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ORCIDIsak Karlsson
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- affiliation: Stockholm University, Sweden
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Books and Theses
- 2017
[b1]Isak Karlsson:
Order in the random forest. Stockholm University, Sweden, 2017
Journal Articles
- 2021
- [j5]Jonathan Rebane
, Isak Karlsson, Leon Bornemann, Panagiotis Papapetrou:
SMILE: a feature-based temporal abstraction framework for event-interval sequence classification. Data Min. Knowl. Discov. 35(1): 372-399 (2021) - 2020
- [j4]Isak Karlsson, Jonathan Rebane, Panagiotis Papapetrou, Aristides Gionis:
Locally and globally explainable time series tweaking. Knowl. Inf. Syst. 62(5): 1671-1700 (2020) - 2019
- [j3]Francesco Bagattini, Isak Karlsson, Jonathan Rebane, Panagiotis Papapetrou:
A classification framework for exploiting sparse multi-variate temporal features with application to adverse drug event detection in medical records. BMC Medical Informatics Decis. Mak. 19(1): 7:1-7:20 (2019) - 2016
- [j2]Isak Karlsson, Panagiotis Papapetrou, Henrik Boström:
Generalized random shapelet forests. Data Min. Knowl. Discov. 30(5): 1053-1085 (2016) - 2015
- [j1]Alexios Kotsifakos, Isak Karlsson, Panagiotis Papapetrou, Vassilis Athitsos, Dimitrios Gunopulos:
Embedding-based subsequence matching with gaps-range-tolerances: a Query-By-Humming application. VLDB J. 24(4): 519-536 (2015)
Conference and Workshop Papers
- 2019
- [c16]Jonathan Rebane, Isak Karlsson, Panagiotis Papapetrou:
An Investigation of Interpretable Deep Learning for Adverse Drug Event Prediction. CBMS 2019: 337-342 - 2018
- [c15]Isak Karlsson, Jonathan Rebane, Panagiotis Papapetrou, Aristides Gionis:
Explainable Time Series Tweaking via Irreversible and Reversible Temporal Transformations. ICDM 2018: 207-216 - [c14]Jaakko Hollmén, Lars Asker, Isak Karlsson, Panagiotis Papapetrou, Henrik Boström, Birgitta Norstedt Wikner, Inger Öhman:
Exploring epistaxis as an adverse effect of anti-thrombotic drugs and outdoor temperature. PETRA 2018: 1-4 - 2017
- [c13]Henrik Boström, Lars Asker, Ram B. Gurung, Isak Karlsson, Tony Lindgren, Panagiotis Papapetrou:
Conformal Prediction Using Random Survival Forests. ICMLA 2017: 812-817 - [c12]Isak Karlsson, Panagiotis Papapetrou, Lars Asker:
KAPMiner: Mining Ordered Association Rules with Constraints. IDA 2017: 149-161 - [c11]Isak Karlsson, Panagiotis Papapetrou, Lars Asker, Henrik Boström, Hans E. Persson:
Mining disproportional itemsets for characterizing groups of heart failure patients from administrative health records. PETRA 2017: 394-398 - 2016
- [c10]Isak Karlsson, Panagiotis Papapetrou, Henrik Boström:
Early Random Shapelet Forest. DS 2016: 261-276 - [c9]Isak Karlsson, Henrik Boström:
Predicting Adverse Drug Events Using Heterogeneous Event Sequences. ICHI 2016: 356-362 - [c8]Andreas Henelius, Isak Karlsson, Panagiotis Papapetrou, Antti Ukkonen, Kai Puolamäki:
Semigeometric Tiling of Event Sequences. ECML/PKDD (1) 2016: 329-344 - 2015
- [c7]Isak Karlsson, Panagiotis Papapetrou, Lars Asker:
Multi-channel ECG classification using forests of randomized shapelet trees. PETRA 2015: 43:1-43:6 - [c6]Andreas Henelius, Kai Puolamäki, Isak Karlsson, Jing Zhao, Lars Asker, Henrik Boström, Panagiotis Papapetrou:
GoldenEye++: A Closer Look into the Black Box. SLDS 2015: 96-105 - [c5]Isak Karlsson, Panagiotis Papapetrou, Henrik Boström:
Forests of Randomized Shapelet Trees. SLDS 2015: 126-136 - 2014
- [c4]Isak Karlsson, Jing Zhao:
Dimensionality Reduction with Random Indexing: An Application on Adverse Drug Event Detection Using Electronic Health Records. CBMS 2014: 304-307 - [c3]Isak Karlsson, Henrik Boström:
Handling Sparsity with Random Forests When Predicting Adverse Drug Events from Electronic Health Records. ICHI 2014: 17-22 - [c2]Lars Asker, Henrik Boström, Isak Karlsson, Panagiotis Papapetrou, Jing Zhao:
Mining candidates for adverse drug interactions in electronic patient records. PETRA 2014: 22:1-22:4 - 2013
- [c1]Isak Karlsson, Jing Zhao, Lars Asker, Henrik Boström:
Predicting Adverse Drug Events by Analyzing Electronic Patient Records. AIME 2013: 125-129
Informal and Other Publications
- 2018
- [i1]Isak Karlsson, Jonathan Rebane, Panagiotis Papapetrou, Aristides Gionis:
Explainable time series tweaking via irreversible and reversible temporal transformations. CoRR abs/1809.05183 (2018)
Coauthor Index
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