Data Literacy for Responsible Decision-Making

Research output

Research output per year 2021 2021 2022 2023 2024

• 28 Article
• 10 Conference article in proceedings
• 1 Review Article

Research output per year

Research output per year

Search results

• 2024

  Risk adjustment for regional healthcare funding allocations with ensemble methods : an empirical study and interpretation

  Holster, T., Ji, S. & Marttinen, P., 2024, (E-pub ahead of print) In: European Journal of Health Economics.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  • Risk 100%
  • Investigation 100%
  • Allocation 100%
  • Machine Learning 100%
  • Adjusting 100%

• Self-Supervised Forecasting in Electronic Health Records with Attention-Free Models

  Kumar, Y., Ilin, A., Salo, H., Kulathinal, S., Leinonen, M. K. & Marttinen, P., 2024, In: IEEE Transactions on Artificial Intelligence. 5, 8, p. 3926-3938 13 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File

  • Neural Network 100%
  • Scalability 100%
  • Data Record 40%
  • Performance Model 20%
  • Multiple Domain 20%
  3 Citations (Scopus)

  3 Downloads (Pure)
• 2023

  A cluster UAV inspired honeycomb defense system to confront military IoT: a dynamic game approach

  Meng, Y., Xu, J., He, J., Tao, S., Gupta, D., Moreira, C., Tiwari, P. & Guo, C., Jan 2023, In: Soft Computing. 27, 2, p. 1033–1043 11 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File

  • Internet of Things 100%
  • Unmanned Aerial Vehicle 100%
  • Models 44%
  • Attack 33%
  • Attackers 33%
  5 Citations (Scopus)

  121 Downloads (Pure)

• Bayesian modeling of the impact of antibiotic resistance on the efficiency of MRSA decolonization

  Ojala, F., Abdul Sater, M. R., Miller, L. G., McKinnell, J. A., Hayden, M. K., Huang, S. S., Grad, Y. H. & Marttinen, P., Oct 2023, In: PLoS computational biology. 19, 10, p. 1-17 e1010898.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File

  • Methicillin-Resistant Staphylococcus Aureus 100%
  • Antimicrobial Resistance 100%
  • Antibiotic Resistance 100%
  • Methicillin Resistant Staphylococcus Aureus 100%
  • Gene 16%
  2 Citations (Scopus)

  48 Downloads (Pure)

• Deformation equivariant cross-modality image synthesis with paired non-aligned training data

  Honkamaa, J., Khan, U., Koivukoski, S., Valkonen, M., Latonen, L., Ruusuvuori, P. & Marttinen, P., Dec 2023, In: Medical Image Analysis. 90, p. 1-13 13 p., 102940.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File

  • Training Data 100%
  • Image Synthesis 100%
  • Application 20%
  • Functions 20%
  • Real World 20%
  3 Citations (Scopus)

  54 Downloads (Pure)

• Ethical layering in AI-driven polygenic risk scores—New complexities, new challenges

  Fritzsche, M. C., Akyüz, K., Cano Abadía, M., McLennan, S., Marttinen, P., Mayrhofer, M. T. & Buyx, A. M., 26 Jan 2023, In: Frontiers in Genetics. 14, 1098439.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File

  • Artificial Intelligence 100%
  • Complexities 100%
  • Intelligence 100%
  • Research 28%
  • Ethics 28%
  7 Citations (Scopus)

  53 Downloads (Pure)

• Identification of DNA N4-methylcytosine sites via multi-view kernel sparse representation model

  Ai, C., Tiwari, P., Yang, H., Ding, Y., Tang, J. & Guo, F., Oct 2023, In: IEEE Transactions on Artificial Intelligence. 4, 5, p. 1236-1245 10 p., 9809784.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File

  • DNA 100%
  • Species 100%
  • Independence 100%
  • Identification 100%
  • Sparse Representation 100%
  4 Citations (Scopus)

  21 Downloads (Pure)

• Stance-level Sarcasm Detection with BERT and Stance-centered Graph Attention Networks

  Zhang, Y., Ma, D., Tiwari, P., Zhang, C., Masud, M., Shorfuzzaman, M. & Song, D., 18 May 2023, In: ACM Transactions on Internet Technology. 23, 2, 3533430.

  Research output: Contribution to journal › Article › Scientific › peer-review

  • Multimedia 100%
  • Attention (Machine Learning) 100%
  • Bidirectional Encoder Representations From Transformers 100%
  • Sarcasm Detection 100%
  • Internet 80%
  12 Citations (Scopus)

• Toward Explainable Dialogue System Using Two-stage Response Generation

  Li, S., Sun, C., Xu, Z., Tiwari, P., Liu, B., Gupta, D., Shankar, K., Ji, Z. & Wang, M., 10 Mar 2023, In: ACM Transactions on Asian and Low-Resource Language Information Processing. 22, 3, 3551869.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  • Dialog System 100%
  • Response Generation 100%
  • Dialogue 100%
  • Aptitude 100%
  • Generation Model 71%
  2 Citations (Scopus)

• Unsupervised feature selection based on variance–covariance subspace distance

  Karami, S., Saberi-Movahed, F., Tiwari, P., Marttinen, P. & Vahdati, S., Sept 2023, In: Neural Networks. 166, p. 188-203 16 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File

  • Feature Selection 100%
  • Roles 16%
  • Correlation 16%
  • Benchmark 16%
  • Update Algorithm 16%
  15 Citations (Scopus)

  65 Downloads (Pure)
• 2022

  A Survey on Knowledge Graphs: Representation, Acquisition, and Applications

  Ji, S., Pan, S., Cambria, E., Marttinen, P. & Yu, P. S., Feb 2022, In: IEEE Transactions on Neural Networks and Learning Systems . 33, 2, p. 494-514 21 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  • Survey 100%
  • Application 100%
  • Research Direction 100%
  • Knowledge Acquisition 100%
  • Graph Representation 100%
  1120 Citations (Scopus)

• COVIDNet: An Automatic Architecture for COVID-19 Detection with Deep Learning from Chest X-ray Images

  He, L., Tiwari, P., Su, R., Shi, X., Marttinen, P. & Kumar, N., 1 Jul 2022, In: IEEE Internet of Things Journal. 9, 13, p. 11376-11384 9608952.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File

  • Deep Learning 100%
  • Detection 100%
  • Residual Neural Network 100%
  • Contexts 16%
  • Representation 16%
  3 Citations (Scopus)

  128 Downloads (Pure)

• DepNet: An automated industrial intelligent system using deep learning for video-based depression analysis

  He, L., Guo, C., Tiwari, P., Su, R., Pandey, H. M. & Dang, W., Jul 2022, In: International Journal of Intelligent Systems. 37, 7, p. 3815-3835 21 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File

  • Deep Learning 100%
  • Database 100%
  • Diagnosis 100%
  • Intelligent Systems 100%
  • Models 50%
  18 Citations (Scopus)

  227 Downloads (Pure)

• EEG Based Emotion Recognition: A Tutorial and Review

  Li, X., Zhang, Y., Tiwari, P., Song, D., Hu, B., Yang, M., Zhao, Z., Kumar, N. & Marttinen, P., 2022, In: ACM Computing Surveys. 55, 4, p. 1–57 57 p., 79.

  Research output: Contribution to journal › Article › Scientific › peer-review

  • Emotion 100%
  • Electroencephalography 100%
  • Emotion Recognition 100%
  • Research 40%
  • Healthcare 20%
  140 Citations (Scopus)

• Gene–gene interaction detection with deep learning

  Cui, T., El Mekkaoui, K., Reinvall, J., Havulinna, A. S., Marttinen, P. & Kaski, S., 12 Nov 2022, In: Communications Biology. 5, 1, p. 1-12 12 p., 1238.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File

  • Deep Learning 100%
  • Detection 100%
  • Design 33%
  • Representation 33%
  • Procedures 33%
  6 Citations (Scopus)

  97 Downloads (Pure)

• Kernel method based on non-linear coherent states in quantum feature space

  Tiwari, P., Dehdashti, S., Obeid, A. K., Marttinen, P. & Bruza, P., 2 Sept 2022, In: Journal of Physics A: Mathematical and Theoretical. 55, 35, 355301.

  Research output: Contribution to journal › Article › Scientific › peer-review

  • State 100%
  • Investigation 22%
  • Data Set 22%
  • Support Vector Machine 22%
  • Impact 11%
  12 Citations (Scopus)

• Machine Learning Assisted Methodology for Multiclass Classification of Malignant Brain Tumors

  Vidyarthi, A., Agarwal, R., Gupta, D., Sharma, R., Draheim, D. & Tiwari, P., 2022, In: IEEE Access. 10, p. 50624-50640 17 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File

  • Classes 100%
  • Machine Learning 100%
  • Algorithms 60%
  • Nearest Neighbor 60%
  • Computer 40%
  35 Citations (Scopus)

  70 Downloads (Pure)

• MLapSVM-LBS: Predicting DNA-binding proteins via a multiple Laplacian regularized support vector machine with local behavior similarity

  Sun, M., Tiwari, P., Qian, Y., Ding, Y. & Zou, Q., 17 Aug 2022, In: KNOWLEDGE-BASED SYSTEMS. 250, p. 1-8 8 p., 109174.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File

  • Support Vector Machine 100%
  • Models 66%
  • Identification 16%
  • Accuracy 16%
  • Testing 16%
  16 Citations (Scopus)

  203 Downloads (Pure)

• Modelling methicillin-resistant Staphylococcus aureus decolonization: interactions between body sites and the impact of site-specific clearance

  Poyraz, O., Sater, M. R. A., Miller, L. G., McKinnell, J. A., Huang, S. S., Grad, Y. H. & Marttinen, P., 15 Jun 2022, In: Journal of the Royal Society Interface. 19, 191, 11 p., 20210916.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File

  • Methicillin Resistant Staphylococcus Aureus 100%
  • Clearance 100%
  • Methicillin-Resistant Staphylococcus Aureus 100%
  • Combination Therapy 80%
  • Randomized Controlled Trial 80%
  60 Downloads (Pure)

• Multi-scale local-global architecture for person re-identification

  Liu, J., Tiwari, P., Nguyen, T. G., Gupta, D. & Band, S. S., Aug 2022, In: Soft Computing. 26, 16, p. 7967-7977

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File

  • Person Re-Identification 100%
  • Models 60%
  • Channels 20%
  • Deep Learning 20%
  • Emergence 20%
  3 Citations (Scopus)

  61 Downloads (Pure)

• Multitask Balanced and Recalibrated Network for Medical Code Prediction

  Sun, W., Ji, S., Cambria, E. & Marttinen, P., 9 Nov 2022, In: ACM Transactions on Intelligent Systems and Technology. 14, 1, p. 1–20 20 p., 17.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File

  • Networks 100%
  • Classes 100%
  • Models 50%
  • Deep Neural Network 50%
  • Machine Learning 50%
  47 Downloads (Pure)

• Reducing noisy annotations for depression estimation from facial images

  He, L., Tiwari, P., Lv, C., Wu, W. S. & Guo, L., Sept 2022, In: Neural Networks. 153, p. 120-129 10 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File

  • Annotation 100%
  • Deep Feature 100%
  • Deep Architecture 100%
  • Residual Neural Network 100%
  • Networks 50%
  11 Citations (Scopus)

  145 Downloads (Pure)
• 2021

  A soft computing based multi-objective optimization approach for automatic prediction of software cost models

  Singh, S. P., Dhiman, G., Tiwari, P. & Jhaveri, R. H., Dec 2021, In: Applied Soft Computing. 113, 107981.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File

  • Models 100%
  • Software 100%
  • Algorithms 100%
  • Multiobjective 100%
  • Multi-Objective Optimization 100%
  11 Citations (Scopus)

  47 Downloads (Pure)

• Cascaded Split-and-Aggregate Learning with Feature Recombination for Pedestrian Attribute Recognition

  Yang, Y., Tan, Z., Tiwari, P., Pandey, H. M., Wan, J., Lei, Z., Guo, G. & Li, S. Z., Oct 2021, In: INTERNATIONAL JOURNAL OF COMPUTER VISION. 129, 10, p. 2731-2744 14 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File

  • Art Performance 100%
  • Benchmark 100%
  • Feature Vector 100%
  • Training Sample 100%
  • Unified Framework 100%
  24 Citations (Scopus)

  92 Downloads (Pure)

• Deep neural learning on weighted datasets utilizing label disagreement from crowdsourcing

  Wang, D., Tiwari, P., Shorfuzzaman, M. & Schmitt, I., 4 Sept 2021, In: Computer Networks. 196, 7 p., 108227.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File

  • Learning 100%
  • Crowdsourcing 100%
  • Ambiguity 50%
  • Computing 50%
  • Semantics 50%
  3 Citations (Scopus)

  80 Downloads (Pure)

• Does the magic of BERT apply to medical code assignment? A quantitative study

  Ji, S., Hölttä, M. & Marttinen, P., Dec 2021, In: Computers in Biology and Medicine. 139, 104998.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File

  • Models 100%
  • Quantitative Study 100%
  • Bidirectional Encoder Representations From Transformers 100%
  • Language Modeling 66%
  • Domains 33%
  40 Citations (Scopus)

  114 Downloads (Pure)

• Informative Bayesian Neural Network Priors for Weak Signals

  Cui, T., Havulinna, A. S., Marttinen, P. & Kaski, S., 2021, In: Bayesian Analysis.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File

  • Domain Knowledge 100%
  • Application 66%
  • Sparsity 66%
  • Explained Variance 66%
  • Models 33%
  1 Citation (Scopus)

  114 Downloads (Pure)

• Neural Variational Sparse Topic Model for Sparse Explainable Text Representation

  Xie, Q., Tiwari, P., Gupta, D., Huang, J. & Peng, M., Sept 2021, In: Information Processing and Management. 58, 5, p. 1-15 15 p., 102614.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File

  • Models 100%
  • Text Representation 100%
  • Representation 55%
  • Semantics 33%
  • Contextual Information 33%
  16 Citations (Scopus)

  370 Downloads (Pure)