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Pekka Malo
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2020 – today
- 2024
- [j21]Juuso Liesiö, Taeyoung Kee, Pekka Malo:
Modeling project interactions in multiattribute portfolio decision analysis: Axiomatic foundations and practical implications. Eur. J. Oper. Res. 316(3): 988-1000 (2024) - [i13]Pekka Malo, Lauri Viitasaari, Antti Suominen, Eeva Vilkkumaa, Olli Tahvonen:
Convex Regularization and Convergence of Policy Gradient Flows under Safety Constraints. CoRR abs/2411.19193 (2024) - 2023
- [i12]Zhaoyang Chen, Lina Siltala-Li, Mikko Lassila, Pekka Malo, Eeva Vilkkumaa, Tarja Saaresranta, Arho Veli Virkki:
Predicting Visit Cost of Obstructive Sleep Apnea using Electronic Healthcare Records with Transformer. CoRR abs/2301.12289 (2023) - [i11]Ankur Sinha, Satishwar Kedas, Rishu Kumar, Pekka Malo:
SEntFiN 1.0: Entity-Aware Sentiment Analysis for Financial News. CoRR abs/2305.12257 (2023) - 2022
- [j20]Henrik Kallio, Pekka Malo, Timo Lainema, Johanna Bragge, Tomi Seppälä, Esko Penttinen:
Generating Research Questions from Digital Trace Data: A Machine-Learning Method for Discovering Patterns in a Dynamic Environment. Commun. Assoc. Inf. Syst. 51: 12 (2022) - [j19]Ankur Sinha, Satishwar Kedas, Rishu Kumar, Pekka Malo:
SEntFiN 1.0: Entity-aware sentiment analysis for financial news. J. Assoc. Inf. Sci. Technol. 73(9): 1314-1335 (2022) - 2021
- [j18]Aleksandre Asatiani, Pekka Malo, Per Rådberg Nagbøl, Esko Penttinen, Tapani Rinta-Kahila, Antti Salovaara:
Sociotechnical Envelopment of Artificial Intelligence: An Approach to Organizational Deployment of Inscrutable Artificial Intelligence Systems. J. Assoc. Inf. Syst. 22(2): 8 (2021) - 2020
- [j17]Ankur Sinha, Zhichao Lu, Kalyanmoy Deb, Pekka Malo:
Bilevel optimization based on iterative approximation of multiple mappings. J. Heuristics 26(2): 151-185 (2020) - [j16]Aleksandre Asatiani, Pekka Malo, Per Rådberg Nagbøl, Esko Penttinen, Tapani Rinta-Kahila, Antti Salovaara:
Challenges of Explaining the Behavior of Black-Box AI Systems. MIS Q. Executive 19(4): 7 (2020) - [c19]Philipp Back, Antti Suominen, Pekka Malo, Olli Tahvonen, Julian Blank, Kalyanmoy Deb:
Towards sustainable forest management strategies with MOEAs. GECCO 2020: 1046-1054
2010 – 2019
- 2019
- [j15]Esko Penttinen, Merja Halme, Pekka Malo, Timo Saarinen, Ville-Matias Vilén:
Playing for fun or for profit: how extrinsically-motivated and intrinsically-motivated players make the choice between competing dual-purposed gaming platforms. Electron. Mark. 29(3): 337-358 (2019) - 2018
- [j14]Ankur Sinha, Pekka Malo, Markku Kallio:
Convex preference cone-based approach for many objective optimization problems. Comput. Oper. Res. 95: 1-11 (2018) - [j13]Pekka J. Korhonen, Pekka Malo, Tommi Pajala, Niklas Ravaja, Outi Somervuori, Jyrki Wallenius:
Context matters: The impact of product type, emotional attachment and information overload on choice quality. Eur. J. Oper. Res. 264(1): 270-279 (2018) - [j12]Tommi Pajala, Pekka Korhonen, Pekka Malo, Ankur Sinha, Jyrki Wallenius, Akram Dehnokhalaji:
Accounting for political opinions, power, and influence: A Voting Advice Application. Eur. J. Oper. Res. 266(2): 702-715 (2018) - [j11]Ankur Sinha, Pekka Malo, Kalyanmoy Deb:
A Review on Bilevel Optimization: From Classical to Evolutionary Approaches and Applications. IEEE Trans. Evol. Comput. 22(2): 276-295 (2018) - [c18]Gisele Lobo Pappa, Michael T. M. Emmerich, Ana L. C. Bazzan, Will N. Browne, Kalyanmoy Deb, Carola Doerr, Marko Durasevic, Michael G. Epitropakis, Saemundur O. Haraldsson, Domagoj Jakobovic, Pascal Kerschke, Krzysztof Krawiec, Per Kristian Lehre, Xiaodong Li, Andrei Lissovoi, Pekka Malo, Luis Martí, Yi Mei, Juan Julián Merelo Guervós, Julian F. Miller, Alberto Moraglio, Antonio J. Nebro, Su Nguyen, Gabriela Ochoa, Pietro S. Oliveto, Stjepan Picek, Nelishia Pillay, Mike Preuss, Marc Schoenauer, Roman Senkerik, Ankur Sinha, Ofer M. Shir, Dirk Sudholt, L. Darrell Whitley, Mark Wineberg, John R. Woodward, Mengjie Zhang:
Tutorials at PPSN 2018. PPSN (2) 2018: 477-489 - 2017
- [j10]Ankur Sinha, Pekka Malo, Kalyanmoy Deb:
Approximated set-valued mapping approach for handling multiobjective bilevel problems. Comput. Oper. Res. 77: 194-209 (2017) - [j9]Ankur Sinha, Janne Rämö, Pekka Malo, Markku Kallio, Olli Tahvonen:
Optimal management of naturally regenerating uneven-aged forests. Eur. J. Oper. Res. 256(3): 886-900 (2017) - [j8]Ankur Sinha, Pekka Malo, Kalyanmoy Deb:
Evolutionary algorithm for bilevel optimization using approximations of the lower level optimal solution mapping. Eur. J. Oper. Res. 257(2): 395-411 (2017) - [j7]Johanna Bragge, Henrik Kallio, Tomi Seppälä, Timo Lainema, Pekka Malo:
Decision-Making in a Real-Time Business Simulation Game: Cultural and Demographic Aspects in Small Group Dynamics. Int. J. Inf. Technol. Decis. Mak. 16(3): 779-816 (2017) - [c17]Olga Gorskikh, Pekka Malo, Pauliina Ilmonen:
Nonparametric Splitting Algorithm for Detecting Structural Changes in Predictive Relationships. ICCDA 2017: 143-149 - [c16]Bikesh Raj Upreti, Jani Merikivi, Johanna Bragge, Pekka Malo:
Analyzing the ways IT has changed our TV consumption: Binge Watching and Marathon Watching. ICIS 2017 - [p1]Ankur Sinha, Pekka Malo, Kalyanmoy Deb:
Evolutionary Bilevel Optimization: An Introduction and Recent Advances. Recent Advances in Evolutionary Multi-objective Optimization 2017: 71-103 - [i10]Ankur Sinha, Pekka Malo, Kalyanmoy Deb:
A Review on Bilevel Optimization: From Classical to Evolutionary Approaches and Applications. CoRR abs/1705.06270 (2017) - 2016
- [j6]Ankur Sinha, Pekka Malo, Kalyanmoy Deb, Pekka J. Korhonen, Jyrki Wallenius:
Solving Bilevel Multicriterion Optimization Problems With Lower Level Decision Uncertainty. IEEE Trans. Evol. Comput. 20(2): 199-217 (2016) - [c15]Ankur Sinha, Pekka Malo, Kalyanmoy Deb:
Solving optimistic bilevel programs by iteratively approximating lower level optimal value function. CEC 2016: 1877-1884 - [c14]Varun Suryan, Ankur Sinha, Pekka Malo, Kalyanmoy Deb:
Handling inverse optimal control problems using evolutionary bilevel optimization. CEC 2016: 1893-1900 - [c13]Bikesh Raj Upreti, Aleksandre Asatiani, Pekka Malo:
To Reach the Clouds: Application of Topic Models to the Meta-Review on Cloud Computing Literature. HICSS 2016: 3979-3988 - [i9]Ankur Sinha, Janne Rämö, Pekka Malo, Markku Kallio, Olli Tahvonen:
Optimal Management of Naturally Regenerating Uneven-aged Forests. CoRR abs/1608.05109 (2016) - 2015
- [c12]Ankur Sinha, Aleksi Porokka, Pekka Malo, Kalyanmoy Deb:
Unconstrained robust optimization using a descent-based crossover operator. CEC 2015: 85-92 - [c11]Ankur Sinha, Pekka Malo, Kalyanmoy Deb:
Transportation policy formulation as a multi-objective bilevel optimization problem. CEC 2015: 1651-1658 - [c10]Ankur Sinha, Pekka Malo, Kalyanmoy Deb:
Towards Understanding Bilevel Multi-objective Optimization with Deterministic Lower Level Decisions. EMO (1) 2015: 426-443 - 2014
- [j5]Ankur Sinha, Pekka Malo, Anton Frantsev, Kalyanmoy Deb:
Finding optimal strategies in a multi-period multi-leader-follower Stackelberg game using an evolutionary algorithm. Comput. Oper. Res. 41: 374-385 (2014) - [j4]Ankur Sinha, Pekka Malo, Kalyanmoy Deb:
Test Problem Construction for Single-Objective Bilevel Optimization. Evol. Comput. 22(3): 439-477 (2014) - [j3]Pekka Malo, Ankur Sinha, Pekka J. Korhonen, Jyrki Wallenius, Pyry Takala:
Good debt or bad debt: Detecting semantic orientations in economic texts. J. Assoc. Inf. Sci. Technol. 65(4): 782-796 (2014) - [c9]Ankur Sinha, Pekka Malo, Kalyanmoy Deb:
An improved bilevel evolutionary algorithm based on Quadratic Approximations. IEEE Congress on Evolutionary Computation 2014: 1870-1877 - [c8]Ankur Sinha, Pekka Malo, Peng Xu, Kalyanmoy Deb:
A bilevel optimization approach to automated parameter tuning. GECCO 2014: 847-854 - [c7]Pyry Takala, Pekka Malo, Ankur Sinha, Oskar Ahlgren:
Gold-standard for Topic-specific Sentiment Analysis of Economic Texts. LREC 2014: 2152-2157 - [i8]Ankur Sinha, Pekka Malo, Kalyanmoy Deb:
Test Problem Construction for Single-Objective Bilevel Optimization. CoRR abs/1401.1942 (2014) - 2013
- [j2]Pekka Malo, Pyry-Antti Siitari, Ankur Sinha:
Automated query learning with Wikipedia and genetic programming. Artif. Intell. 194: 86-110 (2013) - [c6]Ankur Sinha, Pekka Malo, Anton Frantsev, Kalyanmoy Deb:
Multi-objective Stackelberg game between a regulating authority and a mining company: A case study in environmental economics. IEEE Congress on Evolutionary Computation 2013: 478-485 - [c5]Ankur Sinha, Pekka Malo, Kalyanmoy Deb:
Evolutionary bilevel optimization. GECCO (Companion) 2013: 877-892 - [c4]Pekka Malo, Ankur Sinha, Pyry Takala, Oskar Ahlgren, Iivari Lappalainen:
Learning the Roles of Directional Expressions and Domain Concepts in Financial News Analysis. ICDM Workshops 2013: 945-954 - [i7]Ankur Sinha, Pekka Malo, Kalyanmoy Deb:
Efficient Evolutionary Algorithm for Single-Objective Bilevel Optimization. CoRR abs/1303.3901 (2013) - [i6]Pekka Malo, Ankur Sinha, Pyry Takala, Pekka J. Korhonen, Jyrki Wallenius:
Good Debt or Bad Debt: Detecting Semantic Orientations in Economic Texts. CoRR abs/1307.5336 (2013) - [i5]Ankur Sinha, Pekka Malo, Anton Frantsev, Kalyanmoy Deb:
Finding Optimal Strategies in a Multi-Period Multi-Leader-Follower Stackelberg Game Using an Evolutionary Algorithm. CoRR abs/1307.6246 (2013) - [i4]Ankur Sinha, Pekka Malo, Anton Frantsev, Kalyanmoy Deb:
Multi-objective Stackelberg Game Between a Regulating Authority and a Mining Company: A Case Study in Environmental Economics. CoRR abs/1307.6250 (2013) - 2012
- [c3]Ankur Sinha, Pekka Malo, Kalyanmoy Deb:
Unconstrained scalable test problems for single-objective bilevel optimization. IEEE Congress on Evolutionary Computation 2012: 1-8 - [i3]Ankur Sinha, Pekka Malo, Timo Kuosmanen:
A Multi-objective Procedure for Efficient Regression Modeling. CoRR abs/1203.6276 (2012) - 2011
- [j1]Pekka Malo, Ankur Sinha, Jyrki Wallenius, Pekka J. Korhonen:
Concept-based document classification using Wikipedia and value function. J. Assoc. Inf. Sci. Technol. 62(12): 2496-2511 (2011) - [c2]Oskar Ahlgren, Pekka Malo, Ankur Sinha, Pekka J. Korhonen, Jyrki Wallenius:
A Dimensionality Reduction Approach for Semantic Document Classification. SPIM 2011: 114-121 - 2010
- [c1]Pekka Malo, Pyry-Antti Siitari, Oskar Ahlgren, Jyrki Wallenius, Pekka J. Korhonen:
Semantic Content Filtering with Wikipedia and Ontologies. ICDM Workshops 2010: 518-526 - [i2]Pekka Malo, Pyry-Antti Siitari, Ankur Sinha:
Automated Query Learning with Wikipedia and Genetic Programming. CoRR abs/1012.0841 (2010) - [i1]Pekka Malo, Pyry-Antti Siitari, Oskar Ahlgren, Jyrki Wallenius, Pekka J. Korhonen:
Semantic Content Filtering with Wikipedia and Ontologies. CoRR abs/1012.0854 (2010)
Coauthor Index
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