Data Streaming Research Topics for MS and Ph.D Thesis

By: Prof. Dr. Fazal Rehman | Last updated: February 3, 2024

Data Streaming Research Topics for MS and Ph.DThesis. 1. Real-time streaming mobility analytics 2. Peer-to-peer live video streaming on the internet: issues, existing approaches, and challenges [peer-to-peer multimedia streaming] 3. A modular extensible visualization system architecture for culled prioritized data streaming 4. Event detection on Twitter by mapping unexpected changes in streaming data into a spatiotemporal lattice 5. Multidimensional skylines over streaming data 6. Building a Performance Model of Streaming Media Applications in Utility Data Center Environment. 7. A performance evaluation of machine learning-based streaming spam tweets detection 8. Streaming analysis in wireless sensor networks 9. AMVS-NDN: Adaptive mobile video streaming and sharing in wireless named data networking 10. Contrary to popular belief incremental discretization can be sound, computationally efficient and extremely useful for streaming data 11. Slipstream: scalable low-latency interactive perception on streaming data 12. Position summary: a streaming interface for real-time interprocess communication 13. A Survey: Outlier Detection in Streaming Data Using Clustering Approached 14. Multithreaded community monitoring for massive streaming graph data 15. Joint optimization of data-center selection and video-streaming distribution for crowdsourced live streaming in a geo-distributed cloud platform 16. A self-managing wide-area data streaming service using model-based online control 17. Probabilistic streaming tensor decomposition 18. Ssketch: An automated framework for streaming sketch-based analysis of big data on fpga 19. Adaptive cluster tendency visualization and anomaly detection for streaming data 20. Reasoning over streaming data in metric temporal datalog 21. Classification using streaming random forests 22. A framework of online learning with imbalanced streaming data 23. L1-subspace tracking for streaming data 24. A trust-region method for stochastic variational inference with applications to streaming data 25. Continuous outlier mining of streaming data in flink 26. Online internet traffic monitoring system using spark streaming 27. Streaming principal component analysis in noisy setting 28. On botnet detection with genetic programming under streaming data label budgets and class imbalance 29. Incremental Hierarchical Clustering driven Automatic Annotations for Unifying IoT Streaming Data. 30. Pca feature extraction for change detection in multidimensional unlabelled streaming data 31. Online clustering of distributed streaming data using belief propagation techniques 32. Hydra: high-performance data recording architecture for streaming media 33. Tracking structure of streaming social networks 34. Classifying evolving data streams using dynamic streaming random forests 35. Activity recognition based on streaming sensor data for assisted living in smart homes 36. Clawhmmer: A streaming hmmer-search implementatio 37. Privacy preservation in streaming data collection 38. Ensemble of sparse gaussian process experts for implicit surface mapping with streaming data 39. Streaming classification with emerging new class by class matrix sketching 40. Streaming twitter data analysis using spark for effective job search 41. Rdf-gen: Generating rdf from streaming and archival data 42. An efficient indexing approach for continuous spatial approximate keyword queries over geo-textual streaming data 43. Efficient and scalable on-demand data streaming using uep codes 44. Seamless streaming data delivery in cluster-based wireless sensor networks with mobile elements 45. Streaming in-patient BPM data to the cloud with a real-time monitoring system 46. Collaborative filtering on streaming data with interest-drifting 47. Soft vector processors with streaming pipelines 48. Buffer data-driven adaptation of mobile video streaming over heterogeneous wireless networks 49. Cloud resource scaling for time-bounded and unbounded big data streaming applications 50. Streaming QSplat: A viewer for networked visualization of large, dense models 51. Modeling progressive mesh streaming: Does data dependency matter? 52. PlanetSense: a real-time streaming and spatio-temporal analytics platform for gathering geo-spatial intelligence from open source data 53. Research issues in data provenance for streaming environments 54. A new algorithmic model for graph analysis of streaming data 55. Online and unsupervised anomaly detection for streaming data using an array of sliding windows and pdds 56. Streaming motions of galaxy clusters within 12 000 km s- 1—III. A standardized catalogue of Fundamental Plane data 57. RFC2326: Real time streaming protocol (RTSP) 58. On the Parzen kernel-based probability density function learning procedures over time-varying streaming data with applications to pattern classification 59. Analytics on Fast Data: Main-Memory Database Systems versus Modern Streaming Systems. 60. SmartStream: towards byzantine resilient data streaming 61. QoE analysis of media streaming in wireless data networks 62. Enabling data transport between web services through alternative protocols and streaming 63. Stock market analysis from Twitter and news based on streaming big data infrastructure 64. Streaming H. 264 scalable video over data distribution service in a wireless environment 65. Performance of UMTS high speed downlink packet access for data streaming applications 66. Big sensor-generated data streaming using Kafka and Impala for data storage in Wireless Sensor Network for CO2 monitoring 67. Multi-window based ensemble learning for classification of imbalanced streaming data 68. An ontology-mediated analytics-aware approach to support monitoring and diagnostics of static and streaming data 69. Accelerating BIRCH for clustering large scale streaming data using CUDA dynamic parallelism 70. Video streaming into the mainstream 71. Citizenhelper: A streaming analytics system to mine citizen and web data for humanitarian organizations 72. Integrated input/output system for kernel data streaming 73. Faster fast: multicore acceleration of streaming financial data 74. The BEA streaming XQuery processor 75. PhishStorm: Detecting phishing with streaming analytics 76. Streaming k-means approximation. 77. Mining sequential patterns from temporal streaming data 78. Incremental fuzzy c-regression clustering from streaming data for local-model-network identification 79. Adaptive API for Real-Time Streaming Analytics as a Service 80. A toolkit for streaming process data analysis 81. A streaming PCA VLSI chip for neural data compression 82. History PCA: A new algorithm for streaming PCA 83. Streaming trend detection in twitter 84. On data wastage in viewport-dependent streaming 85. Streaming support for data intensive cloud-based sequence analysis 86. Improving Streaming Automatic Speech Recognition With Non-Streaming Model Distillation On Unsupervised Data 87. Performance evaluation of intrusion detection streaming transactions using apache kafka and spark streaming 88. FERNN: A fast and evolving recurrent neural network model for streaming data classification 89. Benchmarking modern distributed streaming platforms 90. Designing a streaming algorithm for outlier detection in data mining—An incrementa approach 91. A scalable framework for multilevel streaming data analytics using deep learning 92. Fastforward: High-throughput dual-radio streaming 93. Energy-efficient architecture for stride permutation on streaming data 94. Streaming remote sensing data processing for the future smart cities: state of the art and future challenges 95. The hierarchial data aggregation method in backbone traffic streaming analyzing to ensure digital systems information security 96. Streaming quotient filter: A near optimal approximate duplicate detection approach for data streams 97. Streaming potential collection and data processing techniques 98. Error metrics for learning reliable manifolds from streaming data 99. Efficient data migration to conserve energy in streaming media storage systems 100. Outlier detection in streaming data a research perspective 101. Real-time anomaly detection for streaming analytics 102. Real time activity recognition on streaming sensor data for smart environments 103. Adaptive estimation with change detection for streaming data 104. Rethinking visual analytics for streaming data applications 105. Autonomous data error detection and recovery in streaming applications 106. H. 264 video streaming with data-partitioning and growth codes 107. Hotstream: Efficient data streaming of complex patterns to multiple accelerating kernels 108. Outlier detection techniques over streaming data in data mining: A research perspective 109. Dynamic load balancing for ordered data-parallel regions in distributed streaming systems 110. Analyzing and predicting security event anomalies: Lessons learned from a large enterprise big data streaming analytics deployment 111. Spell: Streaming parsing of system event logs 112. A tree-based forward digest protocol to verify data integrity in distributed media streaming 113. Resilient peer-to-peer streaming 114. The Open Source DataTurbine Initiative: Streaming data middleware for environmental observing systems 115. Real-time creation of bitmap indexes on streaming network data 116. Streaming multigrid for gradient-domain operations on large images 117. On streaming consistency of big data stream processing in heterogenous clutsers 118. Robust distributed query processing for streaming data 119. Automated real-time analysis of streaming big and dense data on reconfigurable platforms 120. A shared execution strategy for multiple pattern mining requests over streaming data 121. Real-time, personalized anomaly detection in streaming data for wearable healthcare devices 122. Advances in methods and techniques for processing streaming big data in datacentre clouds 123. Detecting irregular patterns in iot streaming data for fall detection 124. Energy-Efficient Multicast tree construction protocol for real-time data streaming in WSNs 125. LOFS: a library of online streaming feature selection 126. A real-time streaming memory controller 127. Nonparametric density estimation of streaming data using orthogonal series 128. Feedback-based real-time streaming over WiMax 129. Survey on streaming data computing system 130. Using the graphics processor unit to realize data streaming operations 131. SRBench: a streaming RDF/SPARQL benchmark 132. An edge-focused model for distributed streaming data applications 133. Management of Streaming Body Sensor Data for Medical Information Systems. 134. Board-level functional fault identification using streaming data 135. [BOOK][B] Using flume: flexible, scalable, and reliable data streaming 136. Nvstream: Accelerating hpc workflows with nvram-based transport for streaming objects 137. Densest subgraph in streaming and mapreduce 138. Deep SOMs for automated feature extraction and classification from big data streaming 139. Positive-unlabeled learning in streaming networks 140. Anomaly detection in streaming sensor data 141. Applying temporal dependence to detect changes in streaming data 142. GROOT: a real-time streaming system of high-fidelity volumetric videos 143. Stochastic optimization from distributed streaming data in rate-limited networks 144. On the runtime-efficacy trade-off of anomaly detection techniques for real-time streaming data 145. Streaming data from a smartphone application: a new approach to mapping health during travel 146. Fast Piecewise Polynomial Fitting of Time-Series Data for Streaming Computing 147. Cross-layer optimization protocol for guaranteed data streaming over Wireless Body Area Networks 148. The VLTI real-time reflective memory data streaming and recording system 149. Analytics Everywhere for streaming IoT data 150. A comparative study of distributed tools for analyzing streaming data 151. Assessing the trustworthiness of streaming data 152. Using machine learning for unsupervised maritime waypoint discovery from streaming AIS data 153. A spreadsheet model for handling streaming data 154. Real-time earthquake intensity estimation using streaming data analysis of social and physical sensors 155. Online Residual Quantization via Streaming Data Correlation Preserving 156. Architectures for streaming data processing in sensor networks 157. Scalable and Efficient Data Streaming Algorithms for Detecting Common Content in Internet Traffic 158. Self-attention network for session-based recommendation with streaming data input 159. Streaming big data with self-adjusting computation 160. Clustering of streaming time series is meaningless 161. Streaming, multi-screens and YouTube: The new (unsustainable) ways of watching in the home 162. Autonomic streaming pipeline for scientific workflows 163. Adaptive processing of spatial-keyword data over a distributed streaming cluster 164. PhysOnline: an open source machine learning pipeline for real-time analysis of streaming physiological waveform 165. Evolving GP classifiers for streaming data tasks with concept change and label budgets: A benchmarking study 166. Source vs data-driven approach for live p2p streaming 167. Compactmap: A mental map preserving visual interface for streaming text data 168. A novel streaming data clustering algorithm based on fitness proportionate sharing 169. LISP Optimisation of Mobile Data Streaming in Connected Societies 170. Feasibility analysis of AsterixDB and Spark streaming with Cassandra for stream-based processing 171. Data analysis on video streaming QoE over mobile networks 172. Gp under streaming data constraints: a case for pareto archiving? 173. On-line clustering for real-time topic detection in social media streaming data 174. A simple sketching algorithm for entropy estimation over streaming data 175. Senska–towards an enterprise streaming benchmark 176. A payment-based incentive and service differentiation mechanism for peer-to-peer streaming broadcast 177. The open source dataturbine initiative: empowering the scientific community with streaming data middleware 178. Streaming algorithms for robust, real-time detection of ddos attacks 179. Evaluation of recommender systems in streaming environments 180. An analytical model for progressive mesh streaming 181. Scene understanding for real time processing of queries over big data streaming video 182. The world beyond batch: Streaming 101 183. Streaming big data analysis for real-time sentiment based targeted advertising 184. Towards securing data delivery in peer-to-peer streaming 185. A payment-based incentive and service differentiation scheme for peer-to-peer streaming broadcast 186. Simulation and reconstruction of free-streaming data in CBM 187. Energy management using buffer memory for streaming data 188. Streaming tables: Native support to streaming data in dbmss 189. A data and query model for streaming geospatial image data 190. Massive streaming PMU data modelling and analytics in smart grid state evaluation based on multiple high-dimensional covariance test 191. FEC performance in multimedia streaming 192. SLD revolution: A cheaper, faster yet more accurate streaming linked data framework 193. High rate video streaming steganography 194. A comparative analysis of traditional and deep learning-based anomaly detection methods for streaming data 195. Evaluation of highly available cloud streaming systems for performance and price 196. A seamless quality-driven multi-hop data delivery scheme for video streaming in urban VANET scenarios 197. Forecasting significant societal events using the embers streaming predictive analytics system 198. Streaming data analytics via message passing with application to graph algorithms 199. P2P streaming systems: a survey and experiments 200. A streaming approach to reveal crowded events from cellular data 201. A spatial hierarchical compression method for 3D streaming animation 202. High-content screening images streaming analysis using the STriGen methodology 203. Engineering web maps with gradual content zoom based on streaming vector data 204. Learning mixture of gaussians with streaming data 205. Frequency-dependent streaming potentials 206. Streaming alarm data analytics for mobile service providers 207. Streaming service provisioning in IoT-based healthcare: An integrated edge-cloud perspective 208. Streaming Pressure Sensor Data for Cloud Processing 209. On the interpretation of streaming potential data in nonaqueous media 210. “Now Playing. You”: Big Data and the Production of Music Streaming Space. 211. High-content screening images streaming analysis using the STriGen methodology 212. Statistically optimal dynamic power management for streaming data 213. Probabilistic reasoning for streaming anomaly detection 214. A dynamic compression technique for streaming kinect-based Point Cloud data 215. A formal actor-based model for streaming the future 216. Hotstream: Efficient data streaming of complex patterns to multiple accelerating kernels 217. Analyzing and predicting security event anomalies: Lessons learned from a large enterprise big data streaming analytics deployment 218. Self-organizing fuzzy inference ensemble system for big streaming data classification 219. Energy-Efficient Multicast tree construction protocol for real-time data streaming in WSNs 220. EPF: A general framework for supporting continuous top-k queries over streaming data 221. A streaming multi-threaded model 222. [BOOK][B] Streaming architecture: new designs using Apache Kafka and MapR streams 223. Acotes project: Advanced compiler technologies for embedded streaming 224. Unified analysis of streaming news 225. Is Backlist the New Frontlist?: Large-scale data analysis of bestseller book consumption in streaming services 226. Efficient streaming mass spatio-temporal vehicle data access in urban sensor networks based on Apache Storm 227. Interval forecasts based on regression trees for streaming data 228. Streaming knowledge bases 229. An approach for streaming data feature extraction based on discrete cosine transform and particle swarm optimization 230. Modeless streaming synchrophasor data recovery in nonlinear systems 231. Using the graphics processor unit to realize data streaming operations 232. Resource-efficient delivery of on-demand streaming data using UEP codes 233. Neural memory streaming recommender networks with adversarial training 234. MMC03-4: On the Optimal Scheduling for Media Streaming in Data-driven Overlay Networks 235. Online prediction of streaming sensor data 236. Systematic literature review on the anonymization of high dimensional streaming datasets for health data sharing 237. Feature-preserved sampling over streaming data 238. Adahash: hashing-based scalable, adaptive hierarchical clustering of streaming data on mapreduce frameworks 239. Streaming multimedia data with adaptive QoS characteristics 240. [BOOK][B] Using flume: flexible, scalable, and reliable data streaming 241. Streaming parallel variational Bayesian supervised factor analysis for adaptive soft sensor modeling with big process data 242. Using text mining to uncover students’ technology-related problems in live video streaming 243. Processing Cassandra datasets with Hadoop-streaming based approaches 244. Toward autonomic grids: Analyzing the job flow with affinity streaming 245. End-to-end security in the presence of intelligent data adapting proxies: The case of authenticating transcoded streaming media 246. Efficiently maintaining the performance of an ensemble classifier in streaming data 247. Regression trees for streaming data with local performance guarantees 248. Deep SOMs for automated feature extraction and classification from big data streaming 249. Streaming and 3D mapping of AGRI-data on mobile devices 250. A streaming-based network monitoring and threat detection system 251. Tempe: an interactive data science environment for exploration of temporal and streaming data 252. Distributed streaming data processing in IoT systems using multi-agent software architecture 253. Real time streaming data storage and processing using storm and analytics with Hive 254. Parallel data streaming analytics in the context of internet of things 255. Probabilistic trust aware data replica placement strategy for online video streaming applications in vehicular delay tolerant networks 256. Performance evaluation of high definition video streaming over mobile ad hoc networks 257. Emergency related video streaming in VANET using network coding 258. A hierarchical memory network-based approach to uncertain streaming data 259. Cross-layer optimization protocol for guaranteed data streaming over Wireless Body Area Networks 260. Knn-based approximate outlier detection algorithm over iot streaming data 261. The VLTI real-time reflective memory data streaming and recording system 262. NetMedia: Synchronized streaming of multimedia presentations in distributed environments 263. GnuStream: a P2P media streaming system prototype 264. Streaming software analytics 265. Real-time outlier detection over streaming data 266. Method for visual detection of similarities in medical streaming data 267. Case study: Integrating IoT, streaming analytics and machine learning to improve intelligent diabetes management system 268. Hardware-based systems for partial sorting of streaming data 269. Private (t, n) threshold searching on streaming data 270. Episodic memory reader: Learning what to remember for question answering from streaming data 271. Streaming FDR calculation for protein identification 272. A multi-tier stacked ensemble algorithm to reduce the regret of incremental learning for streaming data 273. Streaming data transmission in the moderate deviations and central limit regimes 274. From sensor data streams to linked streaming data: a survey of main approaches 275. Scalable resilient media streaming 276. Application of stochastic hybrid systems in power management of streaming data 277. Sentiment analysis on twitter streaming data 278. Scalable and Efficient Data Streaming Algorithms for Detecting Common Content in Internet Traffic 279. Streaming analytics processing in manufacturing performance monitoring and prediction 280. Real-time anomaly detection and classification in streaming PMU data 281. A semantic data model for the interpretion of environmental streaming data 282. 3D streaming based on multi-LOD models for networked collaborative design 283. Rs-forest: A rapid density estimator for streaming anomaly detection 284. Scene understanding for real time processing of queries over big data streaming video 285. LISP Optimisation of Mobile Data Streaming in Connected Societies 286. Hiding data in multimedia streaming over networks 287. The architecture design of streaming media applications for Android OS 288. High performance streaming telemetry in optical transport networks 289. Measurement and analysis of a streaming media workload. 290. Lambdastream–a data transport protocol for streaming network-intensive applications over photonic networks 291. Live-streaming in delay tolerant networks 292. XTREAM: An efficient multi-query evaluation on streaming XML data 293. Integrating a stream processing engine and databases for persistent streaming data management 294. Optimizing the throughput of data-driven based streaming in heterogeneous overlay network 295. Erasure coding for real-time streaming 296. Online wavelet-based density estimation for non-stationary streaming data 297. k-Means for Streaming and Distributed Big Sparse Data 298. A fast two-stage algorithm for non-negative matrix factorization in streaming data 299. Database-support for continuous prediction queries over streaming data 300. Reconfigurable streaming for the mobile edge 301. Query processing for streaming sensor data 302. A 3d tele-immersion streaming approach using skeleton-based prediction 303. Slamcast: Large-scale, real-time 3d reconstruction and streaming for immersive multi-client live telepresence 304. Streaming authenticated data structures: Abstraction and implementation 305. Dynamic power management for streaming data 306. Streaming computations with a loquacious prover 307. On maximum coverage in the streaming model & application to multi-topic blog-watch 308. Massive streaming data analytics: a graph-based approach 309. Measuring the capacity of a streaming media server in a utility data center environment 310. Supporting fault-tolerance in streaming grid applications 311. Event processing and real-time monitoring over streaming traffic data 312. Semi-streaming quantization for remote sensing data 313. Streaming algorithms for halo finders 314. Memory efficient experience replay for streaming learning 315. Pilot-streaming: A stream processing framework for high-performance computing 316. XQuery streaming à la carte 317. Packet loss recovery for streaming video 318. Differentially private streaming to untrusted edge servers in intelligent transportation system 319. Development of an HL7 interface engine, based on tree structure and streaming algorithm, for large-size messages which include image data 320. Pipes: A multi-threaded publish-subscribe architecture for continuous queries over streaming data sources 321. Streaming algorithms for identification pathogens and antibiotic resistance potential from real-time MinION™ sequencing 322. Architecture of the data aggregation and streaming system for the European Spallation Source neutron instrument suite 323. On the memory required to compute functions of streaming data 324. S-isomap++: multi manifold learning from streaming data 325. Auto-parallelizing stateful distributed streaming applications 326. Streaming data analysis using apache cassandra and zeppelin 327. A real time processing and streaming of wireless network data using storm 328. Cloudet: A cloud-driven visual cognition of large streaming data 329. Can exclusive clustering on streaming data be achieved? 330. Low delay MPEG DASH streaming over the WebRTC data channel 331. A self-managing wide-area data streaming service 332. Implementation of UAV for environment monitoring of a Smart City with an airspace regulation by AIXM-format data streaming 333. Mobile data offloading system for video streaming services over SDN-enabled wireless networks 334. 6lowpan stack model configuration for iot streaming data transmission over coap 335. Towards exploratory visualization of multivariate streaming data 336. An efficient method of building an ensemble of classifiers in streaming data 337. Overview of robust video streaming with network coding 338. Concept drifting detection on noisy streaming data in random ensemble decision trees 339. Management of real-time streaming data Grid services 340. htsget: a protocol for securely streaming genomic data 341. From Dipsy-Doodle to Streaming Motions: Changes in Representation in the Analysis of Visual Scientific Data 342. Management of multimedia data for streaming on a distributed e-learning system 343. A fast learning method for streaming and randomly ordered multi-class data chunks by using one-pass-throw-away class-wise learning concept 344. Video streaming: H. 264 and the Internet of Things 345. Stochastic approximation and memory-limited subspace tracking for Poisson streaming data 346. Distributed Supervised Sentiment Analysis of Tweets: Integrating Machine Learning and Streaming Analytics for Big Data Challenges in Communication and … 347. Streaming satellite data to cloud workflows for on-demand computing of environmental data products 348. Autonomic data streaming for high-performance scientific applications 349. Range-Net: A High Precision Streaming SVD for Big Data Applications 350. Properties of a GP active learning framework for streaming data with class imbalance 351. Towards a streaming model for nested data parallelism 352. Push-to-pull peer-to-peer live streaming 353. Bundle streaming service: design, implementation and performance evaluation 354. Transmission of streaming data over an EGPRS wireless network 355. Parallel collaborative filtering for streaming data 356. Packed-Memory Quadtree: A cache-oblivious data structure for visual exploration of streaming spatiotemporal big data 357. Fighting attacks in p2p live streaming. simpler is better 358. Recognizing long-form speech using streaming end-to-end models 359. Streaming graphics 360. Micro-batching growing neural gas for clustering data streams using spark streaming 361. An improved algorithm of decision trees for streaming data based on VFDT 362. Double decomposition and optimal combination ensemble learning approach for interval-valued AQI forecasting using streaming data 363. Low-power buffer management for streaming data 364. Interactive remote large-scale data visualization via prioritized multi-resolution streaming 365. Streaming prediction-error filters 366. Rt-dbscan: Real-time parallel clustering of spatio-temporal data using spark-streaming 367. Integration of streaming services and TCP data transmission in the Internet 368. Creating streaming iterative soft clustering algorithms 369. Predicting user-perceived quality ratings from streaming media data 370. Online and Offline Analysis of Streaming Data 371. Sketching and streaming algorithms for processing massive data 372. Horizontal and vertical integration/segregation in auditory streaming: a voice separation algorithm for symbolic musical data 373. Streaming visualization for collaborative environments 374. On discovery of traveling companions from streaming trajectories 375. Verifying data integrity in peer-to-peer media streaming 376. Automated Bayesian quality control of streaming rain gauge data 377. Adaptive join operators for result rate optimization on streaming inputs 378. Auto-Pipe: Streaming applications on architecturally diverse systems 379. A stepwise auto-profiling method for performance optimization of streaming applications 380. Millimeter-wave-based fiber-wireless bridge system for 8K UHD video streaming and gigabit ethernet data connectivity 381. Enabling adaptive high-frame-rate video streaming in mobile cloud gaming applications 382. Processing billions of RDF triples on a single machine using streaming and sorting 383. Streaming recommender systems 384. A review of http live streaming 385. Greenbag: Energy-efficient bandwidth aggregation for real-time streaming in heterogeneous mobile wireless networks 386. Streaming remote sensing data processing for the future smart cities: state of the art and future challenges 387. Building streaming GIScience from context, theory, and intelligence 388. Feedback-control & queueing theory-based resource management for streaming applications 389. Modeling and simulating apache spark streaming applications 390. Configurable hardware-based streaming architecture using online programmable-blocks 391. Temporal geo-social personalized search over streaming data 392. Bluestreaming: towards power-efficient internet p2p streaming to mobile devices 393. A spark-based big data analysis framework for real-time sentiment prediction on streaming data 394. Real-Time Data Streaming and Storing Structure for the LHD’s Fusion Plasma Experiments 395. Data-rate-aware FPGA-based acceleration framework for streaming applications 396. An edge-fog-cloud architecture of streaming analytics for internet of things applications 397. Mining streaming emerging patterns from streaming data 398. A lidar streaming architecture for mobile robotics with application to 3d structure characterization 399. Real-time sentiment prediction on streaming social network data using in-memory processing 400. A streaming clustering approach using a heterogeneous system for big data analysis 401. Efficient and scalable continuous skyline monitoring in two-tier streaming settings 402. An Efficient Anomaly Detection Framework for Electromagnetic Streaming Data 403. A non-intrusive approach for 2d platform game design analysis based on provenance data extracted from game streaming 404. Real-time PM10 concentration prediction LSTM model based on IoT streaming sensor data 405. Finding longest increasing and common subsequences in streaming data 406. Cache-friendly progressive data streaming with variable-scale data structures 407. A cross-layer QoS-aware optimization protocol for guaranteed data streaming over wireless body area networks 408. Unsupervised streaming feature selection in social media 409. A framework to visualize temporal behavioral relationships in streaming multivariate data 410. Quality of data delivery in peer-to-peer video streaming 411. Approximation and streaming algorithms for histogram construction problems 412. PARASOL: a hybrid approximation approach for scalable frequent itemset mining in streaming data 413. A framework for real-time volume visualization of streaming scattered data 414. Interfacial charge of organic thin films characterized by streaming potential and streaming current measurements 415. Heterogeneous environment aware streaming graph partitioning 416. A streaming data anomaly detection analytic engine for mobile network management 417. Distributed stochastic algorithms for high-rate streaming principal component analysis 418. I/o streaming evaluation of batch queries for data-intensive computational turbulence 419. Streaming chunk incremental learning for class-wise data stream classification with fast learning speed and low structural complexity 420. Resource-aware kernel density estimators over streaming data 421. Data streaming architecture for visualizing cryptocurrency temporal data 422. Real-time management of multimodal streaming data for monitoring of epileptic patients 423. Sentiment analysis on twitter using streaming API 424. Transformation-based streaming workflow allocation on geo-distributed datacenters for streaming big data processing 425. Performance database: capturing data for optimizing distributed streaming workflows 426. Statistical data mining of streaming motion data for fall detection in assistive environments 427. Simultaneous incremental matrix factorization for streaming recommender systems 428. A summary of formats for streaming and storing music-related movement and gesture data 429. A research survey on large XML data: Streaming, selectivity estimation and parallelism 430. Streaming service provisioning in IoT-based healthcare: An integrated edge-cloud perspective 431. A statistical approach for clustering in streaming data. 432. On scheduling video streaming data in the HDR system 433. Assessing and improving sensors data quality in streaming context 434. Predicting over-indebtedness on batch and streaming data 435. Robust on-line streaming clustering 436. Multi-model Z-compression for high speed data streaming and low-power wireless sensor networks 437. Streaming meshes 438. Panel: the need of formats for streaming and storing music-related movement and gesture data 439. A distributed rule engine for streaming big data 440. Scalable mobile data streaming with trajectory preserving partitioning 441. Extending the FairRoot framework to allow for simulation and reconstruction of free streaming data 442. Analysis of a CDN–P2P hybrid architecture for cost-effective streaming media distribution 443. Region of interest–based segmented tiled adaptive streaming using head-mounted display tracking sensing data 444. Reliable data streaming over delay tolerant networks 445. Streaming pattern discovery in multiple time-series 446. Efficient 3-d scene analysis from streaming data 447. Supporting self-adaptation in streaming data mining applications 448. pClass: an effective classifier for streaming examples 449. Distributed and streaming linear programming in low dimensions 450. Streaming spectral clustering 451. Tight lower bounds for query processing on streaming and external memory data 452. Data mining approach to temporal debugging of embedded streaming applications 453. Research on Data Sharing Architecture for Ecological Monitoring Using Iot Streaming Data 454. Lightweight streaming protocol (LSP) 455. Predicting object trajectories from high-speed streaming data 456. Multirate media streaming using network coding 457. Motion vector encryption in multimedia streaming 458. Scientific workflow design 2.0: Demonstrating streaming data collections in Kepler 459. Tight lower bounds for query processing on streaming and external memory data 460. A TTL-based approach for data aggregation in geo-distributed streaming analytics 461. Nephele streaming: stream processing under QoS constraints at scale 462. On the application of GP to streaming data classification tasks with label budgets 463. Real-time streaming data analysis using a three-way classification method for sentimental analysis 464. The EMBERS architecture for streaming predictive analytics 465. Incremental blocking for entity resolution over web streaming data 466. Computational graph analytics for massive streaming data 467. Real-time and parallel semantic translation technique for large-scale streaming sensor data in an IoT environment 468. Streaming RAID: a disk array management system for video files 469. AlertMix: A Big Data platform for multi-source streaming data 470. Evolving local means methods for clustering of streaming data 471. Streaming 3D geometry data over lossy communication channels 472. Active learning for streaming networked data 473. Towards mobile data streaming in service oriented architecture 474. Querying Streaming Geospatial Image Data: The GeoStreams Project. 475. Toward systematical data scheduling for layered streaming in peer-to-peer networks: Can we go farther? 476. Will IPTV ride the peer-to-peer stream?[Peer-to-Peer Multimedia Streaming] 477. Privately detecting bursts in streaming, distributed time series data 478. FAIMUSS: Flexible Data Transformation to RDF from Multiple Streaming Sources. 479. Protocol for Streaming Data from an RFID Sensor Network 480. Fast learning and testing for imbalanced multi-class changes in streaming data by dynamic multi-stratum network

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