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Data Models (H.2.1...)
Bayesian synthesis of probabilistic programs for automatic data modeling
Saad F., Cusumano-Towner M., Schaechtle U., Rinard M., Mansinghka V. Proceedings of the ACM on Programming Languages 3(POPL): 1-32, 2019. Type: Article
Somewhat overshadowed by neural networks (NN) is another thread in machine learning: the Bayesian-based approach. Less data hungry, it also has the promise of being closer to explainable artificial intelligence (XAI), although it hasn’t had ...
Jun 3 2020
Reproducibility in scientific computing
Ivie P., Thain D. ACM Computing Surveys 51(3): 1-36, 2018. Type: Article
The authors discuss reproducible research, that is, research where the same task produces the same result as the original research. Researchers in the computing community are encouraged to make their results reproducible so that others can verify,...
Nov 19 2019
Multi-disciplinary engineering for cyber-physical production systems: data models and software solutions for handling complex engineering projects
Biffl S., Lüder A., Gerhard D., Springer International Publishing, New York, NY, 2017. 472 pp. Type: Book (978-3-319563-44-2)
Cyber-physical systems (CPS) are engines managed and monitored by computer algorithms in tight relation with information and communication technologies. Among the related topics and technologies are the Internet of Things, industrial Internet, sma...
May 4 2018
Analyzing sentiments in one go: a supervised joint topic modeling approach
Hai Z., Cong G., Chang K., Cheng P., Miao C. IEEE Transactions on Knowledge and Data Engineering 29(6): 1172-1185, 2017. Type: Article
The so-called “crowd wisdom” phenomenon took on a whole new dimension with the advent of the web and the emergence of myriads of online product reviews written by both happy and (more often than not) angry customers. A thorough underst...
Jan 17 2018
A scalable data chunk similarity based compression approach for efficient big sensing data processing on cloud
Yang C., Chen J. IEEE Transactions on Knowledge and Data Engineering 29(6): 1144-1157, 2017. Type: Article
Marrying sensors and innovative industries (for example, think aircraft engines instrumented for real-time preventive maintenance) leads to the creation of a huge time series of data samples. One appealing approach to efficiently managing this flo...
Jul 25 2017
Types from data: making structured data first-class citizens in F#
Petricek T., Guerra G., Syme D. PLDI 2016 (Proceedings of the 37th ACM SIGPLAN Conference on Programming Language Design and Implementation, Santa Barbara, CA, Jun 13-17, 2016) 477-490, 2016. Type: Proceedings
Jul 13 2017
Information-theoretic caching: sequential coding for computing
Wang C., Lim S., Gastpar M. IEEE Transactions on Information Theory 62(11): 6393-6406, 2016. Type: Article
Streaming video sequences can be encoded in real time by applying a variable of some average rate of bits per symbol. Such a technique stores both the data sequence and the request sequence simultaneously for updated visual information of the vide...
Jun 21 2017
A general recommendation model for heterogeneous networks
Pham T., Li X., Cong G., Zhang Z. IEEE Transactions on Knowledge and Data Engineering 28(12): 3140-3153, 2016. Type: Article
Recommenders take data, analyze it, and on the basis of these results offer recommendations to end users about the decisions to make: which restaurant would be the most appropriate considering their preferences and location, what concert to attend...
May 9 2017
Crowdsourced data management: a survey
Li G., Wang J., Zheng Y., Franklin M. IEEE Transactions on Knowledge and Data Engineering 28(9): 2296-2319, 2016. Type: Article
Many data management and analytics tasks, notably entity resolution, sentiment analysis, and image recognition, cannot always be fulfilled through automated software processes alone, but also require the application of human cognition. Human compu...
Apr 18 2017
Dimensional enrichment of statistical linked open data
Varga J., Vaisman A., Romero O., Etcheverry L., Pedersen T., Thomsen C. Journal of Web Semantics 40(C): 22-51, 2016. Type: Article
As with most consolidated analysis techniques, online analytical processing (OLAP) usually assumes a local data environment (for example, analysis within an organization) in which multidimensional datasets are modeled according to proprietary stan...
Feb 16 2017
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