/10.1016/j.datak.2007.08.002openalex-snapshot
Temporal queries and version management in XML-based document archives
inferredcites →https://doi.org/10.1016/j.future.2013.10.026openalex-snapshot
Mining constrained frequent itemsets from distributed uncertain data
inferredcites →https://doi.org/10.1023/a:1009726021843openalex-snapshot
Data Cube: A Relational Aggregation Operator Generalizing Group-By, Cross-Tab, and Sub-Totals
inferredcites →https://doi.org/10.1109/35021bigcomp.2015.7072822openalex-snapshot
Fast index construction for distortion-free subsequence matching in time-series databases
inferredcites →https://doi.org/10.1109/69.404027openalex-snapshot
Temporal and real-time databases: a survey
inferredcites →https://doi.org/10.1109/69.774104openalex-snapshot
Temporal entity-relationship models-a survey
inferredcites →https://doi.org/10.1109/acssc.2014.7094549openalex-snapshot
Spatial-temporal characterization of synchrophasor measurement systems — A big data approach for smart grid system situational awareness
inferredcites →https://doi.org/10.1109/bdcloud.2014.49openalex-snapshot
Efficient Storage of Big-Data for Real-Time GPS Applications
inferredcites →https://doi.org/10.1109/bigdata.2014.7004327openalex-snapshot
An initial study of predictive machine learning analytics on large volumes of historical data for power system applications
inferredcites →https://doi.org/10.1109/bigdata.2014.7004372openalex-snapshot
Change detection in temporally evolving computer networks: A big data framework
inferredcites →https://doi.org/10.1109/bigdata.2014.7004410openalex-snapshot
Parallel and quantitative sequential pattern mining for large-scale interval-based temporal data
inferredcites →https://doi.org/10.1109/bigdata.congress.2014.44openalex-snapshot
Real-Time Integration of Building Energy Data
inferredcites →https://doi.org/10.1109/bigdata.congress.2014.48openalex-snapshot
Temporal Event Tracing on Big Healthcare Data Analytics
inferredcites →https://doi.org/10.1109/bigdata.congress.2014.64openalex-snapshot
On Retrieving Moving Objects Gathering Patterns from Trajectory Data via Spatio-temporal Graph
inferredcites →https://doi.org/10.1109/ccgrid.2012.150openalex-snapshot
On Managing Very Large Sensor-Network Data Using Bigtable
inferredcites →https://doi.org/10.1109/ccgrid.2013.116openalex-snapshot
Managing Data and Processes in Cloud-Enabled Large-Scale Sensor Networks: State-of-the-Art and Future Research Directions
inferredcites →https://doi.org/10.1109/cloud.2014.86openalex-snapshot
Scalability and Robustness of Time-Series Databases for Cloud-Native Monitoring of Industrial Processes
inferredcites →https://doi.org/10.1109/compsac.2013.152openalex-snapshot
Analytics over Big Data: Exploring the Convergence of DataWarehousing, OLAP and Data-Intensive Cloud Infrastructures
inferredcites →https://doi.org/10.1109/icde.2012.55openalex-snapshot
Temporal Analytics on Big Data for Web Advertising
inferredcites →https://doi.org/10.1109/mdm.2014.74openalex-snapshot
Real-Time QoS Monitoring for Cloud-Based Big Data Analytics Applications in Mobile Environments
inferredcites →https://doi.org/10.1109/percomw.2005.5openalex-snapshot
A Distributed System for Answering Range Queries on Sensor Network Data
inferredcites →https://doi.org/10.1109/tpds.2013.2295810openalex-snapshot
A Time Efficient Approach for Detecting Errors in Big Sensor Data on Cloud
inferredcites →https://doi.org/10.1145/1327452.1327492openalex-snapshot
MapReduce
inferredcites →https://doi.org/10.1145/1409620.1409621openalex-snapshot
Incremental tensor analysis
inferredcites →https://doi.org/10.1145/1871940.1871960openalex-snapshot
Balancing accuracy and privacy of OLAP aggregations on data cubes
inferredcites →https://doi.org/10.1145/1951365.1951432openalex-snapshot
Big data and cloud computing
inferredcites →https://doi.org/10.1145/1978915.1978919openalex-snapshot
Scalable SQL and NoSQL data stores
inferredcites →https://doi.org/10.1145/2064676.2064695openalex-snapshot
Analytics over large-scale multidimensional data
inferredcites →https://doi.org/10.1145/2463676.2465287openalex-snapshot
Finding time period-based most frequent path in big trajectory data
inferredcites →https://doi.org/10.1145/2463676.2465290openalex-snapshot
Fast data in the era of big data
inferredcites →https://doi.org/10.1145/2487788.2488044openalex-snapshot
Towards real-time collaborative filtering for big fast data
inferredcites →https://doi.org/10.1145/2500489openalex-snapshot
Addressing Big Data Time Series
inferredcites →https://doi.org/10.1145/2501221.2501235openalex-snapshot
An architecture for detecting events in real-time using massive heterogeneous data sources
inferredcites →https://doi.org/10.1145/2513190.2517828openalex-snapshot
Data warehousing and OLAP over big data
inferredcites →https://doi.org/10.1145/2513591.2527071openalex-snapshot
Big data
inferredcites →https://doi.org/10.1145/2611286.2611311openalex-snapshot
Mobile CEP in real-time big data processing
inferredcites →https://doi.org/10.1145/2628194.2628251openalex-snapshot
Survey of real-time processing systems for big data
inferredcites →https://doi.org/10.1145/2663715.2669614openalex-snapshot
Privacy and Security of Big Data
inferredcites →https://doi.org/10.1145/2666158.2668454openalex-snapshot
Big Graph Analytics
inferredcites →https://doi.org/10.1145/2723372.2731081openalex-snapshot
Mining and Forecasting of Big Time-series Data
inferredcites →https://doi.org/10.1145/502512.502529openalex-snapshot
Mining time-changing data streams
inferredcites →https://doi.org/10.1145/543613.543615openalex-snapshot
Models and issues in data stream systems
inferredcites →https://doi.org/10.1145/543614.543615openalex-snapshot
Models and issues in data stream systems
inferredcites →https://doi.org/10.1145/776985.776986openalex-snapshot
Issues in data stream management
inferredcites →https://doi.org/10.1145/872757.872855openalex-snapshot
Aurora
inferredcites →https://doi.org/10.1186/1471-2164-16-s2-s2openalex-snapshot
Discovering monotonic stemness marker genes from time-series stem cell microarray data
inferredcites →https://doi.org/10.1201/9780203356869.ch4openalex-snapshot
Approximate Query Answering on Sensor Network Data Streams
inferredcites →https://doi.org/10.14778/2367502.2367508openalex-snapshot
Approximate frequency counts over data streams
inferredcites →https://doi.org/10.3390/computers3040117openalex-snapshot
Beyond Batch Processing: Towards Real-Time and Streaming Big Data

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.1007/978-3-030-12048-1_5openalex-snapshot
Managing Temporal and Versioning Aspects of JSON-Based Big Data via the τJSchema Framework
inferred← citeshttps://doi.org/10.1007/978-3-030-23672-4_3openalex-snapshot
Implicit JSON Schema Versioning Driven by Big Data Evolution in the τJSchema Framework
inferred← citeshttps://doi.org/10.1007/978-3-031-07969-6_3openalex-snapshot
Implicit JSON Schema Versioning Triggered by Temporal Updates to JSON-Based Big Data in the τJSchema Framework
inferred← citeshttps://doi.org/10.1007/978-3-319-44406-2_13openalex-snapshot
τJSchema: A Framework for Managing Temporal JSON-Based NoSQL Databases
inferred← citeshttps://doi.org/10.1016/j.cosrev.2020.100231openalex-snapshot
XML data manipulation in conventional and temporal XML databases: A survey
inferred← citeshttps://doi.org/10.1109/cloud60044.2023.00055openalex-snapshot
Effective Management of Time Series Data
inferred← citeshttps://doi.org/10.1109/tkde.2017.2740932openalex-snapshot
Time Series Management Systems: A Survey
inferred← citeshttps://doi.org/10.1186/s40537-017-0068-5openalex-snapshot
Modeling temporal aspects of sensor data for MongoDB NoSQL database
inferred← citeshttps://doi.org/10.1504/ijcc.2021.120386openalex-snapshot
Versioning schemas of JSON-based conventional and temporal big data through high-level operations in the τJSchema framework
inferred← citeshttps://doi.org/10.4018/978-1-5225-8446-9.ch006openalex-snapshot
A Disciplined Approach to Temporal Evolution and Versioning Support in JSON Data Stores
inferred← citeshttps://doi.org/10.4018/978-1-5225-8446-9.ch013openalex-snapshot
Towards Massive RDF Storage in NoSQL Databases
inferred← citeshttps://doi.org/10.4018/jdm.299556openalex-snapshot
A Temporal JSON Data Model and Its Query Languages
inferred← citeshttps://doi.org/10.47839/ijc.18.1.1272openalex-snapshot
IMPLEMENTING BI-TEMPORAL PROPERTIES INTO VARIOUS NOSQL DATABASE CATEGORIES
inferred← citeshttps://doi.org/10.6025/jdim/2017/15/4/179-202openalex-snapshot
Temporal JSON Schema Versioning in the JSchema Framework
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