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--></style></head><body lang=en-SI link="#467886" vlink="#96607D" style='word-wrap:break-word'><div class=WordSection1><p class=MsoPlainText><span style='mso-fareast-language:#2000'><img width=893 height=248 style='width:9.3055in;height:2.5833in' id="_x0000_i1025" src="cid:image001.png@01DC6449.876A67C0"><o:p></o:p></span></p><p class=MsoNormal><span lang=SL style='font-family:"Calibri",sans-serif;mso-ligatures:none'><o:p> </o:p></span></p><p class=MsoNormal><span lang=SL style='font-family:"Calibri",sans-serif;mso-ligatures:none'>Vabimo vas na 4. predavanje iz sklopa »Kolokviji IJS« v akademskem letu 2025/26, ki bo <b>v sredo, 10.</b> <b>decembra 2025, ob 13:00</b> v Veliki predavalnici Instituta »Jožef Stefan« na Jamovi cesti 39 v Ljubljani. Predavanje bo <b>v slovenščini</b>. Na voljo bodo kava, pijača in prigrizki.<o:p></o:p></span></p><p class=MsoNormal><span lang=SL style='font-family:"Calibri",sans-serif;mso-ligatures:none'><o:p> </o:p></span></p><p class=MsoNormal><span lang=SL style='font-family:"Calibri",sans-serif;mso-ligatures:none'><o:p> </o:p></span></p><p class=MsoNormal><b><span lang=SL style='font-size:16.0pt;font-family:"Calibri",sans-serif;mso-ligatures:none'>Metode za polavtomatsko generiranje hipotez iz znanstvene literature: pristop k odprti znanosti<o:p></o:p></span></b></p><p class=MsoNormal><span lang=SL style='font-size:16.0pt;font-family:"Calibri",sans-serif;mso-ligatures:none'><o:p> </o:p></span></p><p class=MsoNormal><b><u><span lang=SL style='font-size:12.0pt;font-family:"Calibri",sans-serif;mso-ligatures:none'>prof. dr. Nada Lavrač<o:p></o:p></span></u></b></p><p class=MsoNormal><i><span lang=SL style='font-family:"Calibri",sans-serif;mso-ligatures:none'>Institut »Jožef Stefan«, Ljubljana, Slovenija</span></i><i><span lang=SL style='font-family:"Calibri",sans-serif;mso-ligatures:none'><o:p></o:p></span></i></p><p class=MsoNormal><span lang=SL style='font-family:"Calibri",sans-serif;mso-ligatures:none'><o:p> </o:p></span></p><p class=MsoNormal><b><u><span lang=SL style='font-size:12.0pt;font-family:"Calibri",sans-serif;mso-ligatures:none'>prof. dr. Bojan Cestnik<o:p></o:p></span></u></b></p><p class=MsoNormal><i><span lang=SL style='font-family:"Calibri",sans-serif;mso-ligatures:none'>Institut »Jožef Stefan«, Ljubljana, Slovenija</span></i><span lang=SL style='font-family:"Calibri",sans-serif;mso-ligatures:none'><o:p></o:p></span></p><p class=MsoNormal><span lang=SL style='font-family:"Calibri",sans-serif;mso-ligatures:none'><o:p> </o:p></span></p><p class=MsoNormal><b><u><span lang=SL style='font-size:12.0pt;font-family:"Calibri",sans-serif;mso-ligatures:none'>izr. prof. dr. Andrej Kastrin<o:p></o:p></span></u></b></p><p class=MsoNormal><i><span lang=SL style='font-family:"Calibri",sans-serif;mso-ligatures:none'>Medicinska fakulteta Univerze v Ljubljani, Ljubljana, Slovenija</span></i><span lang=SL style='font-family:"Calibri",sans-serif;mso-ligatures:none'><o:p></o:p></span></p><p class=MsoNormal><span lang=SL style='font-family:"Calibri",sans-serif;mso-ligatures:none'><o:p> </o:p></span></p><p class=MsoNormal><span lang=SL style='font-family:"Calibri",sans-serif;mso-ligatures:none'><o:p> </o:p></span></p><p class=MsoNormal><span lang=SL style='font-family:"Calibri",sans-serif;mso-ligatures:none'>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 <i>Bisociative Literature-Based Discovery: Methods with Tutorials in Python</i> (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:p></o:p></span></p><p class=MsoNormal><span lang=SL style='font-family:"Calibri",sans-serif;mso-ligatures:none'><o:p> </o:p></span></p><p class=MsoNormal><b><span lang=SL style='font-family:"Calibri",sans-serif;mso-ligatures:none'>O predavateljih</span></b><span lang=SL style='font-family:"Calibri",sans-serif;mso-ligatures:none'>: 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.<o:p></o:p></span></p><p class=MsoNormal><span lang=SL style='font-family:"Calibri",sans-serif;mso-ligatures:none'><o:p> </o:p></span></p><p class=MsoNormal><span lang=SL style='font-family:"Calibri",sans-serif;mso-ligatures:none'><o:p> </o:p></span></p><p class=MsoNormal><span lang=SL style='font-size:10.0pt;font-family:"Calibri",sans-serif;mso-ligatures:none'>Napovednik predavanja in posnetke preteklih predavanj najdete na <b>spletni strani »Kolokvijev na IJS«</b> </span><span lang=SL style='font-family:"Calibri",sans-serif;mso-ligatures:none'><a href="https://kolokviji.ijs.si/"><span style='font-size:10.0pt;color:#0563C1'>https://kolokviji.ijs.si/</span></a></span><span lang=SL style='font-size:10.0pt;font-family:"Calibri",sans-serif;mso-ligatures:none'>, posnetke pa tudi posebej na </span><span lang=SL style='font-family:"Calibri",sans-serif;mso-ligatures:none'><a href="https://video.arnes.si/?q=Kolokviji_IJS"><span style='font-size:10.0pt;color:#0563C1'>https://video.arnes.si/?q=Kolokviji_IJS</span></a></span><span lang=SL style='font-size:10.0pt;font-family:"Calibri",sans-serif;mso-ligatures:none'> (zadnje štiri sezone) in </span><span lang=SL style='font-family:"Calibri",sans-serif;mso-ligatures:none'><a href="http://videolectures.net/kolokviji_ijs"><span style='font-size:10.0pt;color:#0563C1'>http://videolectures.net/kolokviji_ijs</span></a></span><span lang=SL style='font-size:10.0pt;font-family:"Calibri",sans-serif;mso-ligatures:none'> (starejši).<o:p></o:p></span></p><p class=MsoNormal><span lang=SL style='font-family:"Calibri",sans-serif;mso-ligatures:none'><o:p> </o:p></span></p><p class=MsoNormal><span lang=SL style='font-family:"Calibri",sans-serif;mso-ligatures:none'>______________<o:p></o:p></span></p><p class=MsoNormal><span lang=SL style='font-family:"Calibri",sans-serif;mso-ligatures:none'><o:p> </o:p></span></p><p class=MsoNormal><span lang=SL style='font-family:"Calibri",sans-serif;mso-ligatures:none'><o:p> </o:p></span></p><p class=MsoNormal><span lang=SL style='font-family:"Calibri",sans-serif;mso-ligatures:none'>We invite you to the 4th lecture in the framework of »JSI Colloquia« in the academic year 2025/26, which will take place on <b>Wednesday, December 10, 2025, at 1:00 PM</b> in the main lecture hall of Jožef Stefan Institute, Jamova cesta 39 in Ljubljana. The lecture will be held <b>in Slovenian</b>. Coffee, drinks and snacks will be available.<o:p></o:p></span></p><p class=MsoNormal><span lang=SL style='font-family:"Calibri",sans-serif;mso-ligatures:none'><o:p> </o:p></span></p><p class=MsoNormal><span lang=SL style='font-family:"Calibri",sans-serif;mso-ligatures:none'><o:p> </o:p></span></p><p class=MsoNormal><b><span lang=SL style='font-size:16.0pt;font-family:"Calibri",sans-serif;mso-ligatures:none'>Methods for semi-automated hypothesis generation from scientific literature: an open science approach <o:p></o:p></span></b></p><p class=MsoNormal><span lang=SL style='font-size:16.0pt;font-family:"Calibri",sans-serif;mso-ligatures:none'><o:p> </o:p></span></p><p class=MsoNormal><b><u><span lang=SL style='font-size:12.0pt;font-family:"Calibri",sans-serif;mso-ligatures:none'>Prof. Dr. Nada Lavrač<o:p></o:p></span></u></b></p><p class=MsoNormal><i><span lang=SL style='font-family:"Calibri",sans-serif;mso-ligatures:none'>Jožef Stefan Institute, Ljubljana, Slovenia</span></i><i><span lang=SL style='font-family:"Calibri",sans-serif;mso-ligatures:none'><o:p></o:p></span></i></p><p class=MsoNormal><span lang=SL style='font-family:"Calibri",sans-serif;mso-ligatures:none'><o:p> </o:p></span></p><p class=MsoNormal><b><u><span lang=SL style='font-size:12.0pt;font-family:"Calibri",sans-serif;mso-ligatures:none'>Prof. Dr. Bojan Cestnik<o:p></o:p></span></u></b></p><p class=MsoNormal><i><span lang=SL style='font-family:"Calibri",sans-serif;mso-ligatures:none'>Jožef Stefan Institute, Ljubljana, Slovenia</span></i><span lang=SL style='font-family:"Calibri",sans-serif;mso-ligatures:none'><o:p></o:p></span></p><p class=MsoNormal><span lang=SL style='font-family:"Calibri",sans-serif;mso-ligatures:none'><o:p> </o:p></span></p><p class=MsoNormal><b><u><span lang=SL style='font-size:12.0pt;font-family:"Calibri",sans-serif;mso-ligatures:none'>Assoc. Prof. Dr. Andrej Kastrin<o:p></o:p></span></u></b></p><p class=MsoNormal><i><span lang=SL style='font-family:"Calibri",sans-serif;mso-ligatures:none'>Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia</span></i><span lang=SL style='font-family:"Calibri",sans-serif;mso-ligatures:none'><o:p></o:p></span></p><p class=MsoNormal><span lang=SL style='font-family:"Calibri",sans-serif;mso-ligatures:none'><o:p> </o:p></span></p><p class=MsoNormal><span lang=SL style='font-family:"Calibri",sans-serif;mso-ligatures:none'><o:p> </o:p></span></p><p class=MsoNormal><span lang=SL style='font-family:"Calibri",sans-serif;mso-ligatures:none'>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 <i>Bisociative Literature-Based Discovery: Methods with Tutorials in Python</i> (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.<o:p></o:p></span></p><p class=MsoNormal><span lang=SL style='font-family:"Calibri",sans-serif;mso-ligatures:none'><o:p> </o:p></span></p><p class=MsoNormal><b><span lang=SL style='font-family:"Calibri",sans-serif;mso-ligatures:none'>About the lecturers</span></b><span lang=SL style='font-family:"Calibri",sans-serif;mso-ligatures:none'>: Nada Lavrač is a </span><span lang=SL style='font-family:"Calibri",sans-serif;mso-ligatures:none'>scientific councilor</span><span lang=SL style='font-family:"Calibri",sans-serif;mso-ligatures:none'> 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.<o:p></o:p></span></p><p class=MsoNormal><span lang=SL style='font-family:"Calibri",sans-serif;mso-ligatures:none'><o:p> </o:p></span></p><p class=MsoNormal><span lang=SL style='font-family:"Calibri",sans-serif;mso-ligatures:none'><o:p> </o:p></span></p><p class=MsoPlainText><span lang=SL style='font-size:10.0pt;mso-ligatures:none'>The lecture trailer and recordings of past lectures can be found on the <b>website of »JSI colloquia«</b></span><span lang=SL style='mso-ligatures:none'> <a href="https://kolokviji.ijs.si/"><span style='font-size:10.0pt;color:#0563C1'>https://kolokviji.ijs.si/</span></a></span><span lang=SL style='font-size:10.0pt;mso-ligatures:none'>, and recordings specifically at </span><span lang=SL style='mso-ligatures:none'><a href="https://video.arnes.si/en/?q=Kolokviji_IJS"><span style='font-size:10.0pt;color:#0563C1'>https://video.arnes.si/en/?q=Kolokviji_IJS</span></a></span><span lang=SL style='font-size:10.0pt;mso-ligatures:none'> (last four seasons) and </span><span lang=SL style='mso-ligatures:none'><a href="http://videolectures.net/kolokviji_ijs"><span style='font-size:10.0pt;color:#0563C1'>http://videolectures.net/kolokviji_ijs</span></a></span><span lang=SL style='font-size:10.0pt;mso-ligatures:none'> (older).<o:p></o:p></span></p><p class=MsoPlainText><span lang=en-SI><o:p> </o:p></span></p></div></body></html>