Kolokviji IJS, sreda, 10. 12. 2025, ob 13:00, prof. dr. Nada Lavrač, prof. dr. Bojan Cestnik, izr. prof. dr. Andrej Kastrin
Martin Klanjsek
martin.klanjsek at ijs.si
Wed Dec 3 11:39:48 CET 2025
Vabimo vas na 4. predavanje iz sklopa »Kolokviji IJS« v akademskem letu 2025/26, ki bo v sredo, 10. decembra 2025, ob 13:00 v Veliki predavalnici Instituta »Jožef Stefan« na Jamovi cesti 39 v Ljubljani. Predavanje bo v slovenščini. Na voljo bodo kava, pijača in prigrizki.
Metode za polavtomatsko generiranje hipotez iz znanstvene literature: pristop k odprti znanosti
prof. dr. Nada Lavrač
Institut »Jožef Stefan«, Ljubljana, Slovenija
prof. dr. Bojan Cestnik
Institut »Jožef Stefan«, Ljubljana, Slovenija
izr. prof. dr. Andrej Kastrin
Medicinska fakulteta Univerze v Ljubljani, Ljubljana, Slovenija
Hitra rast števila znanstvenih objav otežuje ročno pregledovanje ter sprotno sledenje novim raziskovalnim izsledkom. Odkrivanje znanja iz literature (angleško literature-based discovery) je področje umetne inteligence na presečišču obdelave naravnega jezika in strojnega učenja, ki omogoča polavtomatsko generiranje hipotez z odkrivanjem novih povezav med doslej še nepovezanimi znanstvenimi viri. V predavanju bomo predstavili izbor pristopov in metod iz svoje nedavno objavljene monografije Bisociative Literature-Based Discovery: Methods with Tutorials in Python (Springer, 2025). Predstavili bomo tudi zbirko delovnih zvezkov v programskem jeziku Python, ki omogočajo ponovljivost postopkov za zajemanje podatkov, obdelavo besedil, generiranje hipotez in njihovo vrednotenje v skladu z načeli odprte znanosti.
O predavateljih: Nada Lavrač je znanstvena svetnica na Institutu »Jožef Stefan« in redna profesorica na Mednarodni podiplomski šoli Jožefa Stefana. Bojan Cestnik je direktor podjetja za računalniški inženiring Temida, raziskovalec na Institutu »Jožef Stefan« in redni profesor na Poslovno-tehniški fakulteti Univerze v Novi Gorici. Andrej Kastrin je raziskovalec na Inštitutu za biostatistiko in medicinsko informatiko pri Medicinski fakulteti Univerze v Ljubljani in predavatelj na tej fakulteti.
Napovednik predavanja in posnetke preteklih predavanj najdete na spletni strani »Kolokvijev na IJS« <https://kolokviji.ijs.si/> https://kolokviji.ijs.si/, posnetke pa tudi posebej na <https://video.arnes.si/?q=Kolokviji_IJS> https://video.arnes.si/?q=Kolokviji_IJS (zadnje štiri sezone) in <http://videolectures.net/kolokviji_ijs> http://videolectures.net/kolokviji_ijs (starejši).
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We invite you to the 4th lecture in the framework of »JSI Colloquia« in the academic year 2025/26, which will take place on Wednesday, December 10, 2025, at 1:00 PM in the main lecture hall of Jožef Stefan Institute, Jamova cesta 39 in Ljubljana. The lecture will be held in Slovenian. Coffee, drinks and snacks will be available.
Methods for semi-automated hypothesis generation from scientific literature: an open science approach
Prof. Dr. Nada Lavrač
Jožef Stefan Institute, Ljubljana, Slovenia
Prof. Dr. Bojan Cestnik
Jožef Stefan Institute, Ljubljana, Slovenia
Assoc. Prof. Dr. Andrej Kastrin
Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia
The rapid growth of scientific publications makes it difficult to manually review and keep up to date with new research findings. Literature-based discovery (LBD) is a field of artificial intelligence at the intersection of natural language processing and machine learning, which enables semi-automated hypothesis generation by discovering new associations between previously unconnected scientific sources. In the lecture, we will present a selection of approaches and methods from our recently published monograph Bisociative Literature-Based Discovery: Methods with Tutorials in Python (Springer, 2025). We will present also a collection of Python notebooks that facilitate the reproducibility of procedures for data acquisition, text processing, hypothesis generation and their evaluation, in alignment with the principles of open science.
About the lecturers: Nada Lavrač is a scientific councilor at the Jožef Stefan Institute and a full professor at the Jožef Stefan International Postgraduate School. Bojan Cestnik is the director of the computer engineering company Temida, a researcher at the Jožef Stefan Institute and a full professor at the School of Engineering and Management of the University of Nova Gorica. Andrej Kastrin is a researcher at the Institute for Biostatistics and Medical Informatics at the Faculty of Medicine, University of Ljubljana, and a lecturer at this faculty.
The lecture trailer and recordings of past lectures can be found on the website of »JSI colloquia« <https://kolokviji.ijs.si/> https://kolokviji.ijs.si/, and recordings specifically at <https://video.arnes.si/en/?q=Kolokviji_IJS> https://video.arnes.si/en/?q=Kolokviji_IJS (last four seasons) and <http://videolectures.net/kolokviji_ijs> http://videolectures.net/kolokviji_ijs (older).
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