Projects funded by the NCN


Information on the principal investigator and host institution

Information of the project and the call

Keywords

Equipment

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Information-theoretic abductive reasoning for context-based recommendation

2011/01/D/ST6/06788

Keywords:

abductive reasoning recommendation systems information-theoretic modelling of information processing context-based recommendation

Descriptors:

  • ST6_8: Computer graphics, image processing, computer vision, multimedia, computer games
  • ST6_6: Algorithms, parallel, distributed and network algorithms, algorithmic game theory
  • ST6_7: Artificial intelligence, intelligent systems, multi-agent systems

Panel:

ST6 - Computer science and informatics: informatics and information systems, computer science, scientific computing, intelligent systems

Host institution :

Politechnika Poznańska, Wydział Elektryczny

woj. wielkopolskie

Other projects carried out by the institution 

Principal investigator (from the host institution):

dr Andrzej Szwabe 

Number of co-investigators in the project: 9

Call: SONATA 1 - announced on 2011-03-15

Amount awarded: 683 000 PLN

Project start date (Y-m-d): 2011-12-20

Project end date (Y-m-d): 2017-06-19

Project duration:: 66 months (the same as in the proposal)

Project status: Project settled

Equipment purchased [PL]

  1. Laptop.
  2. Licencja oprogramowania MathWorks Matlab (3 szt.) (11 000 PLN)
  3. Wysokowydajny serwer obliczeniowy (9 000 PLN)

Information in the final report

  • Publication in academic press/journals (7)
  • Articles in post-conference publications (4)
  • Book publications / chapters in book publications (9)
  1. Collaborative Filtering Based on Bi-Relational Data Representation
    Authors:
    Szwabe A., Misiorek P., Ciesielczyk M., Jedrzejek C.
    Academic press:
    Foundations of Computing and Decision Sciences (rok: 2013, tom: 38/1, strony: 67-83), Wydawca: Poznan University of Technology
    Status:
    Published
    DOI:
    10.2478/v10209-011-0021-x - link to the publication
  2. Evaluation of SPARQL-Compliant Semantic Search User Interfaces
    Authors:
    Styperek A., Ciesielczyk M., Szwabe A., Misiorek P.
    Academic press:
    Vietnam Journal of Computer Science (rok: 2015, tom: 2(3), strony: 191-199), Wydawca: Springer Berlin Heidelberg
    Status:
    Published
    DOI:
    10.1007/s40595-015-0044-y - link to the publication
  3. On Efficient Link Recommendation in Social Networks Using Actor-Fact Matrices
    Authors:
    Ciesielczyk M., Szwabe A., Morzy M.
    Academic press:
    Scientific Programming (rok: 2015, tom: 2015, strony: 9 pages), Wydawca: Hindawi Publishing Corporation
    Status:
    Published
    DOI:
    10.1155/2015/450215 - link to the publication
  4. Progressive random indexing: dimensionality reduction preserving local network dependencies
    Authors:
    Ciesielczyk M., Szwabe A., Morzy M., Misiorek P.
    Academic press:
    ACM Transactions on Internet Technology (rok: 2017, tom: 17(2), strony: 20:1-20:21), Wydawca: ACM - Association for Computing Machinery
    Status:
    Published
    DOI:
    10.1145/2996185 - link to the publication
  5. Multilinear Filtering Based on a Hierarchical Structure of Covariance Matrices
    Authors:
    Szwabe A., Misiorek P., Ciesielczyk M.
    Academic press:
    Schedae Informaticae (rok: 2015, tom: 24, strony: 103-112), Wydawca: Uniwersytet Jagielloński
    Status:
    Published
  6. Evaluating Bi-Relational Data Representation for Collaborative Filtering
    Authors:
    Szwabe A., Misiorek P., Ciesielczyk M.
    Academic press:
    International Journal of Artificial Intelligence (rok: 2014, tom: 12 (1), strony: 104-116), Wydawca: Ceser Publications
    Status:
    Published
  7. Holistic Entropy Reduction for Collaborative Filtering
    Authors:
    Szwabe A., Misiorek P., Janasiewicz T., Walkowiak P.
    Academic press:
    Foundations of Computing and Decision Sciences (rok: 2014, tom: 39(3), strony: 209-229), Wydawca: Poznan University of Technology
    Status:
    Published
    DOI:
    10.2478/fcds-2014-0012 - link to the publication
  1. Application of the tensor-based recommendation engine to semantic service matchmaking
    Authors:
    Szwabe A., Ciesielczyk M., Misiorek P, Blinkiewicz M.
    Conference:
    The Ninth International Conference on Advances in Semantic Processing (SEMAPRO 2015) (rok: 2015, ), Wydawca: IARIA
    Data:
    konferencja 19-24.07.2015
    Status:
    Published
  2. Logistic Regression Setup for RTB CTR Estimation
    Authors:
    Szwabe A., Misiorek P., Ciesielczyk M.
    Conference:
    9th International Conference on Machine Learning and Computing (ICMLC 2017) (rok: 2017, ), Wydawca: ACM Digital Library
    Data:
    konferencja 24-26.02.2017
    Status:
    Published
  3. Using Mutual Information for Feature Selection in Programmatic Advertising
    Authors:
    Ciesielczyk M.
    Conference:
    2017 IEEE International Symposium on Innovations in Intelligent Systems and Applications (INISTA 2017) (rok: 2017, ), Wydawca: IEEE
    Data:
    konferencja 3-5.07.2017
    Status:
    Published
  4. Semantic Search Engine with an Intuitive User Interface
    Authors:
    Styperek A., Ciesielczyk M., Szwabe A.
    Conference:
    23rd International World Wide Web Conference (Poster Session), Seoul, Korea (rok: 2014, ), Wydawca: ACM Digital Library
    Data:
    konferencja 7-11.04.2014
    Status:
    Published
  1. Representation of Propositional Data for Collaborative Filtering
    Authors:
    Szwabe A., Misiorek P., Ciesielczyk M.
    Book:
    Distributed Computing and Artificial Intelligence, Advances in Intelligent and Soft Computing (rok: 2013, tom: 217, strony: 385-392), Wydawca: Springer International Publishing Switzerland
    Status:
    Published
  2. Kernel and Acquisition Function Setup for Bayesian Optimization of Gradient Boosting Hyperparameters
    Authors:
    Szwabe A.
    Book:
    Intelligent Information and Database Systems. Lecture Notes in Artificial Intelligence (LNAI) (rok: 2018, tom: 10751, strony: 297-306), Wydawca: Springer International Publishing
    Status:
    Published
  3. Multi-Relational Learning for Recommendation of Matches between Semantic Structures
    Authors:
    Szwabe, A., Misiorek, P., Walkowiak, P.
    Book:
    Knowledge Engineering, Machine Learning and Lattice Computing with Applications, Lecture Notes in Artificial Intelligence (rok: 2013, tom: 7828, strony: 98-107), Wydawca: Springer-Verlag Berlin Heidelberg
    Status:
    Published
  4. SPARQL – Compliant Semantic Search Engine with an Intuitive User Interface
    Authors:
    Styperek A., Ciesielczyk, M., Szwabe, A.
    Book:
    Intelligent Information and Database System, LNCS (rok: 2014, tom: 8397, strony: 201-210), Wydawca: Springer International Publishing
    Status:
    Published
  5. Tensor-Based Ontology Data Processing for Semantic Service Matchmaking
    Authors:
    Szwabe, A., Misiorek, P., Ciesielczyk, M., Bąk, J.
    Book:
    Beyond Databases, Architectures and Structures. Communications in Computer and Information Science (CCIS) (rok: 2018, tom: 928, strony: 256-270), Wydawca: Springer International Publishing
    Status:
    Published
  6. Evaluation of Tensor-Based Algorithms for Real-Time Bidding Optimization
    Authors:
    Szwabe A., Misiorek P., Ciesielczyk M.
    Book:
    Intelligent Information and Database Systems, Lecture Notes in Artificial Intelligence (LNAI) (rok: 2017, tom: 10191, strony: 160-169), Wydawca: Springer International Publishing
    Status:
    Published
  7. Tensor-Based Modeling of Temporal Features for Big Data CTR Estimation
    Authors:
    Szwabe A., Misiorek P., Ciesielczyk M.
    Book:
    Beyond Databases, Architectures and Structures, Communications in Computer and Information Science (CCIS) (rok: 2017, tom: 716, strony: 16-27), Wydawca: Springer International Publishing
    Status:
    Published
  8. Tensor-Based Syntactic Feature Engineering for Ontology Instance Matching
    Authors:
    Szwabe A., Misiorek P., Bąk J., Ciesielczyk M.
    Book:
    Artificial Intelligence and Soft Computing, Lecture Notes in Artificial Intelligence (LNAI) (rok: 2017, tom: 10246, strony: 609-622), Wydawca: Springer International Publishing
    Status:
    Published
  9. Decision Trees as Interpretable Bank Credit Scoring Models.
    Authors:
    Szwabe A., Misiorek P.
    Book:
    Beyond Databases, Architectures and Structures. Communications in Computer and Information Science (CCIS) (rok: 2018, tom: 928, strony: 207-219), Wydawca: Springer International Publishing
    Status:
    Published