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17 papers · ranked by Valyu relevance

01
AarXiv2022
A Framework for Simulating Real-world Stream Data of the Internet of Things
Zheng Chu, Xusheng Du, Jiong Yu
With the rapid growth in the number of devices of the Internet of Things (IoT), the volume and types of stream data are rapidly increasing in the real world. Unfortunately, the stream data has the characteristics of infinite and periodic volatility in the real world, which may leads to exceptions with the inefficient…
82relevance
02
PPubMed7 Apr 2022
Subscribing to big data at scale
Xikui Wang, Michael J. Carey, Vassilis J. Tsotras
Today, data is being actively generated by a variety of devices, services, and applications. Such data is important not only for the information that it contains, but also for its relationships to other data and to interested users. Most existing Big Data systems focus on passively answering queries from users, rather…
79relevance
03
AarXiv22 Nov 2023
A survey on the evolution of stream processing systems
Marios Fragkoulis, Paris Carbone, Vasiliki Kalavri, Asterios Katsifodimos
'Asterios Katsifodimos'] Abstract Stream processing has been an active research field for more than 20 years, but it is now witnessing its prime time due to recent successful efforts by the research community and numerous worldwide open-source communities. This survey provides a comprehensive overview of fundamental…
78relevance
04
AarXiv2022
DataX: A System for Data eXchange and Transformation of Streams
Giuseppe Coviello, Kunal Rao, Murugan Sankaradas, Srimat Chakradhar
The exponential growth in smart sensors and rapid progress in 5G networks is creating a world awash with data streams. However, a key barrier to building performant multi-sensor, distributed stream processing applications is high programming complexity. We propose DataX, a novel platform that improves programmer…
78relevance
05
AarXiv2022
DataTV: Streaming Data Videos for Storytelling
Zhenpeng Zhao, Niklas Elmqvist
Data videos—motion graphics that incorporate visualizations—have been recognized as an effective way to communicate ideas, but creating such video requires both time and expertise, precluding them from being created and streamed live. We introduce DataTV, a system for combining multiple media sources in real time. We…
77relevance
06
AarXiv30 Dec 2025
Causify DataFlow: A Framework For High-performance Machine Learning Stream Computing
G.P. Saggese, Paul Smith
| 1. | Introduction | 1 | |----|--------------------------------------------|----| | 2. | DataFlow at a Glance | 6 | | 3. | Challenges in time series machine learning | 7 | | 4. | Semantics | 11 | | 5. | DAGs | 29 | | 6. | Execution Engine | 38 | | 7. | Comparison to Related Work | 47 | | | References | 49 |
77relevance
07
AarXiv25 Sep 2025
Online Sequential Leveraging Sampling Method for Streaming Autoregressive Time Series with Application to Seismic Data
Rui Xie, T. N. Sriram, Wei Biao Wu, Ping Ma
Seismic data contain complex temporal information that arrives at high speed and has a large, even potentially unbounded volume. The explosion of temporally correlated streaming data from advanced seismic sensors poses analytical challenges due to its sheer volume and real-time nature. Sampling, or data reduction, is a…
74relevance
08
PPubMed5 Apr 2022
Fast continuous streaming sort in big streaming data environment under fixed-size single storage Fast continuous streaming sort in big streaming data environment under fixed-size single storage
Suluk Chaikhan, Suphakant Phimoltares, Chidchanok Lursinsap, Mohamed Hammad
'Mohamed Hammad'] Big streaming data environment concerns a complicated scenario where data to be processed continuously flow into a processing unit and certainly cause a memory overflow problem. This obstructs the adaptation of deploying all existing classic sorting algorithms because the data to be sorted must be…
73relevance
09
PPubMed5 Jan 2025
The Construction of a Stream Service Application with DeepStream and Simple Realtime Server Using Containerization for Edge Computing
Wen-Chung Shih, Zheng-Yao Wang, Endah Kristiani, Yi-Jun Hsieh + 4 more
'Yuan-Hsin Sung' 'Chia-Hsin Li' 'Chao-Tung Yang' 'Guanding Yu'] This paper addresses the increasing demand for efficient and scalable streaming service applications within the context of edge computing, utilizing NVIDIA Jetson Xavier NX hardware and Docker. The study evaluates the performance of DeepStream and Simple…
71relevance
10
PPubMed25 Apr 2025
<i> PvaPy </i> streaming framework for real-time data processing <i> PvaPy </i> streaming framework for real-time data processing
Siniša Veseli, John Hammonds, Steven Henke, Hannah Parraga + 3 more
'Barbara Frosik' 'Nicholas Schwarz' 'M. Yamamoto'] A computing framework for real-time analysis of X-ray detector data streamed directly to Python applications via the EPICS pvAccess protocol is described.
71relevance
11
BbioRxiv14 Feb 2024
The Lab Streaming Layer for Synchronized Multimodal Recording
Christian Kothe, Seyed Yahya Shirazi, Tristan Stenner, David Medine + 6 more
Accurately recording the interactions of humans or other organisms with their environment and other agents requires synchronized data access via multiple instruments, often running independently using different clocks. Active, hardware-mediated solutions are often infeasible or prohibitively costly to build and run…
71relevance
12
BbioRxiv28 Feb 2025
Single-cell FM streaming using genetically encoded protein oscillators
Rohith Rajasekaran, Thomas M. Galateo, Jing Pang, Zhejing Xu + 3 more
Wireless devices use frequency modulation (FM) to reliably transmit information. Here, we establish a biochemical analogue of this paradigm using genetically encoded protein oscillators (GEOs) as carrier signals for real-time streaming of single-cell data. The GEO platform leverages evolutionarily diverse MinDE-family…
70relevance
13
PPubMed31 Aug 2023
Performance Analysis of Lambda Architecture-Based Big-Data Systems on Air/Ground Surveillance Application with ADS-B Data
Mustafa Umut Demirezen, Tuğba Selcen Navruz, Soodamani Ramalingam, Garzia Fabio
'Garzia Fabio'] This study introduces a novel methodology designed to assess the accuracy of data processing in the Lambda Architecture (LA), an advanced big-data framework qualified for processing streaming (data in motion) and batch (data at rest) data. Distinct from prior studies that have focused on hardware…
69relevance
14
PPubMed6 Feb 2025
Big data analytics and AI as success factors for online video streaming platforms
Muhammad Arshad, Choo Wou Onn, Ashfaq Ahmad, Goabaone Mogwe
As the trend in the current generation with the use of mobile devices is rapidly increasing, online video streaming has risen to the top in the entertainment industry. These platforms have experienced radical expansion due to the incorporation of Big Data Analytics and Artificial Intelligence which are critical in…
68relevance
15
BbioRxiv16 Feb 2026
*k*ache-hash: A dynamic, concurrent, and cache-efficient hash table for streaming *k*-mer operations
Jamshed Khan, Rob Patro, Prashant Pandey
Hash tables are fundamental to computational genomics, where keys are often k-mers—fixed-length substrings that exhibit a “streaming” property: consecutive k-mers share k−1 nucleotides and are processed in order. Existing static data structures exploit this locality but cannot support dynamic updates, while…
66relevance
16
CchemRxiv6 May 2025
Effective Porous Filler Design for Streaming Potential-Driven Electropolymerization
Authors not listed
Bipolar electrode (BPE) systems have been attracting increasing attention owing to their cost-effectiveness and wireless design. Recently, we reported the concept of streaming potential-driven BPEs for the oxidative electropolymerization of aromatic monomers without the need for an electric power supply. However, our…
57relevance
17
CchemRxiv29 Sep 2025
A Scalable Microservices Platform for Deploying Machine Learning Models in Drug Discovery and Beyond
Authors not listed
Machine learning models are transforming data-driven research across scientific disciplines, yet their deployment as accessible and reliable web services remains a significant challenge. We introduce the NERDD framework, a scalable, maintainable, and secure microservices platform designed to support the sustainable…
57relevance

Results for streaming data

A Framework for Simulating Real-world Stream Data of the Internet of Things

Subscribing to big data at scale

A survey on the evolution of stream processing systems

DataX: A System for Data eXchange and Transformation of Streams

DataTV: Streaming Data Videos for Storytelling

Causify DataFlow: A Framework For High-performance Machine Learning Stream Computing

Online Sequential Leveraging Sampling Method for Streaming Autoregressive Time Series with Application to Seismic Data

Fast continuous streaming sort in big streaming data environment under fixed-size single storage Fast continuous streaming sort in big streaming data environment under fixed-size single storage

The Construction of a Stream Service Application with DeepStream and Simple Realtime Server Using Containerization for Edge Computing

<i> PvaPy </i> streaming framework for real-time data processing <i> PvaPy </i> streaming framework for real-time data processing

The Lab Streaming Layer for Synchronized Multimodal Recording

Single-cell FM streaming using genetically encoded protein oscillators

Performance Analysis of Lambda Architecture-Based Big-Data Systems on Air/Ground Surveillance Application with ADS-B Data

Big data analytics and AI as success factors for online video streaming platforms

kache-hash: A dynamic, concurrent, and cache-efficient hash table for streaming k-mer operations

Effective Porous Filler Design for Streaming Potential-Driven Electropolymerization

A Scalable Microservices Platform for Deploying Machine Learning Models in Drug Discovery and Beyond

A Framework for Simulating Real-world Stream Data of the Internet of Things

Subscribing to big data at scale

A survey on the evolution of stream processing systems

DataX: A System for Data eXchange and Transformation of Streams

DataTV: Streaming Data Videos for Storytelling

Causify DataFlow: A Framework For High-performance Machine Learning Stream Computing

Online Sequential Leveraging Sampling Method for Streaming Autoregressive Time Series with Application to Seismic Data

Fast continuous streaming sort in big streaming data environment under fixed-size single storage Fast continuous streaming sort in big streaming data environment under fixed-size single storage

The Construction of a Stream Service Application with DeepStream and Simple Realtime Server Using Containerization for Edge Computing

<i> PvaPy </i> streaming framework for real-time data processing <i> PvaPy </i> streaming framework for real-time data processing

The Lab Streaming Layer for Synchronized Multimodal Recording

Single-cell FM streaming using genetically encoded protein oscillators

Performance Analysis of Lambda Architecture-Based Big-Data Systems on Air/Ground Surveillance Application with ADS-B Data

Big data analytics and AI as success factors for online video streaming platforms

kache-hash: A dynamic, concurrent, and cache-efficient hash table for streaming k-mer operations

Effective Porous Filler Design for Streaming Potential-Driven Electropolymerization

A Scalable Microservices Platform for Deploying Machine Learning Models in Drug Discovery and Beyond

Results for streaming data

A Framework for Simulating Real-world Stream Data of the Internet of Things

Subscribing to big data at scale

A survey on the evolution of stream processing systems

DataX: A System for Data eXchange and Transformation of Streams

DataTV: Streaming Data Videos for Storytelling

Causify DataFlow: A Framework For High-performance Machine Learning Stream Computing

Online Sequential Leveraging Sampling Method for Streaming Autoregressive Time Series with Application to Seismic Data

Fast continuous streaming sort in big streaming data environment under fixed-size single storage Fast continuous streaming sort in big streaming data environment under fixed-size single storage

The Construction of a Stream Service Application with DeepStream and Simple Realtime Server Using Containerization for Edge Computing

<i> PvaPy </i> streaming framework for real-time data processing <i> PvaPy </i> streaming framework for real-time data processing

The Lab Streaming Layer for Synchronized Multimodal Recording

Single-cell FM streaming using genetically encoded protein oscillators

Performance Analysis of Lambda Architecture-Based Big-Data Systems on Air/Ground Surveillance Application with ADS-B Data

Big data analytics and AI as success factors for online video streaming platforms

*k*ache-hash: A dynamic, concurrent, and cache-efficient hash table for streaming *k*-mer operations

Effective Porous Filler Design for Streaming Potential-Driven Electropolymerization

A Scalable Microservices Platform for Deploying Machine Learning Models in Drug Discovery and Beyond

A Framework for Simulating Real-world Stream Data of the Internet of Things

Subscribing to big data at scale

A survey on the evolution of stream processing systems

DataX: A System for Data eXchange and Transformation of Streams

DataTV: Streaming Data Videos for Storytelling

Causify DataFlow: A Framework For High-performance Machine Learning Stream Computing

Online Sequential Leveraging Sampling Method for Streaming Autoregressive Time Series with Application to Seismic Data

Fast continuous streaming sort in big streaming data environment under fixed-size single storage Fast continuous streaming sort in big streaming data environment under fixed-size single storage

The Construction of a Stream Service Application with DeepStream and Simple Realtime Server Using Containerization for Edge Computing

<i> PvaPy </i> streaming framework for real-time data processing <i> PvaPy </i> streaming framework for real-time data processing

The Lab Streaming Layer for Synchronized Multimodal Recording

Single-cell FM streaming using genetically encoded protein oscillators

Performance Analysis of Lambda Architecture-Based Big-Data Systems on Air/Ground Surveillance Application with ADS-B Data

Big data analytics and AI as success factors for online video streaming platforms

*k*ache-hash: A dynamic, concurrent, and cache-efficient hash table for streaming *k*-mer operations

Effective Porous Filler Design for Streaming Potential-Driven Electropolymerization

A Scalable Microservices Platform for Deploying Machine Learning Models in Drug Discovery and Beyond

kache-hash: A dynamic, concurrent, and cache-efficient hash table for streaming k-mer operations

kache-hash: A dynamic, concurrent, and cache-efficient hash table for streaming k-mer operations