“…Year Publishers Breskvar and Džeroski [19] 2021 IEEE Access Chen et al [4] 2021 Applied Mathematical Modelling Santana et al [5] 2021 Chemometrics and Intelligent Laboratory Systems Mastelini et al [2] 2020 Applied Soft Computing Pliakos and Vens [20] 2020 BMC Bioinformatics Wu and Lian [21] 2020 Proceedings of the International Joint Conference on Neural Networks Adıyeke and Baydoğan [13] 2020 Pattern Recognition Bessadok et al [22] 2020 Lecture Notes in Computer Science Liu et al [23] 2020 IEEE Access Mignone et al [24] 2020 Nature Scientific Reports Liu et al [25] 2020 Machine Learning for Pharma and Healthcare Applications RQ1: What are the latest forms of side information in MTP?…”
Section: Publicationsmentioning
confidence: 99%
“…Liu et al [25] Matrix of similarity between targets. Mastelini et al [2] Matrix of highly influential targets. Mignone et al [24] Pair of vectors representing the confidence on the existence of interaction between targets.…”
Section: Table 2 Forms Of Side Informationmentioning
confidence: 99%
“…Prediction models Adıyeke and Baydoğan [13] Decision tree Bessadok et al [22] Clustering Breskvar and Džeroski [19] Clustering decision tree Chen et al [4] Regressors Liu et al [23] Neural net Liu et al [25] kNN Mastelini et al [2] Regressors Mignone et al [24] Clustering decision trees Pliakos and Vens [20] Bi-clustering decision trees Santana et al [5] Regressors Wu and Lian [21] Regressors RQ3: Which MTP strategy that the side information was used in? Three frequent strategies were found in this study: ensemble, stacking and chaining.…”
Section: Publicationsmentioning
confidence: 99%
“…An increasing realisation of MTP's usage in a wide range of domains is shifting MTP to be at the centre stage for current prediction tasks [2]. As interactions between entities in the real world become increasingly complex, prediction tasks must be adept to handle such complexity without compromising performance.…”
Section: Introductionmentioning
confidence: 99%
“…These studies discovered that using MTP instead of STP improves performance. Furthermore, MTP reduces overfitting [2].…”
“…Year Publishers Breskvar and Džeroski [19] 2021 IEEE Access Chen et al [4] 2021 Applied Mathematical Modelling Santana et al [5] 2021 Chemometrics and Intelligent Laboratory Systems Mastelini et al [2] 2020 Applied Soft Computing Pliakos and Vens [20] 2020 BMC Bioinformatics Wu and Lian [21] 2020 Proceedings of the International Joint Conference on Neural Networks Adıyeke and Baydoğan [13] 2020 Pattern Recognition Bessadok et al [22] 2020 Lecture Notes in Computer Science Liu et al [23] 2020 IEEE Access Mignone et al [24] 2020 Nature Scientific Reports Liu et al [25] 2020 Machine Learning for Pharma and Healthcare Applications RQ1: What are the latest forms of side information in MTP?…”
Section: Publicationsmentioning
confidence: 99%
“…Liu et al [25] Matrix of similarity between targets. Mastelini et al [2] Matrix of highly influential targets. Mignone et al [24] Pair of vectors representing the confidence on the existence of interaction between targets.…”
Section: Table 2 Forms Of Side Informationmentioning
confidence: 99%
“…Prediction models Adıyeke and Baydoğan [13] Decision tree Bessadok et al [22] Clustering Breskvar and Džeroski [19] Clustering decision tree Chen et al [4] Regressors Liu et al [23] Neural net Liu et al [25] kNN Mastelini et al [2] Regressors Mignone et al [24] Clustering decision trees Pliakos and Vens [20] Bi-clustering decision trees Santana et al [5] Regressors Wu and Lian [21] Regressors RQ3: Which MTP strategy that the side information was used in? Three frequent strategies were found in this study: ensemble, stacking and chaining.…”
Section: Publicationsmentioning
confidence: 99%
“…An increasing realisation of MTP's usage in a wide range of domains is shifting MTP to be at the centre stage for current prediction tasks [2]. As interactions between entities in the real world become increasingly complex, prediction tasks must be adept to handle such complexity without compromising performance.…”
Section: Introductionmentioning
confidence: 99%
“…These studies discovered that using MTP instead of STP improves performance. Furthermore, MTP reduces overfitting [2].…”
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