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• TSMF: Network Latency Estimation using Matrix Factorization and Time Series Forecasting[paper]
  Tags : Latency Estimation Matrix Factorization Networks
  Savva, F. , Anagnostopoulos, C. and Pezaros D. (2021)(IFIP)

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• Query-Driven Learning for Automating Exploratory Analytics in Large-Scale Data Management Systems[draft]
  Savva, F. (2020)(Thesis)

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• Large-scale Data Exploration Using Explanatory Regression Functions[paper]
  Tags : Data Exploration Explanations Query-Driven Learning
  Savva, F. , Anagnostopoulos, C. and Triantafillou, P., , Kolomvatsos K(2020)(TKDD)

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• ML-AQP: Query-Driven Approximate Query Processing based on Machine Learning[preprint]
  Tags : Approximate Query Processing Applied Machine Learning Query-Driven Learning
  Savva, F. , Anagnostopoulos, C. and Triantafillou, P. (2020)(arXiv)

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• SuRF: Identification of Interesting Data Regions with Surrogate Models[preprint]
  Tags : Autonomous Data Exploration Applied Machine Learning Biological Optimization
  Savva, F. , Anagnostopoulos, C. and Triantafillou, P.(2020)(ICDE2020)

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• Adaptive learning of aggregate analytics under dynamic workloads[paper]
  Tags : Concept Drift Detection/Adaptation Applied Machine Learning Ensemble Learning
  Savva, F. , Anagnostopoulos, C. and Triantafillou, P.(2020) Future Computer Generation Systems (FGCS2020)

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• Aggregate query prediction under dynamic workloads[paper]
  Tags : Concept Drift Detection/Adaptation Applied Machine Learning Ensemble Learning
  Savva, F. , Anagnostopoulos, C. and Triantafillou, P.(2019)(BigData19)

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• Query-Driven Learning for Next Generation Predictive Modeling & Analytics[paper]
  Tags : Applied Machine Learning Query-Driven Learning Approximate Query Processing
  Savva, F. "Query-Driven Learning for Next Generation Predictive Modeling & Analytics." Proceedings of the 2019 International Conference on Management of Data. ACM, 2019.(SIGMOD19)

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• Explaining Aggregates for Exploratory Analytics[paper]
  Tags : MARS Optimization Exploratory Data Analytics Explanation via Regression
  Savva, F. , Anagnostopoulos, C. and Triantafillou, P. "Explaining Aggregates for Exploratory Analytics." 2018 IEEE International Conference on Big Data (Big Data). IEEE, 2018.(BigData18)

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• Scalable aggregation predictive analytics[paper]
  Tags : Apache Spark Applied Machine Learning Cardinality Estimation Anagnostopoulos, C. , Savva, F. and Triantafillou, P. (2018) Applied Intelligence, 48(9), pp. 2546-2567. (doi:10.1007/s10489-017-1093-y)(AppliedIntelligence18)

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